diff --git a/.secrets.baseline b/.secrets.baseline index a96c869b..6463fc47 100644 --- a/.secrets.baseline +++ b/.secrets.baseline @@ -1,19 +1,18 @@ { - "exclude": { - "files": null, - "lines": null - }, - "generated_at": "2024-09-23T16:20:35Z", + "version": "1.4.0", "plugins_used": [ + { + "name": "ArtifactoryDetector" + }, { "name": "AWSKeyDetector" }, { - "name": "ArtifactoryDetector" + "name": "AzureStorageKeyDetector" }, { - "base64_limit": 4.5, - "name": "Base64HighEntropyString" + "name": "Base64HighEntropyString", + "limit": 4.5 }, { "name": "BasicAuthDetector" @@ -22,8 +21,14 @@ "name": "CloudantDetector" }, { - "hex_limit": 3, - "name": "HexHighEntropyString" + "name": "DiscordBotTokenDetector" + }, + { + "name": "GitHubTokenDetector" + }, + { + "name": "HexHighEntropyString", + "limit": 3.0 }, { "name": "IbmCloudIamDetector" @@ -35,21 +40,30 @@ "name": "JwtTokenDetector" }, { - "keyword_exclude": null, - "name": "KeywordDetector" + "name": "KeywordDetector", + "keyword_exclude": "" }, { "name": "MailchimpDetector" }, + { + "name": "NpmDetector" + }, { "name": "PrivateKeyDetector" }, + { + "name": "SendGridDetector" + }, { "name": "SlackDetector" }, { "name": "SoftlayerDetector" }, + { + "name": "SquareOAuthDetector" + }, { "name": "StripeDetector" }, @@ -57,10 +71,461 @@ "name": "TwilioKeyDetector" } ], - "results": {}, - "version": "0.13.1", - "word_list": { - "file": null, - "hash": null - } + "filters_used": [ + { + "path": "detect_secrets.filters.allowlist.is_line_allowlisted" + }, + { + "path": "detect_secrets.filters.common.is_ignored_due_to_verification_policies", + "min_level": 2 + }, + { + "path": "detect_secrets.filters.heuristic.is_indirect_reference" + }, + { + "path": "detect_secrets.filters.heuristic.is_likely_id_string" + }, + { + "path": "detect_secrets.filters.heuristic.is_lock_file" + }, + { + "path": "detect_secrets.filters.heuristic.is_not_alphanumeric_string" + }, + { + "path": 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"0459eb47", - "metadata": {}, - "source": [ - "# BACPAC Synthetic Data Analysis\n", - "\n", - "## Qiong Liu\n", - "### April 2nd, 2021\n", - "\n", - "In this Jupyter notebook, we used the BACPAC study as an example to demonstrate how to navigate datasets within the workspace in HEAL and conduct data analysis using Python libraries.\n", - "\n", - "## Table of Content\n", - "- [Set up notebook](#Set-up-notebook)\n", - "- [Pull file objects using the Gen3 SDK](#Pull-file-objects-using-the-Gen3-SDK)\n", - "- [Demographic characteristics of participants in BACPAC](#Demographic-characteristics-of-participants-in-BACPAC)\n", - "- [Opiod pain medication profiling at two time points](#Opiod-pain-medication-profiling-at-two-time-points)\n", - "- [Physical function outcomes](#Physical-function-outcomes)\n", - "\n", - "\n", - "\n", - "## Set up notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "4e3a17d4", - "metadata": {}, - "outputs": [], - "source": [ - "# Uncomment the line to install python libraries by removing #\n", - "#!pip install numpy\n", - "#!pip install pandas==1.1.5\n", - "#!pip install plotly==4.14.3\n", - "import pandas as pd\n", - "import plotly.graph_objects as go\n", - "import plotly.express as px\n", - "from plotly.subplots import make_subplots\n", - "from pathlib import Path\n", - "import numpy as np\n", - "import json\n", - "import requests\n", - "import os" - ] - }, - { - "cell_type": "markdown", - "id": "5ae05f36", - "metadata": {}, - "source": [ - "## Query study metadata\n", - "Users can query study metadata in HEAL data commons using our metadata service (MDS). The cell below shows how to retrieve the metadata of the BACPAC study by interacting with the gen3 MDS endpoint. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "2e3c64b8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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study_nameBACPAC Research Consortium
study_descriptionObservational
research_programBack Pain Consortium Research Program
research_questionTo inform a precision medicine approach to cLBP.
institutionsUniversity Of North Carolina Chapel Hill
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" - ], - "text/plain": [ - " Value\n", - "study_name BACPAC Research Consortium\n", - "study_description Observational\n", - "research_program Back Pain Consortium Research Program\n", - "research_question To inform a precision medicine approach to cLBP.\n", - "institutions University Of North Carolina Chapel Hill" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Query the metadata of BACPAC using the project number \"1U24AR076730-01\"\n", - "response=requests.get(\"https://healdata.org/mds/metadata/1U24AR076730-01\")\n", - "metadata_text=response.text\n", - "metadata_object=json.loads(metadata_text)\n", - "meta_df = pd.json_normalize(metadata_object[\"gen3_discovery\"])\n", - "pd.options.display.max_rows\n", - "pd.set_option('display.max_colwidth', None)\n", - "small_meta = meta_df[['study_name','study_description',\n", - " 'research_program','research_question',\n", - " 'institutions']].transpose()\n", - "small_meta.rename({0:\"Value\"}, axis=\"columns\")" - ] - }, - { - "cell_type": "markdown", - "id": "62226778", - "metadata": {}, - "source": [ - "## Pull file objects using the Gen3 SDK" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1dd01993", - "metadata": {}, - "outputs": [], - "source": [ - "!gen3 drs-pull object dg.H34L/80f0a338-18e0-48de-b70f-cdabd63f67d9\n", - "!gen3 drs-pull object dg.H34L/530fd95c-48b6-488e-a699-9377180bd82d\n", - "!gen3 drs-pull object dg.H34L/654d7f1f-b61c-49a9-8a74-c82400fa4c27" - ] - }, - { - "cell_type": "markdown", - "id": "6e8ef4ab", - "metadata": {}, - "source": [ - "## Demographic characteristics of participants in BACPAC" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "aa10903e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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sexFemaleIntersexMaleUnknown
raceAmerican Indian or Alaska Native5131
Asian2030
Black or African American9362
Multiple5140
Native Hawaiian or Pacific Islander5012
Not reported4221
Unknown3231
White3742612
ethnicityHispanic or Latino185126
Not Hispanic or Latino364276
Not reported7144
Unknown9353
age_group20-55 yr4292914
>55 yr284195
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" - ], - "text/plain": [ - "sex Female Intersex Male Unknown\n", - "race American Indian or Alaska Native 5 1 3 1\n", - " Asian 2 0 3 0\n", - " Black or African American 9 3 6 2\n", - " Multiple 5 1 4 0\n", - " Native Hawaiian or Pacific Islander 5 0 1 2\n", - " Not reported 4 2 2 1\n", - " Unknown 3 2 3 1\n", - " White 37 4 26 12\n", - "ethnicity Hispanic or Latino 18 5 12 6\n", - " Not Hispanic or Latino 36 4 27 6\n", - " Not reported 7 1 4 4\n", - " Unknown 9 3 5 3\n", - "age_group 20-55 yr 42 9 29 14\n", - " >55 yr 28 4 19 5" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Read the demographic tsv file into dataframe\n", - "demo_bacpac=pd.read_csv(\"./participant_SMART.tsv\", sep=\"\\t\", encoding=\"utf-8\")\n", - "\n", - "\n", - "# Define age groups within participants\n", - "age_list = list(demo_bacpac[\"age_in_years\"])\n", - "def age_group(agelist):\n", - " min_age = min(agelist)\n", - " grouplabel1 = str(min_age) + \"-55 yr\"\n", - " grouplabel2= \">55 yr\"\n", - " grouplist = []\n", - " for i in agelist:\n", - " if i <=55:\n", - " grouplist.append(grouplabel1)\n", - " else:\n", - " grouplist.append(grouplabel2)\n", - " return grouplist\n", - "\n", - "agegrouplist = age_group(age_list)\n", - "demo_bacpac[\"age_group\"] = agegrouplist\n", - "\n", - "# Compute three frequency tables using demographic factors\n", - "df1=pd.crosstab(index=demo_bacpac['race'], columns=demo_bacpac['sex'])\n", - "df2=pd.crosstab(index=demo_bacpac['ethnicity'], columns=demo_bacpac['sex'])\n", - "df3=pd.crosstab(index=demo_bacpac['age_group'], columns=demo_bacpac['sex'])\n", - "\n", - "# Dsiplay concatenated tables\n", - "pd.concat([df1, df2, df3], keys=['race', 'ethnicity', 'age_group'])" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "838f21a9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "alignmentgroup": "True", - "hovertemplate": "Ethnicity=Hispanic or Latino
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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Generate a bar chart showing the opioid taking at two time points in different sex groups\n", - "opioid_gender = pd.crosstab(index=[demo_combine_substance['OPIOID01'], demo_combine_substance['sex']],\n", - " columns=demo_combine_substance['time_point'])\n", - "new_opioid_gender = pd.DataFrame(opioid_gender.stack())\n", - "new_opioid_gender.reset_index(inplace=True)\n", - "new_opioid_gender = new_opioid_gender.rename({0:\"Count\", \"OPIOID01\": \"Taking Opioid\",\n", - " \"time_point\": \"Time Point\", \"sex\": \"Sex\"}, axis=\"columns\")\n", - "fig3 = px.bar(new_opioid_gender, y=\"Sex\", x=\"Count\", color=\"Taking Opioid\",\n", - " facet_col=\"Time Point\", width=800, height=400, orientation='h',\n", - " category_orders={\"Sex\": [\"Intersex\", \"Unknown\", \"Male\", \"Female\"]})\n", - "fig3.update_layout(title_text=\"Opioid Pain Medication at Two Time Points in Different Sex Groups\",\n", - " title_font_size=20)\n", - "fig3.show()" - ] - }, - { - "cell_type": "markdown", - "id": "3a47c533", - "metadata": {}, - "source": [ - "- We observed an increase of particpants taking opioid medication at week 12 in both male and femal groups compared to baseline week 0.\n", - "\n", - "## Physical function outcomes\n", - " The cell below uses the Physical Function 6b T-Score to display physical function outcomes in different ethnicity groups at week 0 and week 12." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "b483c4ac", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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PRPF6BT
countmeanstdmin25%50%75%max
time_pointethnicity
Week 0Hispanic or Latino41.038.2853663.16500932.536.038.5039.30048.7
Not Hispanic or Latino73.037.5410962.59822831.535.137.6039.30044.2
Not reported16.037.6125002.93754433.435.138.0540.20043.1
Unknown20.038.1950002.46736131.537.438.5039.30042.1
Week 12Hispanic or Latino41.037.5365853.06298529.135.137.6039.30043.1
Not Hispanic or Latino73.037.5890413.24266531.535.137.6040.20044.2
Not reported16.037.7437502.74006533.436.036.8039.52543.1
Unknown20.036.9250003.26365629.135.136.0038.70044.2
\n", - "
" - ], - "text/plain": [ - " PRPF6BT \\\n", - " count mean std min 25% \n", - "time_point ethnicity \n", - "Week 0 Hispanic or Latino 41.0 38.285366 3.165009 32.5 36.0 \n", - " Not Hispanic or Latino 73.0 37.541096 2.598228 31.5 35.1 \n", - " Not reported 16.0 37.612500 2.937544 33.4 35.1 \n", - " Unknown 20.0 38.195000 2.467361 31.5 37.4 \n", - "Week 12 Hispanic or Latino 41.0 37.536585 3.062985 29.1 35.1 \n", - " Not Hispanic or Latino 73.0 37.589041 3.242665 31.5 35.1 \n", - " Not reported 16.0 37.743750 2.740065 33.4 36.0 \n", - " Unknown 20.0 36.925000 3.263656 29.1 35.1 \n", - "\n", - " \n", - " 50% 75% max \n", - "time_point ethnicity \n", - "Week 0 Hispanic or Latino 38.50 39.300 48.7 \n", - " Not Hispanic or Latino 37.60 39.300 44.2 \n", - " Not reported 38.05 40.200 43.1 \n", - " Unknown 38.50 39.300 42.1 \n", - "Week 12 Hispanic or Latino 37.60 39.300 43.1 \n", - " Not Hispanic or Latino 37.60 40.200 44.2 \n", - " Not reported 36.80 39.525 43.1 \n", - " Unknown 36.00 38.700 44.2 " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Read physical_function_SMART.tsv into dataframe and merge the df with demographic\n", - "function_df = pd.read_csv(\"./physical_function_SMART.tsv\", sep=\"\\t\", encoding=\"utf-16\")\n", - "function_participant_id = find_participant(function_df, \"_pf\")\n", - "function_df[\"participant_id\"] = function_participant_id\n", - "demo_combine_function = function_df.merge(demo_bacpac, left_on=\"participant_id\", \n", - " right_on=\"submitter_id\", how=\"outer\")\n", - "demo_combine_function[\"time_point\"] = find_timepoint(demo_combine_function)\n", - "\n", - "# Summary table of ROMIS-Physical Function 6b T-Score in different ethnicity groups\n", - "ethnicity_PRPF6BT = demo_combine_function[[\"time_point\", \n", - " \"PRPF6BT\", \n", - " \"ethnicity\"]].groupby(['time_point','ethnicity']).describe()\n", - "ethnicity_PRPF6BT" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the distribution of Physical Function 6b T-Score\n", - "# at two time points for hispanic and non-hispanic ethnicity groups\n", - "fig5 = make_subplots(\n", - " rows=2, cols=2,\n", - " specs=[[{\"colspan\": 2}, None],\n", - " [{}, {}]],\n", - " subplot_titles=(\"PROMIS-Physical Function 6b T-Score Distribution at Two Time Points\",\"Hispanic or Latino\",\n", - " \"Not Hispanic or Latino\"))\n", - "\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[demo_combine_function[\"time_point\"]==\"Week 0\"][\"PRPF6BT\"],\n", - " marker_color='#EB89B5', opacity=0.75, nbinsx=20, name=\"Week 0\"),\n", - " row=1, col=1)\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[demo_combine_function[\"time_point\"]==\"Week 12\"][\"PRPF6BT\"],\n", - " marker_color='#2B6CBE', opacity=0.75, nbinsx=20, name=\"Week 12\"),\n", - " row=1, col=1)\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[(demo_combine_function[\"time_point\"]==\"Week 0\")&(demo_combine_function[\"ethnicity\"]==\"Hispanic or Latino\")][\"PRPF6BT\"],\n", - " marker_color='#EB89B5', opacity=0.75, nbinsx=20,showlegend=False),\n", - " row=2, col=1)\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[(demo_combine_function[\"time_point\"]==\"Week 12\")&(demo_combine_function[\"ethnicity\"]==\"Hispanic or Latino\")][\"PRPF6BT\"],\n", - " marker_color='#2B6CBE', opacity=0.75, nbinsx=20,showlegend=False),\n", - " row=2, col=1)\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[(demo_combine_function[\"time_point\"]==\"Week 0\")&(demo_combine_function[\"ethnicity\"]==\"Not Hispanic or Latino\")][\"PRPF6BT\"],\n", - " marker_color='#EB89B5', opacity=0.75, nbinsx=20,showlegend=False),\n", - " row=2, col=2)\n", - "fig5.add_trace(go.Histogram(x=demo_combine_function[(demo_combine_function[\"time_point\"]==\"Week 12\")&(demo_combine_function[\"ethnicity\"]==\"Not Hispanic or Latino\")][\"PRPF6BT\"],\n", - " marker_color='#2B6CBE', opacity=0.75, nbinsx=20,showlegend=False),\n", - " row=2, col=2)\n", - "\n", - "fig5.update_layout(barmode='overlay', width=800, height=500,legend_title_text='Time Point')\n", - "fig5.update_layout(margin=dict(l=20, r=20, t=50, b=20, pad=2))\n", - "fig5.update_yaxes(title_text=\"Count\", \n", - " title_font_size=15, range=[0, 40], row=1, col=1)\n", - "fig5.update_xaxes(title_text=\"PROMIS-Physical Function 6b T-Score\",\n", - " title_font_size=15,\n", - " range=[29, 49], row=1, col=1)\n", - "fig5.update_yaxes(title_text=\"Count\",\n", - " title_font_size=15, range=[0, 15], row=2, col=1)\n", - "fig5.update_xaxes(title_text=\"PROMIS-Physical Function 6b T-Score\",\n", - " title_font_size=15, range=[29, 49], row=2, col=1)\n", - "fig5.update_yaxes(title_text=\"Count\",\n", - " title_font_size=15, range=[0, 15], row=2, col=2)\n", - "fig5.update_xaxes(title_text=\"PROMIS-Physical Function 6b T-Score\",\n", - " title_font_size=15, range=[29, 49], row=2, col=2)\n", - "\n", - "fig5.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6aa13581", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.9.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/HEAL-notebooks/bacpac/requirements.txt b/HEAL-notebooks/bacpac/requirements.txt deleted file mode 100644 index a0d690c1..00000000 --- a/HEAL-notebooks/bacpac/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -pandas==1.3.0 -plotly==4.14.3 -pyreadstat==1.1.0 -# trigger build diff --git a/HEAL-notebooks/cdcdea/Opioid_Prevalence_And_Overdoses.ipynb b/HEAL-notebooks/cdcdea/Opioid_Prevalence_And_Overdoses.ipynb deleted file mode 100644 index 56be58a8..00000000 --- a/HEAL-notebooks/cdcdea/Opioid_Prevalence_And_Overdoses.ipynb +++ /dev/null @@ -1,1005 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "6ca724ac", - "metadata": {}, - "source": [ - "# Opioid Related Deaths and Opioid Prevalence\n", - "#### J Montgomery Maxwell\n", - "#### 06/28/2021\n", - "\n", - "This notebook is a snapshot of publicly available data from HEAL and includes the DEA-ARCOS and CDC WONDER datasets. Data visualizations illustrate the national rise in opioid related overdoses and suicides, the rise in prevalence of opioid pills, and the current stage of the opioid epidemic in select states.\n", - "The graphics presented here should not be considered as part of a rigorous study of the opioid epidemic or of public health policy. The purpose of this notebook is merely to demonstrate the advantages and capabilities of using the University of Chicago's Center for Translational Data Science's HEAL Data Commons.\n", - "\n", - "## Table of Contents\n", - "1) Setup Notebook \n", - "2) Import Datasets \n", - "3) National Opioid Deaths and Opioid Prevalence \n", - "4) Data Cleaning\n", - "5) West Virginia's Opioid Overdoses And Suicides \n", - "6) Conclusions\n", - "\n", - "## 1) Setup Notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "944768e8", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import requests\n", - "import warnings\n", - "warnings.simplefilter(action='ignore', category=FutureWarning)\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.ticker import FuncFormatter\n", - "import matplotlib.patches as mpatches\n", - "from pathlib import Path\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "69ac4a12", - "metadata": {}, - "outputs": [], - "source": [ - "!gen3 drs-pull object dg.H34L/4b26774b-4629-4363-8443-e335d0de40c2\n", - "!gen3 drs-pull object dg.H34L/173bf921-776f-4c86-8ea0-619afdba0f1e\n", - "!gen3 drs-pull object dg.H34L/4f2764bd-8847-4037-ad1b-0c16d15f38d9\n", - "!gen3 drs-pull object dg.H34L/8128a7c0-1791-4380-b7b1-a9af8a104304\n", - "!gen3 drs-pull object dg.H34L/e091ebec-f111-4917-8317-204c6b969011\n", - "!gen3 drs-pull object dg.H34L/b1aa1e7c-7869-475a-841c-e2a94ac79481\n", - "!gen3 drs-pull object dg.H34L/f726fbdb-c7c1-423d-99d7-842da441b509" - ] - }, - { - "cell_type": "markdown", - "id": "b707ad52", - "metadata": {}, - "source": [ - "### Common Code for Graphics" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "4955d9e1", - "metadata": {}, - "outputs": [], - "source": [ - "def thousands(x, pos):\n", - " return \"%1.0fK\" % (x * 1e-3)\n", - "\n", - "def millions(x, pos):\n", - " return \"%1.0fM\" % round((x * 1e-6), 4)\n", - "\n", - "def percents(x, pos):\n", - " return f\"{round(x, 4)}%\"" - ] - }, - { - "cell_type": "markdown", - "id": "24730dec", - "metadata": {}, - "source": [ - "## 2) Import Datasets\n", - "\n", - "### Import DEA ARCOS" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "106f1c14", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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DRUG_NAME
0FENTANYL
1MORPHINE
2MEPERIDINE
3HYDROCODONE
4OXYCODONE
5CODEINE
6HYDROMORPHONE
7METHADONE
8BUPRENORPHINE
9OXYMORPHONE
10OPIUM, POWDERED
11TAPENTADOL
12LEVORPHANOL
13DIHYDROCODEINE
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" - ], - "text/plain": [ - " DRUG_NAME\n", - "0 FENTANYL\n", - "1 MORPHINE\n", - "2 MEPERIDINE\n", - "3 HYDROCODONE\n", - "4 OXYCODONE\n", - "5 CODEINE\n", - "6 HYDROMORPHONE\n", - "7 METHADONE\n", - "8 BUPRENORPHINE\n", - "9 OXYMORPHONE\n", - "10 OPIUM, POWDERED\n", - "11 TAPENTADOL\n", - "12 LEVORPHANOL\n", - "13 DIHYDROCODEINE" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
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KEYBUYER_COUNTYBUYER_STATEyearpopulationcountdosagespills per capita
0AUTAUGA, AL, 2006AUTAUGAAL2006513285470.02277140.00.106570
1BALDWIN, AL, 2006BALDWINAL200616812117381.06353798.00.103384
2BARBOUR, AL, 2006BARBOURAL2006278612920.0827060.00.104806
3BIBB, AL, 2006BIBBAL2006220991899.0754210.00.085931
4BLOUNT, AL, 2006BLOUNTAL2006554852757.01290295.00.049689
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" - ], - "text/plain": [ - " KEY BUYER_COUNTY BUYER_STATE year population count \\\n", - "0 AUTAUGA, AL, 2006 AUTAUGA AL 2006 51328 5470.0 \n", - "1 BALDWIN, AL, 2006 BALDWIN AL 2006 168121 17381.0 \n", - "2 BARBOUR, AL, 2006 BARBOUR AL 2006 27861 2920.0 \n", - "3 BIBB, AL, 2006 BIBB AL 2006 22099 1899.0 \n", - "4 BLOUNT, AL, 2006 BLOUNT AL 2006 55485 2757.0 \n", - "\n", - " dosages pills per capita \n", - "0 2277140.0 0.106570 \n", - "1 6353798.0 0.103384 \n", - "2 827060.0 0.104806 \n", - "3 754210.0 0.085931 \n", - "4 1290295.0 0.049689 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "arcos_drug_list = pd.read_csv(\"./dea_arcos_drug_list.tsv\", sep=\"\\t\")\n", - "arcos_df = pd.read_csv(\"./dea_arcos_county_population.tsv\", sep=\"\\t\")\n", - "arcos_df1 = pd.read_csv(\"./dea_arcos_combined_county_annual.tsv\", sep=\"\\t\")\n", - "arcos_state_pop = pd.read_csv(\"./dea_arcos_state_population.tsv\", sep=\"\\t\")\n", - "\n", - "arcos_drug_list = arcos_drug_list.drop(['Unnamed: 0'], axis = 1)\n", - "\n", - "arcos_df[\"KEY\"] = arcos_df[\"BUYER_COUNTY\"] + ', ' + arcos_df[\"BUYER_STATE\"] + \", \" + arcos_df[\"year\"].astype(str)\n", - "arcos_df = arcos_df[[\"KEY\", \"BUYER_COUNTY\", \"BUYER_STATE\", \"year\", \"population\"]]\n", - "\n", - "arcos_df1[\"KEY\"] = arcos_df1[\"BUYER_COUNTY\"] + ', ' + arcos_df1[\"BUYER_STATE\"]+ \", \" + arcos_df1[\"year\"].astype(str)\n", - "arcos_df1 = arcos_df1[[\"KEY\", \"BUYER_STATE\", \"count\", \"DOSAGE_UNIT\"]]\n", - "arcos_df1 = arcos_df1[arcos_df1[\"KEY\"].notna()]\n", - "\n", - "counts = arcos_df1.set_index(\"KEY\")[\"count\"].to_dict()\n", - "doses = arcos_df1.set_index(\"KEY\")[\"DOSAGE_UNIT\"].to_dict()\n", - "\n", - "arcos_df[\"count\"] = arcos_df[\"KEY\"].map(counts)\n", - "arcos_df[\"dosages\"] = arcos_df[\"KEY\"].map(doses)\n", - "arcos_df[\"pills per capita\"] = arcos_df[\"count\"] / arcos_df[\"population\"]\n", - "\n", - "display(arcos_drug_list)\n", - "display(arcos_df.head(5))" - ] - }, - { - "cell_type": "markdown", - "id": "170449d2", - "metadata": {}, - "source": [ - "Import the DEA ARCOS datasets for county and state populations from 2006 to 2014, and for the total pharmacy and practitioner pill counts by county and year. The county population and pill counts datasets are combined using a common key (county name, state name, year). An additional feature is added, 'pills per capita' which is the number of opioid pills per person in each county. Some counties have an abnormally large ratio of opioid pills per person; however these are from low county population sizes.\n", - "\n", - "DEA ARCOS: https://www.deadiversion.usdoj.gov/arcos/index.html" - ] - }, - { - "cell_type": "markdown", - "id": "e6fe6ebf", - "metadata": {}, - "source": [ - "### Import CDC WONDER" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "4af3981b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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YearStateDeathsPopulationCrude RateCrude Rate Lower 95% Confidence IntervalCrude Rate Upper 95% Confidence IntervalCrude Rate Standard Error% of Total Deaths% of Population
02000Alabama31.04447100.00.70.470.990.130.01%0.000697
12000Alaska22.0626932.03.512.205.310.750.01%0.003509
22000Arizona195.05130632.03.83.274.330.270.05%0.003801
32000California891.033871648.02.632.462.800.090.21%0.002631
42000Colorado115.04301261.02.672.183.160.250.03%0.002674
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" - ], - "text/plain": [ - " Year State Deaths Population Crude Rate \\\n", - "0 2000 Alabama 31.0 4447100.0 0.7 \n", - "1 2000 Alaska 22.0 626932.0 3.51 \n", - "2 2000 Arizona 195.0 5130632.0 3.8 \n", - "3 2000 California 891.0 33871648.0 2.63 \n", - "4 2000 Colorado 115.0 4301261.0 2.67 \n", - "\n", - " Crude Rate Lower 95% Confidence Interval \\\n", - "0 0.47 \n", - "1 2.20 \n", - "2 3.27 \n", - "3 2.46 \n", - "4 2.18 \n", - "\n", - " Crude Rate Upper 95% Confidence Interval Crude Rate Standard Error \\\n", - "0 0.99 0.13 \n", - "1 5.31 0.75 \n", - "2 4.33 0.27 \n", - "3 2.80 0.09 \n", - "4 3.16 0.25 \n", - "\n", - " % of Total Deaths % of Population \n", - "0 0.01% 0.000697 \n", - "1 0.01% 0.003509 \n", - "2 0.05% 0.003801 \n", - "3 0.21% 0.002631 \n", - "4 0.03% 0.002674 " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
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YearStateDeathsPopulationCrude RateCrude Rate Lower 95% Confidence IntervalCrude Rate Upper 95% Confidence IntervalCrude Rate Standard Error% of Total Deaths% of Population
02000Arizona21.05130632.00.410.250.630.090.07%0.000409
12000California81.033871648.00.240.190.300.030.27%0.000239
22000Colorado19.04301261.0Unreliable0.270.690.100.06%0.000442
32000Florida78.015982378.00.490.390.610.060.26%0.000488
42000Georgia14.08186453.0Unreliable0.090.290.050.05%0.000171
\n", - "
" - ], - "text/plain": [ - " Year State Deaths Population Crude Rate \\\n", - "0 2000 Arizona 21.0 5130632.0 0.41 \n", - "1 2000 California 81.0 33871648.0 0.24 \n", - "2 2000 Colorado 19.0 4301261.0 Unreliable \n", - "3 2000 Florida 78.0 15982378.0 0.49 \n", - "4 2000 Georgia 14.0 8186453.0 Unreliable \n", - "\n", - " Crude Rate Lower 95% Confidence Interval \\\n", - "0 0.25 \n", - "1 0.19 \n", - "2 0.27 \n", - "3 0.39 \n", - "4 0.09 \n", - "\n", - " Crude Rate Upper 95% Confidence Interval Crude Rate Standard Error \\\n", - "0 0.63 0.09 \n", - "1 0.30 0.03 \n", - "2 0.69 0.10 \n", - "3 0.61 0.06 \n", - "4 0.29 0.05 \n", - "\n", - " % of Total Deaths % of Population \n", - "0 0.07% 0.000409 \n", - "1 0.27% 0.000239 \n", - "2 0.06% 0.000442 \n", - "3 0.26% 0.000488 \n", - "4 0.05% 0.000171 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "annual_overdoses = pd.read_csv(\"./CDC_WONDER_unintentional_overdoses.tsv\", sep=\"\\t\")\n", - "annual_suicides = pd.read_csv(\"./CDC_WONDER_suicide_overdoses.tsv\", sep=\"\\t\")\n", - "monthly_overdoses = pd.read_csv(\"./monthly_unintentional_overdoses.tsv\", sep=\"\\t\")\n", - "\n", - "annual_overdoses = annual_overdoses.drop([\"Unnamed: 0\", \"Notes\", \"Year Code\", \"State Code\"], axis=1)\n", - "annual_overdoses = annual_overdoses[annual_overdoses[\"Deaths\"].notna()]\n", - "annual_overdoses[\"Year\"] = annual_overdoses[\"Year\"].map(lambda x: str(x)[:-2])\n", - "annual_overdoses['% of Population'] = (annual_overdoses['Deaths']/annual_overdoses['Population'])*100\n", - "\n", - "annual_suicides = annual_suicides.drop(['Unnamed: 0', 'Notes', 'State Code', 'Year Code'], axis = 1)\n", - "annual_suicides = annual_suicides[annual_suicides['Deaths'].notna()]\n", - "annual_suicides[\"Year\"] = annual_suicides[\"Year\"].map(lambda x: str(x)[:-2])\n", - "annual_suicides['% of Population'] = (annual_suicides['Deaths']/annual_suicides['Population'])*100\n", - "\n", - "monthly_overdoses = monthly_overdoses.drop(['Notes', 'State Code', 'Year Code', 'Population', 'Crude Rate'], axis = 1)\n", - "monthly_overdoses = monthly_overdoses[monthly_overdoses['Deaths'].notna()]\n", - "monthly_overdoses[\"Year\"] = monthly_overdoses[\"Year\"].map(lambda x: str(x)[:-2])\n", - "\n", - "display(annual_overdoses.head(5))\n", - "display(annual_suicides.head(5))" - ] - }, - { - "cell_type": "markdown", - "id": "e3b44f2b", - "metadata": {}, - "source": [ - "Import the CDC WONDER datasets for annual, recorded opioid related unintentional overdoses and suicides, and monthly unintentional opioid overdoses. HEAL hosts the entire CDC WONDER dataset as well as these filtered datasets. Below are links to the CDC WONDER codebook explaining the ICD (International Classifications of Diseases) codes used in filtering for opioid related deaths and to the CDC WONDER website.\n", - "\n", - "CDC WONDER: https://wonder.cdc.gov \n", - "ICD Opioid Codebook: https://mnprc.org/wp-content/uploads/2019/01/using-icd-10-codes-to-assess-opioid-related-overdose-deaths.pdf" - ] - }, - { - "cell_type": "markdown", - "id": "255282b8", - "metadata": {}, - "source": [ - "## 3) National Opioid Deaths And Opioid Prevalence" - ] - }, - { - "cell_type": "markdown", - "id": "c6da871f", - "metadata": {}, - "source": [ - "### National Unintentional Opioid Overdoses And Suicides" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1623440a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "national_overdoses = annual_overdoses.groupby(\"Year\")[\"Deaths\"].sum() + annual_suicides.groupby(\"Year\")[\"Deaths\"].sum()\n", - "fig, ax = plt.subplots(figsize=(8, 5), dpi=100)\n", - "ax.vlines(\n", - " x=national_overdoses.index,\n", - " ymin=0,\n", - " ymax=national_overdoses,\n", - " color=\"grey\", \n", - " alpha=1.0,\n", - " linewidth=4,\n", - ")\n", - "\n", - "ax.set_title(f\"Annual National Opioid Overdoses And Suicides\", size=14)\n", - "plt.grid(axis=\"y\", alpha=0.3)\n", - "ax.set_xlabel(\"Year\", size=12)\n", - "ax.set_ylabel(\"Deaths\", size=11)\n", - "formatter = FuncFormatter(thousands)\n", - "ax.yaxis.set_major_formatter(formatter)\n", - "fig.autofmt_xdate(rotation=45)" - ] - }, - { - "cell_type": "markdown", - "id": "c3668ce6", - "metadata": {}, - "source": [ - "We see above that since 2000 the annual number of unintentional opioid overdoses and suicides has increased by more than a factor five and that since 2010 the annual number of deaths has more than doubled.\n", - "\n", - "### National Opioid Prevalence" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "72c8542b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ZDAcRXs6570NFv/vkIuhXQOZ4nOD9nk8wKCb+VtZX60uJHlyNjob3ib7YE039U3Ya7ZwZF8KDyY1VGFe87xCcvvwhiQ9OCeMKDUuwrCzhqUgr94rwfmT8ivDHTBeCAV758evLqew1vBXfv5TEryHVdAGOJEhaGhHMvRqVitZr2eno2xKsS+a3BK3JXyBo4S0B/lDBGNcnSHTbEHTXuFirwvtErzfKfaui+8xiguS4PD+qK/MZr+xxoVHY1zveyPB+ZQW2Fy83vM+IU+Tufoqgz3dDLjDHugVTvpXlUUmPzwRnBBtw7vtQ0e++yqjM/pSWlOxmgDARLBvt/gV3/3KC2+ME/YquM7P+NRhe2bQ+j8UNsBlC4kEVZb+Yh8Yt/yegZ9WHFwgHZvwXcDWJBxkkjMvMJgF3JSh/lOD9aF+BMF4naCF7wsyujXkOA/6dIAl/tgLbi5fsNVxL0Ec61e0AmsfVTTbB9EFRXtazQvXqwVRXSwgGR30lfr2ZJfpyfAPYS3DmYwRBYr23gjFeZWZnW1nD7hC/pmomzX8+vP9ni7mcb/haojxjUNF9pqzP6C/CrktnhYlPbCt1WXewinzGK/OYsoaKH8UOpgt/AP89wentFyuwvXh/IOgW9cPYeop5nkZhK3g6+TbBGYhvWzBf/OdypXAQ6Gw+674wmaCu/97MrogpV4/g+AznHp83EtTrvbH7UrgP/Z8qeh2V2Z/SkroxZIabgU7AnEQzBsT4A8Gv9y8RjGiudu6+yMwWEMS40MzmEvQPHEPwBT427iG/IUjcXzWzqQSXnh1M0ArzFsG8kdXlhwTzhCYapPE8Qb/JX1pwcYsdBKdAbyGYDH1cbGF3P2FmZQnN8wR9BUuB5+NHPMc8Ji9MfqYAuWb2MsEB+VaCke+LCeY3rqzF4e2hsEVvEUHXjHsJ6vZzFxFJMb8kaA2dH+4bBQStLG0JvpRGRhRXZer1YYKY/9vMHiX4IdqAYEqsPgSD/M4KBxz+nuAMBFRgYFrol+FthZn9ieC7YRTBILpVJO8CUi7hQM8/EHx215jZdIIW0vEE9XH3xWz/IlRon3H3mWb2E+CbwObwdRwIy99CkCT/PCz+QVjuv83sVYJZUXa4+/MkVzb117+FieVxggFJvzrPY54nOL6MAVab2Zt8Ns9uC+AbFzjun5e7HzSziQRXNlwVDtjdQPD+dST4cfURwRzLacHdd5vZbQSzFv0C+Dsze5/PLhc8kGDmgzyCvve4+xYz+0eC6T1Xh/vTSYIuTN0IGiteiHmOM2b2S4J5s5ebWdlsRfcQDIBM9D1TUZXZB9OSWnYzQ1nXhGcvUO5lgom0J1qCKyBVozEEg+auIhgE0Z7gAz8jvqAHV625jWC6m3EEyecxgi4M1Zqgh1MN/XuSdbsJDvrvEySfXyW4gMZtBEl7Io8CbxN80X+P4OIVnS4QwysEc5/OJXj9f0dwgPwBcLN//oIS5RaeYr+bYBqwLnx2wYRvEoxWT2nu/iZB4riVoO/5JIIv5YFU0ewclYyrwvUadifoS/BF25ZgloRHCGZx+NdEj+GzFr49BPtVRTwNPEnQEvQVgh+Zcwh+/B6r4LaS+QpBS7YTzExxJ59dsjwSldln3P1/E8wCsSp87N8TXJDhA+DdmHJv89n7+w2Cz+h5u4m5+8cEPwgOEewnPyDYT873GA/j+CZB4vU34WtZA4xx95+e7/Hl4e5vEfzIepbgDNrfEPwgu5KgkeQ7SR9cS7n7SoLP6f8i2BfGELyfjxB0D/g/QJe4qfR+GpZbG5b7G4L+v98AHkjQh/47BMf+LILP340E73miKRgr8xoqvA+mKyv/+AUREUlVFlwu9BWCOa7/Oep4RERShZJdEZFaLuy3/RHBhSQ6++cvHSwikrHUZ1dEpJYys14EXSRuIOi7/lsluiIi51KyKyJSe/UD/o1gINPzXKB/p4hIJlI3BhERERFJW5qNQURERETSlpJdEREREUlb6rObQDiy+QqCq5uIiIiISGrKAfYmmMf4rMiTXTN7imBy/O4EFzT4CPhHd98YU6YLwZVphhJcteUd4G/c/dOYMmUvcoi7L4pZXp/gMpotgJvcfXY5wroC2H0RL0tEREREakY7ggvqJBR5sktw1amnCa4FX4dgZPEsM+vh7ifD66jPIrhazc3hY34AvGFmg929NGZbuwiuPrMoZtlY4ARBslte+QC7du2iSZMmFyorIiIiIjUsLy+P9u3bwwXOxKfcbAxm1orgWuMj3H1ueH3qt4Hm7p4XlmkKHAVuc/f3wmVOcBnNrwOt3f10uHwWQfL7HcrZsmtmTYDjx48fV7IrIiIikoLy8vJo2rQpQNOyHDGRVGjZjdc0vD8S3tcnuJZ6YUyZAqCUoFvDezHLlwHbCa5b/oKZdSC4ZvlfcZ5rd4ddHerHLMoBKC0tpbS0NPGDRERERCQy5c3RUirZNbMs4OfAAndfGy5eBJwE/t3MvgUY8GMgG2iTYDPPAF8EXgAeB2YCBy/w1E8B341fePDgQQoKCir8OkRERESkeuXnl28egZRKdgn67vYkaLEFwN0PmtmDwK8JuiiUAlOA5eHf8V4AfmxmnQmS3a+X43l/BPw05v8cYHerVq3UjUFEREQkBTVo0KBc5VIm2TWzXxFc4324u58zE4K7zwK6mFlLoNjdj5nZfmBr/Hbc/bCZvQn8HmhA0N8353zP7e6FxHSTCGYeg6ysLLKyNBWxiIiISKopb44WeSZngV8RzJpws7tvS1bW3Q+Fie7NwGXAjCRFnwFGAs+5e0lVxywiIiIitUMqtOw+DUwCxgD5ZtY6XH48ZkaFJ4D1BH1vhwC/AH4WOxdvnHeAVkDSkXkiIiIikv5SIdn9Wng/O275E8Cz4d/dCPrVtiCYbeGHwM+SbTC8isahKoxRRERERGqhlJtnNxVonl0RERGR1FbeeXYj77MrIiIiIlJdlOyKiIiISNpSsisiIiIiaSsVBqiJiIiIpKSCggKOHj3K0aNHOXLkCEePHiUrK4tRo0ZRr169qMOTclCyKyIiIhnL3cnLyzsnoT127NjZxPb06dMJH9e0aVOGDh2acJ2kFiW7IiIiktaKioo+1zpbdjt27BglJee//lTjxo1p3rw5zZs3x91Zu3YtS5YsYciQIWRnZ9fQq5DKUrIrIiIitZq7c/LkyaStsydOnDjv47OysmjWrNnZhLZ58+a0aNHi7N+x3RWKi4vZtm0beXl5bNiwgWuvvba6X55cJCW7IiIikvJKSko4duxYwtbZo0ePUlRUdN7HN2jQ4JxkNjahbdKkCVlZ5RuzX6dOHfr168fcuXNZtGiRkt1aQMmuiIiIpITTp08n7W6Ql5fHhS6E1bRp06Stsw0bNqyyOAcMGMD8+fPZvXs3e/bsoW3btlW2bal6SnZFRESkRpSWlp4dDJaodbagoOC8j69bt27S1tlmzZrVWP/ZSy65hJ49e7J69Wpyc3MZN25cjTyvVI6SXRERyVhnzpxh165dQHB6OvaWnZ39uf/NLOKIU9+ZM2fOOxistLT0vI+/5JJLkia0jRs3Tpn3YNCgQaxevZp169YxatQocnJyog5JklCyKyIiGWnHjh1Mnz6d48ePl/sx8QlwoqQ40fJkZcr7+Nhl5e1bWl3cnRMnTiRtnT158uR5H5+VlXXe1tnaMnftFVdcQYcOHdi5cydLlizh5ptvjjokSULJroiIZJSSkhJmz57N/PnzgWBaqUsuuYTi4uJzbiUlJRQXF3/usSUlJRQWFkYROhAkizWVbJ88eTJhQhtfL/EaNmyYNKHNycmJPGGvKoMGDWLnzp0sW7aM4cOHU6eO0qpUpHdFREQyxqFDh5g2bRr79u0DoHfv3txxxx3Ur18/YXl3P5v0lt0nS4oru7w85WIHZpWWlnLmzBnOnDlTI3WWiJl9bjBYbELboEGDyGKrSd27d6dp06YcP36cNWvW0KdPn6hDkgSU7IqISNpzd5YuXcqsWbMoLi6mYcOG3H333fTo0eO8jzOzsy2dUXF3SktLqyzZjl93vscna6Ft2rSpLqZA0Mo+YMAA3nvvPXJzc+ndu3fK9CmWzyjZFRGRtHbixAlmzJjB5s2bAejcuTP33XdfrRlQZGZkZ2eTnZ1da/qzZpK+ffsyZ84cPv30U7Zv306nTp2iDkniKNkVEZG0tXHjRmbMmMGpU6fIzs5m1KhRDBw4UK1vUmUaNmzI9ddfz9KlS8nNzVWym4KU7IqISNo5c+YMs2bNYtmyZQBcfvnljBs3jssuuyziyCQdDRo0iKVLl7Jx40aOHj1K8+bNow5JYqTHcEgREZHQnj17+O1vf3s20R0yZAhf/vKXlehKtWnZsiVdunQBIDc3N+JoJJ5adkVEJC2UlpYyf/585syZQ2lpKTk5OYwdO1anlaVGDB48mC1btrBixQpuuummpDN8SM1TsisiIrXe0aNHmT59+tmroV177bWMHj2ahg0bRhyZZIouXbpw6aWXcvjwYVauXMmgQYOiDklC6sYgIiK1lruzcuVKfvOb37Br1y7q16/P2LFjuf/++5XoSo0ys7MJ7uLFi8+ZG1mipZZdERGplU6fPs2bb77Jxx9/DECHDh0YO3YszZo1izYwyVjXX389H3zwAUeOHGHz5s107do16pAEJbsiIlILbd26lddee438/HyysrIYOXIkN954Y9pchlZqp3r16tGnTx8WLlzIokWLlOymCCW7IiJSaxQXF/P++++zaNEiAC699FLGjRvHFVdcEXFkIoGBAweyaNEitm3bxoEDBzQLSArQT2AREakVPv30U373u9+dTXT79+/PV7/6VSW6klKaNWtG9+7dAc7uqxItJbsiIpLS3J2FCxfyu9/9jgMHDtC4cWMmTpzI6NGjqVu3btThiXzO4MGDAVizZg2nTp2KOBpRNwYREUlZeXl5vPbaa2zbtg2Arl27cu+999K4ceOIIxNJrn379rRp04Z9+/axbNkyhg0bFnVIGS3yll0ze8rMlphZvpkdMLPXzKxbXJnWZva8me03s5NmttzM7o8r4+FtcNzy+mZ2OFw3svpfkYiIVIWPP/6YX//612zbto06deowevRoJkyYoERXUl7sNGRLliyhpKQk4ogyW+TJLjACeBoYDIwC6gKzzCz2aPYc0A24F+gFTAOmmlmfuG3tAp6IWzYWOFENcYuISDUoLCzktdde45VXXqGgoIArrriCr371q/Tv3x8zizo8kXK59tprady4Mfn5+axfvz7qcDJa5Mmuu9/h7s+6+zp3XwU8DnQA+sUUuwH4pbsvdvet7v6vwLG4MgB/BCaYWexM4l8Ml4uISIrbuXMnv/nNb1i1ahVmxrBhw/jiF79Iy5Ytow5NpELq1KlD//79AcjNzY04msyWin12m4b3R2KWfQSMN7O3CJLch4AGwOy4xy4DtgP3Ay+YWQdgOPBXwHeSPaGZ1QdiL2KdA8F11ktLSyv5MkREpLxKSkqYO3cuCxYswN1p1qwZY8aMoUOHDgA6Fkut1LdvX+bPn8/u3bvZtWsXbdu2jTqktFLe40JKJbtmlgX8HFjg7mtjVj0EvAwcBoqBU8BYd/8kwWaeIWjNfYGglXgmcPACT/0U8N34hQcPHqSgoKBiL0JERCrk2LFjfPDBBxw8GByqu3btyo033ki9evU4cOBAxNGJXJwuXbqwadMm5s6dyy233BJ1OGklPz+/XOVSKtkl6LvbExgat/wHQDPgVuAQcB9Bn91h7r4mruwLwI/NrDNBsvv1cjzvj4CfxvyfA+xu1aoVTZo0qeBLEBGR8nB3VqxYwaxZsygqKqJBgwbcddddXHvttVGHJlJlhg8fzqZNm9i6dSujR49WXlGFGjRoUK5yKZPsmtmvgLuB4e6+O2Z5F+CvgZ7uvi5cvMrMhhF0T3gydjvuftjM3gR+T9DV4W3CbgnJuHshUBjznABkZWXp0pMiItXg5MmTzJgxg02bNgHQqVMn7rvvPiUCknbatm3LlVdeyY4dO1i2bJlad6tQeXO0yJNdCzLLXxLMmjDS3bfFFWkU3sd3zCgh+QC7Zwi6L/y7u5do9K6ISOrYtGkTM2bM4OTJk2RnZ3PLLbcwePBgzbQgaWvQoEFnk93hw4frYig1LPJkl6DrwiRgDJBvZq3D5cfd/TSwAfgE+K2ZfZOg3+59BNOU3Z1km+8ArYC8aoxbREQqoKioiFmzZrF06VIALrvsMsaNG8fll18ecWQi1atbt240bdqU48ePs2bNGvr27Rt1SBklFc7Rf41gBobZwL6Y23gAdy8C7iIYZPYGsBp4DPiCu89MtEEPHHL3M9UevYiIXNDevXv57W9/ezbRHTx4MF/5yleU6EpGyMrKYuDAgUAwDZm7RxxRZom8ZdfdL3jeyt03E0wnVqntuPsxQOfHRERqWGlpKQsWLGD27NmUlpaSk5PDfffdR+fOnaMOTaRG9e3bl9mzZ3PgwAG2b99Op06dog4pY0Se7IqISHo6duwY06dPZ+fOnQD06NGDu+++m4YNG17gkSLpp0GDBvTu3ZslS5awaNEiJbs1SMmuiIhUKXdnzZo1zJw5k8LCQurVq8edd97J9ddfr0FoktEGDhzIkiVL2LRpE0eOHKFFixZRh5QRUqHProiIpInTp0/z6quvMn36dAoLC2nfvj1PPvkkvXv3VqIrGa9ly5ZcddVVgC4hXJPUsisiIlVi27ZtvPbaa+Tl5WFmjBw5kqFDh2q+cpEYgwcP5pNPPmHlypXcfPPN1K9fP+qQ0p6SXRERuSjFxcV88MEHLFy4EIAWLVowbtw42rZtG3FkIqmnc+fOtGzZkkOHDrFixQoGDx4cdUhpTz+3RUSk0g4cOMD//M//nE10+/bty1e/+lUluiJJmBmDBg0CYPHixZSWxl8zS6qaWnZFRKTC3J3Fixfz7rvvUlJSQqNGjbj33nvp1q1b1KGJpLzrrruO999/n6NHj7J582Z9bqqZkl0REamQ/Px8Xn/9dbZs2QLA1Vdfzb333ssll1wScWQitUO9evXo27cvH330EYsWLVKyW82U7IqISLmtX7+eN954g9OnT1OnTh1uu+02+vfvr5kWRCpo4MCBLFy4kO3bt/Ppp5/qaoLVSH12RUTkggoLC3n99deZOnUqp0+fpk2bNvzFX/wFAwYMUKIrUglNmzblmmuuATQNWXVTsisiIue1a9cufvvb37Jy5UoAhg4dype+9CVatWoVbWAitVzZQLXVq1dz8uTJiKNJX+rGICIiCZWUlDB37lzmzZuHu9O0aVPGjh3LlVdeGXVoImmhffv2XHHFFezdu5dly5YxfPjwqENKS2rZFRGRzzly5Ah/+MMfmDt3Lu7Oddddx5NPPqlEV6QKxU5DtnTpUkpKSiKOKD2pZVdERM5yd1asWME777xDUVERDRo0YPTo0fTs2TPq0ETS0rXXXsu7775Lfn4+H3/8Mb169Yo6pLSjll0REQHg5MmTvPzyy7zxxhsUFRXRsWNHnnzySSW6ItUoOzub/v37A7Bo0SLcPeKI0o9adkVEhE8++YTXX3+dEydOkJWVxS233MKQIUM004JIDejfvz/z5s1j79697N69m/bt20cdUlpRsisiksGKiop49913WbJkCQCtWrVi3LhxtG7dOuLIRDJH48aN6dWrFytXriQ3N1fJbhVTsisikqH27dvHtGnTOHToEBBMcn/rrbdSt27diCMTyTyDBg1i5cqVfPzxx+Tl5dGkSZOoQ0obSnZFRDJMaWkpCxcu5IMPPqC0tJRLLrmEMWPGcNVVV0UdmkjGat26NVdeeSU7duxg8eLF3HrrrVGHlDaU7IqIZJDjx48zffp0duzYAUD37t255557aNSoUcSRicjgwYPZsWMHy5cvZ8SIETrLUkWU7IqIZIg1a9bw1ltvUVhYSN26dbnzzjvp3bu3BqGJpIiuXbvSrFkzjh07xurVq+nXr1/UIaUFTT0mIpLmSkpKmD59OtOmTaOwsJB27drx5JNP0qdPHyW6IikkKyuLgQMHApCbm6tpyKqIkl0RkTRWWlrKq6++yurVqzEzRowYwRNPPEGLFi2iDk1EEujTpw/16tXj4MGDbNu2Lepw0oKSXRGRNOXuzJgxg/Xr15Odnc2kSZMYOXIkWVk69IukqgYNGnD99dcDwUUm5OLpiCcikobcnbfffptVq1ZhZjzwwAOabUGklhg0aBAAmzdv5vDhwxFHU/sp2RURSUMffPDB2QtF3HfffXTv3j3iiESkvC699FKuvvpqABYvXhxxNLWfkl0RkTQzb9485s+fD8Do0aO57rrrIo5IRCpq8ODBAKxcuZKCgoKIo6ndlOyKiKSRxYsX88EHHwAwatQo+vfvH3FEIlIZnTp1olWrVpw5c4YVK1ZEHU6tFnmya2ZPmdkSM8s3swNm9pqZdYtZ39HMPMntwbgyJWbWNm77bcysOFzfsYZfnohIjVm5ciVvv/02AMOHD+eGG26IOCIRqSwzO9t3d/HixZSWlkYcUe0VebILjACeBgYDo4C6wCwzaxyu3wW0ibt9FzgBvB23rT3AY3HLvhAuFxFJWx9//DEzZswAgsEtI0eOjDYgEblo1113HQ0bNuTYsWNs2rQp6nBqrciTXXe/w92fdfd17r4KeBzoAPQL15e4+/7YGzAWmOruJ+I290fgibhlT4TLRUTS0ubNm3n11Vdxd/r06cPtt9+ui0WIpIG6devSt29fILjIhFROKl4uuGl4fyTRSjPrB/QG/irB6hnAk2Y21N3nm9lQoDnwBvCdZE9oZvWB+jGLciCYjF2nDUQkle3YsYOpU6dSWlrKtddey1133YW768pLImmiX79+fPTRR2zfvp29e/fSunXrqENKGeXN0VIq2TWzLODnwAJ3X5uk2JeA9e7+UYJ1RcALwBeB+eH9C+Hy83mKoGvEOQ4ePKgRkCKSsg4cOMCbb75JcXExV155JUOGDOHQoUNRhyUiVaxz585s2bKFuXPnqotSjPz8/HKVS6lkl6Dvbk9gaKKVZtYQmAT84DzbeAb4yMy+BTwIDOHCr/NHwE9j/s8Bdrdq1YomTZqUM3QRkZrz6aef8vbbb1NUVETHjh2ZOHEideqk2iFdRKrC8OHD2bJlC5988gmjR4+mcePGF35QBmjQoEG5yqXMkdHMfgXcDQx3991Jij0ANAKeS7Ydd19jZhuAKQQtwGvNrPf5ntvdC4HCmFgAyMrK0mU1RSTlHD58mBdffJGCggLatWvHxIkTqVevXtRhiUg1ad++PW3btmXPnj0sX76cESNGRB1SSihvjhZ5JmeBXxEMOrvZ3bedp/iXgBnufvACm30GGBnei4ikjePHj/Pcc89x8uRJWrduzaRJk5ToiqS52GnIli5dSklJScQR1S6RJ7sEXRceIeiekG9mrcNbw9hCZnYVMBz4n3Js83dAq3KWFRGpFU6cOMFzzz1HXl4el156KY888ggNGza88ANFpNbr0aMHl1xyCSdOnGDdunVRh1OrpEKy+zWCGRhmA/tibuPjyn0R2A3MutAG3b3Y3Q+5e3HVhioiEo1Tp07x/PPPc+TIEZo1a8Zjjz2mfnsiGSQ7O5sBAwYAwTRkmnGl/CJPdt3dktyejSv3LXfv4O6fm2fC3beHj1mZ5DlWhuu3V8uLEBGpRoWFhbz44oscOHCASy65hEcffVSDZ0UyUL9+/cjOzmbv3r3s3p1seJPEizzZFRGR5IqKipgyZQp79+6lYcOGPPbYY7Ro0SLqsEQkAo0bN+a6664DYNGiRRFHU3so2RURSVElJSVMnTqVHTt2UL9+fR599FFatWoVdVgiEqGygWrr16/n+PHjEUdTOyjZFRFJQaWlpbz66qt88skn1K1bl0mTJtGmTZuowxKRiF1++eV07NgRd2fx4sVRh1MrKNkVEUkx7s6MGTNYv3492dnZjB8/ng4dOkQdloikiMGDBwOwfPlyzpw5E3E0qU/JrohICnF33n77bVatWoWZ8cADD9ClS5eowxKRFHL11VfTvHlzCgoKWL16ddThpDwluyIiKeT9999nyZIlANx3331079494ohEJNVkZWUxcOBAQNOQlYeSXRGRFDFv3jwWLFgAwN1333121LWISLw+ffpQr149Dh06xNatW6MOJ6Up2RURSQG5ubl88MEHAIwaNYp+/fpFHJGIpLL69evTu3dvQNOQXYiSXRGRiK1cuZJ33nkHgOHDh3PDDTdEHJGI1AZl05B98sknHDp0KOJoUpeSXRGRCK1bt44ZM2YAwQjrkSNHRhuQiNQaLVq0oGvXrgCahuw8lOyKiERk8+bNTJs2DXenT58+3HbbbZhZ1GGJSC1S1rq7cuVKCgoKIo4mNSnZFRGJwPbt25k6dSqlpaX07NmTu+++W4muiFRYp06duOyyyygqKmL58uVRh5OSlOyKiNSw3bt3M2XKFIqLi+natSv33XcfWVk6HItIxZnZ2dbdxYsXU1paGnFEqUdHVxGRGvTpp5/y4osvcubMGTp16sSDDz5IdnZ21GGJSC3Wq1cvGjZsyPHjx9m4cWPU4aQcJbsiIjXk8OHDPP/88xQUFNCuXTsmTJhAnTp1og5LRGq5unXrnp2uMDc3N+JoUo+SXRGRGnDs2DGee+45Tp48SevWrXn44YepV69e1GGJSJoYMGAAWVlZ7Nixg3379kUdTkpRsisiUs3y8/N5/vnnycvLo2XLljzyyCM0aNAg6rBEJI00adKEHj16AGrdjadkV0SkGp06dYoXXniBI0eO0KxZMx599FEaN24cdVgikobKBqqtXbuWEydORBxN6lCyKyJSTQoLC3nxxRc5cOAAOTk5PPbYYzRp0iTqsEQkTbVr1462bdtSUlLC0qVLow4nZSjZFRGpBkVFRUyePJm9e/fSqFEjHn30UZo3bx51WCKS5gYPHgzA0qVLKS4ujjia1KBkV0SkihUXF/Pyyy+zc+dO6tevzyOPPEKrVq2iDktEMsA111xDTk4OJ0+eZN26dVGHkxKU7IqIVKHS0lKmTZvGli1bqFu3LpMmTaJNmzZRhyUiGSI7O5sBAwYAwUA1d484ougp2RURqSLuzowZM1i/fj3Z2dlMmDCBDh06RB2WiGSYfv36UadOHfbt28euXbuiDidySnZFRKqAuzNz5kxWrVqFmfHAAw/QuXPnqMMSkQzUqFEjevXqBcCiRYsijiZ6SnZFRKrA+++/f3b089ixY+nevXvEEYlIJisbqLZhwwaOHTsWbTARU7IrInKR5s2bx4IFCwC4++67z7aoiIhE5bLLLqNTp064O0uWLIk6nEgp2RURuQi5ubl88MEHANx2221nr08vIhK1sotMLF++nDNnzkQcTXSU7IqIVNKKFSt45513ABgxYgRDhgyJOCIRkc907dqV5s2bU1BQwKpVq6IOJzKRJ7tm9pSZLTGzfDM7YGavmVm3BOWGmNkHZnbSzPLMbK6ZNYxZ7+FtcNzj6pvZ4XDdyOp/RSKSCdatW8cbb7wBBH3jRowYEXFEIiLnMrOzrbuZPA1Z5MkuMAJ4GhgMjALqArPM7OzF481sCPAOMAsYCAwAfgWUxm1rF/BE3LKxgC4QLSJVZvPmzUybNg13p2/fvtx2222YWdRhiYh8Tu/evalfvz6HDx9my5YtUYcTiciTXXe/w92fdfd17r4KeBzoAMR2fPsZ8J/u/uOw3EZ3n+ruhXGb+yMwIbbFF/hiuFxE5KJt376dqVOnUlpaSq9evRg9erQSXRFJWfXr16d3795A0LqbiepEHUACTcP7IwBmdhkwCHjRzD4CugAbgG+7+/y4xy4DtgP3Ay+YWQdgOPBXwHeSPaGZ1QfqxyzKgeBKSKWl8Y3HIpKp9uzZw5QpUyguLqZr167cc889ADpOiEhKGzBgALm5uXzyySccOHCAli1bRh1SlSjvsTelkl0zywJ+Dixw97Xh4rJZ2b8HfBNYCTwGvG9mPd19c9xmniFozX2BoJV4JnDwAk/9FPDd+IUHDx6koKCgoi9DRNLQ4cOHeeONNzhz5gxt27Zl2LBhHD58OOqwRETKpWPHjmzfvp05c+YwbNiwqMOpEvn5+eUql1LJLkHf3Z7A0JhlZV0tfuvufwj/XmFmtxAktU/FbeMF4Mdm1pkg2f16OZ73R8BPY/7PAXa3atWKJk2aVOwViEjaOXz4MG+//TaFhYW0a9eOhx9+mHr16kUdlohIuQ0bNozt27ezefNm7rrrLho2bHjhB6W4Bg0alKtcyiS7ZvYr4G5guLvvjlm1L7z/OO4h6wn69p7D3Q+b2ZvA74EGwNuE3RKSCfv+nu3/W9b/Lisri6ysyLs1i0iEjh07xgsvvMDJkydp3bo1Dz/8cLkPsCIiqaJTp05cfvnlfPrpp6xcuZIbb7wx6pAuWnlztMgzOQv8imDWhJvdfVtcke3AXiB+OrKuwI4km30GGAk85+4lVRetiGSS/Px8nnvuOfLy8mjZsiWPPPKIEl0RqZVipyFbsmRJRo01iDzZJei68AgwCcg3s9bhrSGAB5PC/T/g62b2gJldZWY/ALoTtN4m8g7QCvjn6g9fRNLRqVOneP755zl69CjNmjXj0UcfpXHjxhd+oIhIiurVqxeNGjXi+PHjbNiwIepwakwqJLtfI5iBYTZBl4Wy2/iyAu7+c4J+tT8DVgG3AKPcPeGEcR445O6Ze208Eam0wsJCXnzxRQ4ePEhOTg6PPfaY+u+LSK1Xp06ds5c0z6RpyCLvs+vu5Zqg0t1/DPy4Mttx92OAJsIUkQsqKipi8uTJ7N27l0aNGvHoo4/SvHnzqMMSEakSAwYMYMGCBezcuZO9e/dyxRVXRB1StUuFll0RkZRQXFzMyy+/zM6dO6lfvz6PPPIIrVq1ijosEZEqk5OTw7XXXgtkTuuukl0REYLJyadNm8aWLVuoW7cuDz/8MG3atIk6LBGRKlc2UG3t2rWcOHEi4miqn5JdEcl47s7rr7/O+vXryc7OZsKECbRv3z7qsEREqkXbtm1p164dpaWlLFmyJOpwqp2SXRHJaO7OzJkzWb16NWbGgw8+SOfOnS/8QBGRWmzw4MEALFu2jOLi4oijqV5KdkUkY7k77733HkuXLgVg7NixdOsWP6W3iEj66d69O02aNOHkyZOsXbs26nCqlZJdEclY8+bN46OPPgLg7rvvplevXhFHJCJSM7KzsxkwYAAQDFQLLmuQnpTsikhGys3N5cMPPwTgtttuOzv3pIhIpujbty916tRh//797Ny5M+pwqk2Fk10ze8zMLk2yroWZPXbxYYmIVJ8VK1bwzjvvADBixAiGDBkScUQiIjWvUaNGXHfddUB6T0NWmZbdPwBdkqzrFK4XEUlJ69at44033gBgyJAhjBgxIuKIRESiUzZQbcOGDRw7dizaYKpJZZLd812JrDmQX8lYRESq1aZNm5g2bRruTt++fRk1ahRmuriiiGSuVq1a0blzZ9ydxYsXRx1OtSjX5YLN7E7gzphF3zCzT+OKNQBuBlZWTWgiIlVn27ZtTJ06ldLSUnr16sXo0aOV6IqIEFxkYuvWrSxfvpyRI0dSr169qEOqUuVKdoGuwD3h3w4MAwrjypwB1gLfqprQRESqxu7du5kyZQolJSV069aNMWPGkJWl8bkiIgBXX301LVq04MiRI6xcuZKBAwdGHVKVKtfR3t1/4e6d3L0TsBO4s+z/mFs3d7/P3T+u3pBFRMpv//79vPjiixQVFdG5c2ceeOABsrOzow5LRCRlmNnZSwgvXrw47aYhq3DTRpjYrqqOYEREqtKhQ4d44YUXKCgooH379owfP546dcp7QktEJHNcf/311K9fn8OHD/PJJ59EHU6VqtRR38yaE/ThbUfQVzeWu/sPLjYwEZGLcezYMZ5//nlOnjxJ69atmTRpUtr1QxMRqSr169enT58+LFq0iNzcXK6++uqoQ6oyFU52zew24E/AJcBpgr66sRxQsisikcnPz+e5554jLy+Pli1b8sgjj9CgQfzvchERiTVw4EByc3PZsmULBw8epFWrVlGHVCUqM0LjP4AlQCd3b+zuzeNuLao4RhGRcjt16hTPP/88R48epVmzZjz66KM0btw46rBERFJe8+bN6datG5BeF5moTLLbGfixu++o6mBERC7G6dOneeGFFzh48CA5OTk89thjNGnSJOqwRERqjbKBaqtWreL06dMRR1M1KpPsLgfaV3UgIiKVdebMGebNm8d//ud/sm/fPho1asRjjz1G8+bNow5NRKRWufLKK7n88sspLi5m2bJlUYdTJSqT7H4N+LqZ3W5mGtYsIpEpKirio48+4he/+AUffPABBQUFtGzZkkcffZSWLVtGHZ6ISK1jZmcvIbxkyRJKS0sjjujiVSZZXQjUBWYCpWYW38bt7t70oiMTEUmiuLiYpUuXMn/+fE6ePAlAixYtGDFiBD179tQFI0RELkLPnj159913ycvLY/369Vx77bVRh3RRKpPs/gfBjAsiIjWqpKSE5cuXM2/ePPLz8wFo1qwZI0aM4LrrrlOSKyJSBerUqUP//v2ZO3cuubm5mZfsuvv3qiEOEZGkSkpKWLVqFXPnzuX48eMANGnShOHDh9O7d29dEU1EpIoNGDCA+fPns2vXLvbs2UPbtm2jDqnS1OdWRFJWaWkpa9asYc6cORw9ehSASy65hGHDhtG3b19dDU1EpJpccskl9OzZk9WrV5Obm8u4ceOiDqnSKnNRiQ8uVMbdb65cOCIi4O6sW7eO2bNnc/jwYQAaN27MjTfeSP/+/albt27EEYqIpL9BgwaxevVq1q1bx6hRo8jJyYk6pEqpTLNIHp/vs9sc6AscA5ZeZEwikqHcnfXr1zN79mwOHjwIQMOGDbnhhhsYOHCgLvcrIlKDrrjiCtq3b8+uXbtYunQpN910U9QhVUpl+uzel2i5mbUEZgAvXWRMIpJh3J1NmzYxe/Zs9u/fDwTXaR8yZAiDBw+mfv36EUcoIpKZBg0adDbZHTZsWK3sPlZlEbv7ITP7v8D/BaZW1XZFJH25O1u2bGH27Nns2bMHgHr16jF48GCGDBlCgwYNIo5QRCSzXXPNNTRp0oS8vDzWrFlDnz59og6pwqo6Pc8GWlfxNkUkDW3bto0PP/yQXbt2AVC3bl0GDhzIDTfcQKNGjSKOTkREALKyshg4cCDvvfceubm59O7dGzOLOqwKqcwAtb4JFtcDrgG+Cyyu4PaeAsYB3YHTwEfAP7r7xpgys4ERcQ/9rbs/Ga7vCGwDSoEO7r4n5rFtgF0EiXgnd99ekfhEpGrt3LmTDz/8kO3btwOfzec4dOhQGjduHG1wIiLyOX379mXOnDl8+umn7Nixg44dO0YdUoVUpmV3KZ8foFaW4ucCX6ng9kYATwNLwnj+DZhlZj3c/WRMud8B/xzz/6kE29oDPAb8KGbZF8LlHSoYl4hUod27dzN79my2bNkCQHZ2Nn379mXYsGG1doSviEgmaNiwIddddx3Lli0jNzc3I5LdREPxCoDdsS2q5eXud8T+b2aPAweAfsDcmFWn3H3/BTb3R+AJzk12nwiXf6eisYnIxdu3bx8ffvghmzdvBoJTYn369GHYsGE0baori4uI1AaDBg1i2bJlbNiwgaNHj9K8efOoQyq3yszGMKc6AolR9u13JG75w2b2CLAfeAP4gbvHt+7OAJ40s6HuPt/MhhJMi/YG50l2zaw+EDvcOweCCe1LS0sr/0pEMtinn37KnDlz2Lgx6JFkZlx33XUMGzbs7EFSny8Rkdrh0ksvpUuXLmzZsoXc3Fxuu+22qEMq93dIpQaoWdAz+S5gKNCCIDGdB7zt7vFdHCqy3Szg58ACd18bs2oysAPYC1wH/DvQjaCvb6wi4AXgi8D88P6FcPn5PEXQ3/gcBw8epKCgoMKvQySTHT16lKVLl7J169azy66++mr69etH06ZNKSoq4sCBAxFGKCIildG1a1e2bNnCihUr6NGjR+Rzn+fn55ernFU0NzWz5sBMYBDBRSQ+BS4HmgGLgLvc/ViFNvrZtn8N3AkMdffd5yl3M/A+cJW7b4kZoNYHKCEY5HY1sBkYQpDUryDJALUkLbu7jx49SpMmTSrzUkQyzpEjR5g7dy5r166l7LjSo0cPhg8fTqtWrSKOTkRELpa78+tf/5rDhw9z++23M3DgwEjjycvLKztT2NTd85KVq0zL7k+ALsDt7v5u2UIzG0XQivoT4MsV3aiZ/Qq4Gxh+vkQ3lBveXwVsiV3h7mvMbAMwBVjv7mvNrPf5NubuhUBhTCxA0LcwKyurIi9DJOMcO3aMOXPmsGrVqrNJbvfu3Rk5ciSXX355xNGJiEhVGjRoEDNnzmTJkiUMGjQo0mnIypujVSbZvRf4h9hEF8Dd3w2nEft3KpDshl0ifgmMBUa6+7ZyPKx3eL8vyfpngP8CvlbeOESkYo4fP868efNYsWLF2X5TV199NSNHjuSKK66IODoREakO119/Pe+//z5Hjhxh8+bNdO3aNeqQLqgyyW5jgq4LiewP11fE08AkYAyQb2ZlF6U47u6nzaxLuH4mcJigz+7PgLnuvjrJNn8HvELQzUJEqlB+fj7z589n2bJllJSUANC5c2duuukm2rVrF3F0IiJSnerVq0ffvn1ZuHAhubm5aZvsrgD+2sz+7O4lZQvDwWV/Ayyv4PbKWl9nxy1/AngWOAPcCvwvgkR6F/Aq8K/JNujuxcChCsYhIudx8uRJ5s+fz9KlSykuLgbgyiuv5KabbuLKK6+MODoREakpAwcOZNGiRWzdupUDBw5w2WWXRR3SeVUm2X0KmAV8YmavE7TyXgbcR3Cp4ArNReHu5+3s4e67+PzV0+LLbOezC1skWr/yfOtFJLlTp07x0UcfsXjxYoqKgolN2rdvz0033UTHjh1r3WUjRUTk4jRr1ozu3buzfv16cnNzueeee6IO6bwqM8/uXDO7Efg2QfeC5gRTj80HfujuFW3ZFZEUVFBQwMKFC1m0aBFnzpwB4IorruCmm26iS5cuSnJFRDLYoEGDWL9+PatXr+aWW26hUaNGUYeUVKXm2XX3ZXx+jlsRSQOFhYXk5uaycOHCs/NMX3755dx000107dpVSa6IiNChQwdat27N/v37Wb58OUOHDo06pKTKleyG/XFHA1vdfV2SMj2BTsCbF3NhCRGJxpkzZ1iyZAkLFizg9OnTALRq1YqRI0dyzTXXKMkVEZGzzIzBgwfz2muvsXjxYoYMGUJ2dnbUYSVU3pbdx4GfAj3PU+YY8DzwdeC5i4pKRGpMUVERS5cuZcGCBZw8eRIILgs5YsQIrr32Ws01LSIiCV177bW8++675Ofns379enr2PF+aGJ3yJruPAb8538Ue3H23mf0XwSwKSnZFUlxxcTHLly9n/vz5Zy+52Lx5c0aMGEGvXr2U5IqIyHnVqVOH/v37M2fOHHJzc2t9stsH+LdylJsN/GWloxGRaldSUsLKlSuZO3cueXnB1RWbNm3K8OHDuf7661P2NJSIiKSe/v37M3/+fHbv3s2ePXto27Zt1CF9TnmT3XrEXE73PAqB+pUPR0SqS2lpKatXr2bOnDkcO3YMgJycHIYNG0afPn2oU6dS41VFRCSDXXLJJfTs2ZNVq1aRm5vLuHGpN39Beb/ddgJ9gTkXKNeP4KIPIpIiSktLWbduHXPmzOHw4cMANG7cmKFDh9K/f38luSIiclEGDRrEqlWrWLduHbfeeitNmjSJOqRzlPdb7k3gG2Y2xd33JyoQXub374EpVRWciFSeu/Pxxx8zZ84cDh48CEDDhg258cYbGTBgAPXq1Ys4QhERSQdt2rShQ4cO7Ny5k6VLl3LzzTdHHdI5ypvs/gh4CFhmZj8E/kzQ2utAB+B24FtAKfDv1RCniJSTu7Nx40Zmz57Np59+CkCDBg0YMmQIgwYNon599TQSEZGqNWjQIHbu3MmKFSsYOXJkSg1yLley6+6HzOwm4EXgVwRJbiwDFgMPu/uhqg1RRMrD3fnkk0+YPXs2e/fuBaB+/foMHjyYwYMH06BBg4gjFBGRdNW9e3duueUWrr/++pRKdAGsotd/MLNhwHCgbLjdHmC2uy+o4tgiY2ZNgOPHjx9PuX4nIvHcnW3btvHhhx+ye3cwO2DdunUZNGgQN9xwAw0bNow4QhERkaqXl5dH06ZNAZq6e16ychUemeLu84B5FxGbiFSRHTt28OGHH7Jjxw4gmPNwwIAB3HjjjTRu3Dji6ERERKKnYdgitdCePXv44IMP2Lp1KwDZ2dn069ePoUOHkpOTE3F0IiIiqUPJrkgts2zZMt566y3cnaysLPr06cPw4cPV5UZERCQBJbsitURpaSnvvfceCxcuBKBHjx6MGjWKZs2aRRuYiIhIClOyK1ILnDlzhmnTprFx40YAbrrpJoYNG4aZRRyZiIhIalOyK5Li8vLymDJlCvv37yc7O5v77ruPnj17Rh2WiIhIrVCuZNfM+lZko+6+vHLhiEisffv2MWXKFPLz82nUqBETJkygffv2UYclIiJSa5S3ZXcpn7+QRCIWlsuudEQiAsDGjRt59dVXKSoqolWrVkycOJHmzZtHHZaIiEitUt5k96ZqjUJEznJ3Fi1axKxZswDo0qULDzzwgK6AJiIiUgnlvVzwnOoORESgpKSEmTNnsnx50BOoX79+3HXXXSl36UUREZHaQgPURFJEQUEBr7zyytkLRdx+++0MGjRIMy6IiIhchPIOUMunfH12AXB3zW4vUgFHjx5l8uTJHDp0iLp163L//ffTrVu3qMMSERGp9crbsvsfVCDZFZHy27VrFy+99BKnTp0iJyeHSZMm0bp166jDEhERSQvl7bP7vWqOQyQjrVmzhtdff52SkhLatGnDxIkTycnJiTosERGRtKE+uyIRcHfmzJnDnDnB2M/u3bszduxY6tWrF3FkIiIi6aW8fXZnAN9w983h3+fj7j7m4kMTSU/FxcXMmDGDNWvWAHDDDTdw6623aiCaiIhINSjvfEY5fHahiCbh/8luFRqcZmZPmdkSM8s3swNm9pqZJRyZY4G3zczN7L6Y5R3DZSVm1jbuMW3MrDhc37EisYlUtZMnT/Lcc8+xZs0asrKyuOeeexg1apQSXRERkWpS3j67N8X8PbKKYxgBPA0sCeP5N2CWmfVw95NxZf8X5x8otwd4DPhRzLIvhMs7VFXAIpVx8OBBpkyZwtGjR6lfvz4PPfQQnTt3jjosERGRtFbuPrtm1gN4EuhEkDz+yd3fu9gA3P2OuOd5HDgA9APmxizvDXwD6A/sS7K5PwJPcG6y+0S4/DsXG6tIZW3dupWpU6dSWFhI8+bNmTRpEi1btow6LBERkbRX3j67Q4H3w/IHgTuAr5jZX7n7b6o4pqbh/ZGY528ETAb+yt33n+eU7wzgSTMb6u7zw7ibA29wnmTXzOoD9WMW5QCUlpZSWlpa6RciArB8+XJmzpyJu9O+fXseeughGjVqpH1LRETkIpT3e7S8LbvfB9YD97j7LjNrAvwB+FegypJdM8sCfg4scPe1Mat+Bnzk7q9fYBNFwAvAF4H54f0L4fLzeQr4bvzCgwcPUlBQUL7gReKUlpaSm5vL6tWrAbjqqqsYOXIkJ06c4MSJExFHJyIiUrvl5+eXq1x5k91ewJPuvgvA3fPM7BvAVjNrX7a8CjwN9ASGli0ws3uBm4E+5dzGM8BHZvYt4EFgCBd+nT8Cfhrzfw6wu1WrVjRpoovBScWdOXOG6dOns2nTJgBGjBjBsGHDNBBNRESkijRo0KBc5cqb7LYEdsct2xWz7qKTXTP7FXA3MNzdY5/rZqALcCwuUXjVzObFD5hz9zVmtgGYAqx397Vhf9+k3L0QKIyJBYCsrCyysso7YYVIIC8vj5deeol9+/aRnZ3NmDFj6NWrV9RhiYiIpJXy5mgVuahEtVwu2ILM8pfAWGCku2+LK/Jj4H/ilq0B/o6gL24izwD/BXytCkMVuaB9+/YxZcoU8vPzadSoERMmTKB9+/ZRhyUiIpKxKpLsfmhmiXoCz4tb7u7eNEG5ZJ4GJgFjgHwzax0uP+7up919P7A/9gFhy+vOBIlxmd8BrwDHKhCHyEXZuHEjr776KkVFRbRq1YqJEyfSvHnzqMMSERHJaBUZoFZdylpfZ8ctfwJ4tjIbdPdi4FDlQxIpP3dn0aJFzJo1C4DOnTvz4IMPlrsvkYiIiFSf8l5UotqSXXev8Iid+Me4+3Yg6XbcfeX51otUVklJCW+//TbLli0DoF+/ftx5551kZ2df4JEiIiJSEyrSjUFEYhQUFPDKK6+wdetWAG677TYGDx6sGRdERERSiJJdkUo4evQokydP5tChQ9StW5f777+fbt26RR2WiIiIxFGyK1JBu3bt4qWXXuLUqVPk5OQwceJE2rRpE3VYIiIikoCSXZEKWLNmDa+//jolJSW0bt2aiRMn6sIjIiIiKUzJrkg5uDtz585l9uzZAHTr1o1x48ZRr169aAMTERGR81KyK3IBxcXFvPHGG6xevRqAIUOGcOutt+rqeiIiIrWAkl2R8zh58iQvv/wyu3btwswYPXo0/fr1izosERERKScluyJJHDp0iMmTJ3P06FHq16/PQw89ROfOnaMOS0RERCpAya5IAlu3bmXq1KkUFhbSrFkzJk2aRKtWraIOS0RERCpIya5InGXLljFz5kxKS0tp374948ePp3HjxlGHJSIiIpWgZFck5O689957fPTRRwD06tWLe++9lzp19DERERGprfQtLgKcOXOG6dOns2HDBgBGjhzJ8OHDdelfERGRWk7JrmS8/Px8pkyZwr59+8jOzmbMmDH06tUr6rBERESkCijZlYy2f/9+Jk+eTH5+Po0aNWL8+PF06NAh6rBERESkiijZlYy1ceNGXn31VYqKimjZsiWTJk2iefPmUYclIiIiVUjJrmQcd2fRokXMmjULgM6dO/Pggw/SoEGDiCMTERGRqqZkVzJKSUkJb7/9NsuWLQOgb9++3HXXXWRnZ0ccmYiIiFQHJbuSMQoKCvjTn/7Eli1bALjtttsYPHiwZlwQERFJY0p2JSMcPXqUKVOmcPDgQerWrcu4cePo3r171GGJiIhINVOyK2lv165dvPTSS5w6dYqcnBwmTpxImzZtog5LREREaoCSXUlra9eu5bXXXqOkpITWrVszceJEmjRpEnVYIiIiUkOU7Epacnfmzp3L7NmzAejWrRvjxo2jXr160QYmIiIiNUrJrqSd4uJi3njjDVavXg3AkCFDuPXWW8nKyoo4MhEREalpSnYlrZw6dYqXX36ZnTt3YmaMHj2afv36RR2WiIiIRETJrqSNQ4cOMXnyZI4ePUr9+vV58MEH6dKlS9RhiYiISISU7Epa2Lp1K6+88goFBQU0a9aMSZMm0apVq6jDEhERkYgp2ZVab/ny5bz11luUlpbSrl07JkyYQOPGjaMOS0RERFKAkl2ptdyd9957j48++giAnj17MmbMGOrU0W4tIiIigciHp5vZU2a2xMzyzeyAmb1mZt3iyvzWzLaY2WkzO2hmr5tZ95j1Hc3MzazEzNrGPbaNmRWH6zvW0MuSanbmzBmmTp16NtEdMWIE48aNU6IrIiIi54g82QVGAE8Dg4FRQF1glpnFnodeBjwBXAPcDlhYJjtuW3uAx+KWfSFcLmkiPz+fZ599lg0bNpCdnc3YsWMZOXIkZhZ1aCIiIpJizN2jjuEcZtYKOACMcPe5ScpcB6wCrnL3LWGL7TbgX4Hx7t41puxG4GXgO0And99ejhiaAMePHz+uq22lmP379zN58mTy8/Np1KgR48ePp0OHDlGHJSIiIjUsLy+Ppk2bAjR197xk5VLxnG/T8P5IopVhi+8TBMntrrjVM4AnzWyou883s6FAc+ANgmQ3ITOrD9SPWZQDUFpaSmlpaaVehFS9TZs2MW3aNIqKirj00kuZOHEizZs313skIiKSgcr7/Z9Sya6ZZQE/Bxa4+9q4dX8J/F+gMbARGOXuZ+I2UQS8AHwRmB/evxAuP5+ngO/GLzx48CAFBQUVfyFSpdydNWvWsHDhQgDatm3LqFGjKCoq4sCBAxFHJyIiIlHIz88vV7mU6sZgZr8G7gSGuvvuuHVNgcuANsA3gbbAje5eENONoQ9QAnwEXA1sBoYQJPUrSNKNIUnL7u6jR4+qG0PESktLeeedd1i2bBkAffr04c477yQ7O767toiIiGSSvLw8mjdvDrWlG4OZ/Qq4Gxgen+gCuPtx4Diw2cwWAUeBscCUuHJrzGxDuHy9u681s97ne253LwQKY2IBICsri6ysVBjDl5kKCwt55ZVX2LJlCwCjRo1iyJAhGogmIiIi5c7RIk92LchcfkmQuI50923leVh4q59k/TPAfwFfq5IgpcaVlJQwdepUtm7dSt26dRk3bhzdu3e/8ANFREREYkSe7BJMOzYJGAPkm1nrcPlxdz9tZp2B8cAs4CDQDvgn4DQwM8k2fwe8Ahyrxrilmrg7b7311tlE9wtf+AJt27a98ANFRERE4qTCOfqvEczAMBvYF3MbH64vAIYRJLafEEwjlg/c4O4JRye5e7G7H3L34uoNXarDggULWLFiBWbGAw88oERXREREKi3yll13P28HTHffC9x1gTLbCbo1JFu/8nzrJXWsW7eO999/H4A77riDrl27XuARIiIiIsmlQsuuCAC7du1i+vTpAAwaNIiBAwdGHJGIiIjUdkp2JSUcOXKEl156iZKSErp168Ztt90WdUgiIiKSBpTsSuROnz7N5MmTOXXqFG3atGHcuHGa8k1ERESqhDIKiVRxcTEvv/wyhw8fpkmTJkycOJF69epFHZaIiIikCSW7Ehl354033mDHjh3Uq1ePSZMmkZOTE3VYIiIikkaU7Epk5syZw+rVqzEzHnroIS6//PKoQxIREZE0o2RXIrF69WrmzJkDwOjRo+nSpUvEEYmIiEg6UrIrNW779u28/vrrANx4443069cv4ohEREQkXSnZlRp16NAhXn75ZUpLS+nRowe33HJL1CGJiIhIGlOyKzXm5MmTTJ48mYKCAtq1a8d9992HmS5sJyIiItVHya7UiLIpxo4ePUqzZs2YMGECdevWjTosERERSXNKdqXauTuvvfYau3btokGDBkyaNInGjRtHHZaIiIhkACW7Uu0++OAD1q1bR1ZWFuPHj6dVq1ZRhyQiIiIZQsmuVKvly5czf/58AO655x46duwYbUAiIiKSUZTsSrXZunUrb731FgDDhw+nd+/e0QYkIiIiGUfJrlSLAwcOMHXqVEpLS+nVqxcjR46MOiQRERHJQEp2pcqdOHGCyZMnU1hYSIcOHbj33ns1xZiIiIhEQsmuVKmioiKmTJnC8ePHadGiBePHj6dOnTpRhyUiIiIZSsmuVJnS0lKmTZvG3r17adiwIQ8//DCNGjWKOiwRERHJYEp2pcq89957bNiwgezsbCZMmECLFi2iDklEREQynJJdqRJLlixh4cKFAIwZM4YOHTpEHJGIiIiIkl2pAps3b+btt98G4KabbqJXr14RRyQiIiISULIrF2X//v386U9/wt3p3bs3w4YNizokERERkbOU7Eql5eXlMXnyZM6cOUOnTp24++67NcWYiIiIpBQlu1IpZ86cYcqUKeTn59OyZUseeughsrOzow5LRERE5BxKdqXCSktL+dOf/sT+/ftp3LgxkyZNokGDBlGHJSIiIvI5SnalQtydd955h82bN1OnTh0mTJhA8+bNow5LREREJCElu1Ihubm5LFmyBICxY8fSrl27iCMSERERSS7yZNfMnjKzJWaWb2YHzOw1M+sWs76Fmf3SzDaa2Wkz22lm/2lmTWPKdDQzN7MSM2sbt/02ZlYcru9Ygy8t7WzYsIE///nPAIwaNYoePXpEHJGIiIjI+UWe7AIjgKeBwcAooC4wy8wah+uvCG/fBHoCjwN3AL9PsK09wGNxy74QLpeLsHfvXqZNmwZAv379GDJkSMQRiYiIiFxYnagDcPc7Yv83s8eBA0A/YK67rwXujymyxcy+DbxgZnXcvThm3R+BJ4AfxSx7Ilz+nWoIPyMcO3aMKVOmUFRUxFVXXcVdd92lKcZERESkVog82U2grHvCkQuUyYtLdAFmAE+a2VB3n29mQ4HmwBucJ9k1s/pA/ZhFORDMOlBaWlrR+NNKQUEBkydP5sSJE1x22WWMGzcOIOPrRURERKJV3lwkpZJdM8sCfg4sCFt0E5VpSZC4/neC1UXAC8AXgfnh/Qvh8vN5Cvhu/MKDBw9SUFBQ3vDTTklJCe+88w4HDx6kUaNGjBo1iuPHj0cdloiIiAj5+fnlKmfuXs2hlJ+Z/Rq4Exjq7rsTrG8CvEvQ6nuvuxeFyzsC24A+QAnwEXA1sBkYQpDUrwA6ufv2BNtN1LK7++jRozRp0qSqXl6t4u689dZbrFixgrp16/KFL3yBNm3aRB2WiIiICBBcyTWc/rSpu+clK5cyLbtm9ivgbmB4kkQ3B3gHyAfGliW68dx9jZltAKYA6919rZn1Pt9zu3shUBjzXABkZWWRlZUKY/hq3oIFC1ixYgVmxv3330/btm0v/CARERGRGlLeHC3yTM4CvwLGAje7+7YEZZoAs4AzBC26F+pb8AwwMryXClq3bh3vvfceALfffjvdunW7wCNEREREUlMqtOw+DUwCxgD5ZtY6XH7c3U/HJLqNgEeAJuEygIPuXpJgm78DXgGOVWvkaWjXrl1Mnz4dgIEDBzJo0KCIIxIRERGpvFRIdr8W3s+OW/4E8CzQFyjLuD6JK9MJ2B6/wXCWhkNVFWCmOHr0KC+99BIlJSV07dqV22+/PeqQRERERC5K5Mmuu593wlZ3nw1cqMz285Vx95UX2kamO336NJMnT+bUqVO0adOG+++/P2P7K4uIiEj6UDYjlJSUMHXqVA4dOkSTJk2YOHEi9erVizosERERkYumZDfDuTtvvPEG27dvp169ekyaNImcnJyowxIRERGpEkp2M9zcuXNZtWoVZsaDDz7I5ZdfHnVIIiIiIlVGyW4GW716NbNnzwbgrrvu4qqrroo2IBEREZEqpmQ3Q+3YsYMZM2YAcMMNN9C/f/+IIxIRERGpekp2M9Dhw4d5+eWXKSkp4ZprruHWW2+NOiQRERGRaqFkN8OcOnWKyZMnc/r0adq2bcvYsWPPXh5ZREREJN0o2c0gxcXFvPTSSxw5coRmzZoxYcIE6tatG3VYIiIiItVGyW6GcHdef/11du3aRf369Zk0aRKXXHJJ1GGJiIiIVCsluxniww8/ZO3atWRlZTF+/HhatWoVdUgiIiIi1U7JbgZYsWIF8+bNA+Cee+6hU6dOEUckIiIiUjOU7Ka5bdu28eabbwIwbNgwevfuHW1AIiIiIjVIyW4aO3jwIC+//DKlpaX07NmTm266KeqQRERERGqUkt00deLECSZPnkxhYSHt27dnzJgxmmJMREREMo6S3TRUVFTESy+9xLFjx2jRogUTJkygTp06UYclIiIiUuOU7KYZd2f69Ons2bOHhg0bMmnSJBo1ahR1WCIiIiKRULKbZt577z3Wr19PdnY248eP59JLL406JBEREZHIKNlNI0uXLuWjjz4CYMyYMVx55ZURRyQiIiISLSW7aeKTTz5h5syZAIwcOZJevXpFHJGIiIhI9JTspoFPP/2UV155BXfn+uuvZ/jw4VGHJCIiIpISlOzWcvn5+UyePJkzZ87QsWNH7rnnHk0xJiIiIhJSsluLnTlzhsmTJ5OXl0fLli156KGHyM7OjjosERERkZShZLeWKi0t5dVXX2X//v00atSISZMm0bBhw6jDEhEREUkpSnZrqT//+c9s2rSJOnXqMHHiRJo3bx51SCIiIiIpR8luLZSbm8vixYsBGDt2LO3atYs4IhEREZHUpGS3ltm4cSPvvPMOALfeeis9evSIOCIRERGR1KVktxbZu3cvr776KgB9+/blhhtuiDgiERERkdSmZLeWOH78OFOmTKGoqIguXbpw1113aYoxERERkQuIPNk1s6fMbImZ5ZvZATN7zcy6xZX5CzObbWZ5ZuZm1izBdjy8DY5bXt/MDofrRlbri6kmhYWFTJ48mRMnTnDZZZfxwAMPaIoxERERkXKIPNkFRgBPA4OBUUBdYJaZNY4p0wh4B/i3C2xrF/BE3LKxwImqCbXmlZSU8Morr3DgwAEuueQSJk2aRIMGDaIOS0RERKRWiDzZdfc73P1Zd1/n7quAx4EOQL+YMj939x8Diy6wuT8CE8wsdsLZL4bLax135+2332bLli3UrVuXiRMn0rRp06jDEhEREak16kQdQAJl2dyRSjx2GbAduB94wcw6AMOBvwK+k+xBZlYfqB+zKAeCCzeUlpZWIoyqsXDhQpYtWwYEU4y1bt060nhEREREUkV5c6KUSnbNLAv4ObDA3ddWcjPPELTmvkDQSjwTOHiBxzwFfDd+4cGDBykoKKhkGBdn69atvPfeewDccMMNNG/enAMHDkQSi4iIiEiqyc/PL1e5lEp2Cfru9gSGXsQ2XgB+bGadCZLdr5fjMT8Cfhrzfw6wu1WrVjRp0uQiQqmcPXv28OGHHwIwYMAAbr75Zs28ICIiIhKjvGOYUibZNbNfAXcDw919d2W34+6HzexN4PdAA+Btwm4J53lMIVAYEwsAWVlZZGXVbLfmo0eP8tJLL1FcXEzXrl254447ajwGERERkVRX3vwo8izKAr8imDXhZnffVgWbfQYYCTzn7iVVsL0acfr0aSZPnsypU6do3bo1999/vxJdERERkYuQCi27TwOTgDFAvpm1Dpcfd/fTAOGy1sBV4bpeZpYP7HT3RAPZ3gFaAXnVGnkVKpti7NChQ+Tk5DBx4kTq1asXdVgiIiIitVoqNBt+jWAGhtnAvpjb+JgyTwIrgN+F/88N/7830QY9cMjdz1RTzFXK3XnzzTfZtm0b9erVY9KkSZH0FRYRERFJN5G37Lr7BUdeufv3gO9VdjvufgxI2RFe8+bNY+XKlZgZDzzwAK1bt77wg0RERETkglKhZTejHTp0iNmzZwNw5513cvXVV0cbkIiIiEgaibxlN9O1bNmSBx54gH379jFgwICowxERERFJK+buUceQcsysCXD8+PHj6jsrIiIikoLy8vJo2rQpQFN3TzopgboxiIiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStpTsioiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStpTsioiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStupEHUAqy8vLizoEEREREUmgvHmauXs1h1L7mFlbYHfUcYiIiIjIBbVz9z3JVirZTcDMDLgCyK+hp8whSK7b1eBz1haqm8RUL4mpXpJT3SSmeklOdZOY6iW5KOomB9jr50lo1Y0hgbDCkv5CqGpBbg1Avrur70QM1U1iqpfEVC/JqW4SU70kp7pJTPWSXER1c8Hn0QA1EREREUlbSnZFREREJG0p2U0NhcD3w3s5l+omMdVLYqqX5FQ3ialeklPdJKZ6SS4l60YD1EREREQkballV0RERETSlpJdEREREUlbSnZFREREJG0p2RURERGRtKVkV0RERETSlpLdamQxlxKRc5lZ/ahjEEkXOtaIVA19lpIzs+yoY6gsJbvVxMw6AQ+aWdOoY0k1ZtYNeNfMroo6llRiZo3NrJ6ZNQ//1+czAX0ZfSb+y0f7zLm0r0h5mVm98M/64f/ad0Jm1hrA3Utqa8KrA2M1MLPrgMVAH6BVuEx1DZhZb2ARMBS4LlyW8XVjZj2AqcBs4M9mNtjdS6ONKnpm1s3Mvm9mz5rZX5tZL3d3fRGBmV0D/NLMXgP+zcz6aZ8BM2tnZv0AXBPJn8PMrjKzb5nZH83sy2bWMeqYUoGZdQd+a2Z/Du97at8JmFkXYK+ZzYTam/BmfJJR1cysPfAG8Ed3f8rdPwlX1QnXZ2ydm9n1wEfAT4BXgG8BZPoXdJjozgc2AdOA7cD3zaxBJid1ZtYTWAi0A5oBo4E5ZnZ7pn8RhV/Oi4BGQDHQD1hgZo9GGljEwrNGS4Ffm9nQqONJJeHn6SPgeuBq4C+AfzSzxpEGFjEz60VQL4XAFuBy4O/NrG4mH39jXAbsBq4ys3fgbMJbq3KZWhVsLXEDsNXdv2lmWWb2r2Y2BZhiZjdnamIXtuguBn7h7j8EfgO0NLPxkQYWMTNrAPwr8JK7/527/wR4BzgIlACXRhlfVMIv4J8Av3f3L7n7fcC3w9Wvm9mDYblMPYb9DfCBuz/u7g8AjwD/D/iDmX0NMu80bHiq9TfAJ8Ah4DtmNizaqFJD2AjzMsHnaby73wA8C9wGZGxXu7C74XTgv9z9SXf/S4If2O7uRQQ/JjP2OBMeQxw4AXwX6GRmb0HQSGVmV0QZX0Vk5BtYzdoDx8O/5wP9gdMEO8x7ZvZFyKwvIjNrAfwO+Km7PxUuXgMcIWity2T1gC7AuphlXYBhwBJgiZk9Dpm1zwANCD5LiyB47e6+HPiA4MvoBTMblKk/HoHWwOGyf9z9gLt/B/gO8LSZ3ZWB3T3aEfxA/AfgP8O//0+mJ7zhPnATwZmj38Qkbr8P73tEElhqGAAsINhfyjQB+ptZLvBOeCapNMM+S8DZbkCrgY+BOcA/Al3NbJqZPQP8hZk1ijLG8qoTdQBpaC8w2My+BBwFHnX3IwBm9i2C/kC57r7ufBtJJ+5+xMz+0t2XQDCoxt0PmdkPgMlm9nt3nxNxmFHJJ0h0v2pm+4HBwF+Gt4MEpxx/b2Zb3H1edGHWuCyCH43dzayBuxeErTBDCFo1C4C/MbOlQGkGdmtYDXzJzK5w973hjwEnaA3vAPzEzJa7+/5ow6w57r7UzL7h7qvgbGvcXxMkvD9097lly8PkJSsTfiyFP3oOAe+4+w44mwDXJRiM1SzC8KI2C1jl7gcAzOx/Exx7/4ngGHM9MMPM+rv7mujCjFQJ0Bno4+6vmdlxgu52TYHr3f2UmdVx9+JIo7wAtexWvQUEp+u/BjQKE72yev4fYBtwbVTBRcXdl5T9Mnb3knDxCoJE7xbIzFNFYYLyP8B6glPR9wF/5+5/dPeZwH+E626JLMgIuPtBIBd4iCDZ/98ECd50d58GvA/0DstmRKIb9/l4G9gJPGVml4UJTVZ46vVPBF9EraOIs6bF1ktZohv+PRP4JVAKfCumhfenmXJWoGwgkbvPdPffhsvMAyeA/cCZmPKPmVnXaKKtOTH1cszdN4bL6hH0Zb7X3X8R1tf/I+gS0zuqWGta7Ocp3FcKCY69dcPFXyH4TO0C/gUg1RNdULJ7Ucyso5l9xcy+ZGa3A4S/nN8HrgR6m1mnmIPqCeAYQUf4tBZXN7fBZ0lJTNK7naB/6l+GX9iZ8OUTWy93ALj7B+4+HvgywWCjPWFZIzj7kgfsiyrmmhBXL3cCuPvfEfQzbAbcCfzA3f86fMhxgu5BaX9q0cyawdk+cmVf0osJBsLeAHzTzNrGfH42ACeBtB54FFcvWXHryo4xbwO/4LOEdzrwdWISvHQUUzclZnbOGdy4H4elhJ8hM/sh8CuCLndpKa5esmOWm7ufAZ5093dj9icnOPbuqvFga1iiz1PMvrKOIJ95gaBLzF0EDXrDzezlCMKtOHfXrRI3oBfBL76FBAMi8oFngGbh+m8QfEhWAYOAnsD3CVp220cdfwR18zugTUyZ7PC+HUEL73eBrKhjj6Befh9XL9MIWnNbE/Rb/T6wA+gUdfw1XC/PAk1jyuTEPeb3BC2Y9aKOv5rr5hpgK/AvMcvqxvz9fYJ+zTMITrleBfyIYEaP1lHHX8P1khVXxmL+vptgjMBRglOvkb+GKOsmXNaAYPaB+wj6Yp4G+kUdf6rsM+H/PwRWpvNnqTx1A3yJ4IfRJqBvuKw+QdJ7VdTxl+s1Rh1AbbwBlxBMVfKf4f+tgTsIBoy8W5a8AA8TnG4sBdYCmwn6vUT+GiKqm7eBLnHls4A/Ax+mc+JS3nohmHFgMfApwRmCPem8z1ygXmYl2F+uB35OcIakZ9TxV3PdtCf4IbiJYEDnP8esqxfz9+PAzPA4s4Yg0U3nfeZ89fK55CU8xvyM4AxJJu8z8XWTBcwLv5tOAv2jjj8V6iVc1g34KcEPpOujjj/CusmO+fvH1OIfQxqgVjnFBL9qFgB4MAjkHTMbEi77LUG/nxfNbDLBxSXygDwPO8KnsQvVzU/M7AEPT6+5e7GZfRlo6MFppHR1oXr5KTDG3X9oZisIzgQcB2a5+7aIYq4JF6qX/xfuL6UWXI2wFzAcGOnua6MKurqFp+EnEgx4/TlwIzDRzHD3f3H3M2ZWz93PuPuzwLNmNpCgq9QRT9OBaeWol9JwAGwJnB2c1RN4ELgpw/eZc+qGINnNAq4Ahrj76ijirm4VrRczu5Zg/MRQguNMWtYLlKtuSsoGCLv7P0UZ68VSsls52QQTT3crW2Bmdd19k5ndAnxkZt919+978JNoeVSBRuCCdQM8BfxrmOiau6d9fyjKt898z92/58HAmplRBVrDyrO/fItgfzluZq8Cb7r7sUiirSFhkvYc8KkHfQjLBl5NDD8z3w8T3roeDErDg368aa2c9VISO9OCu68xsx7unhdd5NWvonUTHn//B5jnn138KO1Uol7WhX1Tf5bujVPlrJuCuB9JtVPUTcu19Qb8PUGn9btjltUN779N0I+uBXF9gDLhprq5qHq5lPC0WqbUTwXqJSPq4zz11Ab4HsHsHN+NWT6GmNONmXa7QL2U7UcZue+cp27GRR2b6iU1bxf4PNXacTVq2S0HM2tD0K+lOfCeB79wphHMifoPZnbG3Wd52MJCMNimCVDg4V6SrlQ3iV1EvZz2z1qk0q5+LrJe0q4+YiWpm7KpgNzd95nZf4fFJ4SnIJsCf0sw0HNvBGFXu6qol3Tddy6mbsysnbtrn8mgeoEMPs5EnW2n+g24jmDAx0aCQTEbgAkEc871J5j+ZzEwISxfF/h3YDZxI8jT7aa6Ub2oXqqtbtYT9KVrEa7PImydJGh5+T7BgLQj1OJBI6oX1Y3qRXVTI6896gBS+Qa0CneGHxJcQeQK4KVwR/lngoE11wO/BooIpihZGO4YvaOOX3WjekmVm+qlUnXzMcHpxFZhudiptJ4jGMDYI+r4VS+qm1S5qV5UN0lff9QBpPKN4Jrh24j7RUMwBcdagrl0jWDy9sHA/wG+Si2Zd051o3pRvUR/u0DdrAb+N8HVGMuWl12KPG2nF1O9qG5UL6qbqrypz+751SWYsaIRgJk1dPfT7v5PZtYQ+BvgXQ+mJlkU3jKF6iYx1UtiqpfkLlQ3XyOYi7psCqQ3gQ88vaekA9XL+ahuElO9JJfRdVPWN0OSMLPFwAl3vzn8v74H14rGzJYAn7j7xChjjIrqJjHVS2Kql+TKWzdpMQVQBaheklPdJKZ6SS6T6ybrwkUyh5k1NrMcM2sSs/irwLUWXBwCdy+0z641Ppc0v/58GdVNYqqXxFQvyV1M3aTbF1As1UtyqpvEVC/JqW7OpWQ3ZGY9CKZAmgOsN7OHw1XrCabcGGVmr5hZXYLRiQCXASfNrE44PUdaUt0kpnpJTPWSnOomMdVLcqqbxFQvyaluPk99djm7Y8wlGHm4FOgH/MHMPnb3FWY2g+Da4f9F0J9lg5mdAUYDg929OKLQq53qJjHVS2Kql+RUN4mpXpJT3SSmeklOdZNYxvfZNbMWwBRgg7v/bczyD4E17v71mGU5BKPEWwAFwK/d/eMaDrnGqG4SU70kpnpJTnWTmOolOdVNYqqX5FQ3yallNxih2Az4EwRXEfHgClbbCHYCwiZ9c/d84B/jyqUz1U1iqpfEVC/JqW4SU70kp7pJTPWSnOomiYzvs+vunwKPuPu8cFF2eL+HsC+LB0rt3I7ead8krrpJTPWSmOolOdVNYqqX5FQ3ialeklPdJJfxyS6Au2+Gs79uisLFRtBhm3DdU8CXLRy56BnS/0N1k5jqJTHVS3Kqm8RUL8mpbhJTvSSnuklM3RhihL92LOaNLwUws38h6NvSx9O08/aFqG4SU70kpnpJTnWTmOolOdVNYqqX5FQ351LL7ueVTblRDOwys28C/wD0d/dV0YWVElQ3ialeElO9JKe6SUz1kpzqJjHVS3Kqm5BaduP4Z520i4CvAHnAUHdfHl1UqUF1k5jqJTHVS3Kqm8RUL8mpbhJTvSSnuvmMWnaT+3N4f4O7L400ktSjuklM9ZKY6iU51U1iqpfkVDeJqV6Sy/i6yfh5ds/HzBq7+8mo40hFqpvEVC+JqV6SU90kpnpJTnWTmOoluUyvGyW7IiIiIpK21I1BRERERNKWkl0RERERSVtKdkVEREQkbSnZFREREZG0pWRXRERERNKWkl0RERERSVtKdkVEagEze9vMjprZ5QnWNTWzfWaWa2Y6rouIxNBBUUSkdvhLoB7wswTr/g1oCfxFzCVCRUQEJbsiIrWCu28Dvg9MNLPbypab2QDgSeCn7r6qOmMwswZqORaR2kYHLRGR2uOnwGrgv8LEMxv4DbAD+L6ZdTezP5nZETMrMLOlZnZv7AbMrIWZ/cTM1pjZCTPLC7tIXB9XbqSZuZlNMLN/NbM9wCmgSQ29VhGRKlEn6gBERKR83L3YzP4C+Aj4DnAA6AvcAXQCFgB7gB8DJ4GHgNfM7H53nx5upjNwH/AKsA24HPgqMMfMerj73rin/Q5wBvgJUD/8W0Sk1jB3jzoGERGpADP7JUGCWgi84e6TzOw94DJggLsXhuUMmA+0cveu4bL6QFFs314z6whsAH7o7j8Il40EPgS2Aj3d/XTNvDoRkaqlbgwiIrXPt4HDQCnwd2bWArgZmArkmFlLM2sJXAr8GbjazNoCuHthWaJrZtlmdilwAthI0Eoc749KdEWkNlM3BhGRWsbd88xsI9DS3T81s4GAAT8Ib4lcBuwJB5j9LcHsDp2A7JgyhxM8blvVRS4iUvOU7IqI1H5lZ+l+QtCSm8gn4f23CBLiZwj64x4haCH+OYnP9qlVV0RqNSW7IiK139bwvsjd37tA2QeAD939S7ELzawZcKgaYhMRiZT67IqI1HLufgCYDXzVzNrErzezVjH/lhB0eYhd/yDQtjpjFBGJilp2RUTSw18RzLywxsx+R9DaezkwBGgHlM2j+ybwz2b2B4IpzHoBD/NZ67CISFpRsisikgbc/WMz6w98F3icYCaGA8AK4F9iiv4b0BiYBIwHlgOjCebmFRFJO5pnV0RERETSlvrsioiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStpTsioiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStpTsioiIiEjaUrIrIiIiImlLya6IiIiIpC0luyIiIiKStpTsioiIiEja+v+XImB55KhSoAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "opioids_yearly = arcos_df.groupby('year')['count'].sum()\n", - "\n", - "fig, ax = plt.subplots(figsize=(8, 5), dpi=100)\n", - "ax.plot(opioids_yearly, color = 'grey')\n", - "ax.set_title(f\"Annual National Pharmacy and Practitioner Pill Count\", size=14)\n", - "plt.grid(axis=\"y\", alpha=0.3)\n", - "ax.set_xlabel(\"Year\", size=12)\n", - "ax.set_ylabel(\"Pill Count\", size=11)\n", - "formatter = FuncFormatter(millions)\n", - "ax.yaxis.set_major_formatter(formatter)\n", - "fig.autofmt_xdate(rotation=45)" - ] - }, - { - "cell_type": "markdown", - "id": "85d47413", - "metadata": {}, - "source": [ - "We see above that the number of opioid pills in the United States has increased steadily from 2006 until 2013 when a significant decline occurred in the annual opioid pill count. It should be noted that the count only records pharmacy and practitioner's pill counts and does not include any illicit opioids. The types of opioids included in the count are listed in the arcos_drug_list dataframe shown previously.\n", - "\n", - "### States With The Highest Annual Overdose Rate" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "ef9764fe", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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/s7IRfVT/lrY5Na2zfR3bWxE4Pz3vg/T6nQDM34TXdi4i2XiS+KL0KNFqPrTGa3gmdY6znXveMsSvB48SSdY7xM1lfgksXOM5lVhjiaTtMaIF/CniwrjZcuvXPCaIPs2np33/Yfp7OrDETOIumZs/mPhy83gqx+NEi+3HZnYszuQ1mR34AdGyOynt2+fTvv5iHc8/jZ6x3peZRZz9iXGm306v/xPEL07bAkNmdoxU2d4maVtTiIsfTyNaiasee0TL9olpeeU9dT6wQm69yi8qt6Ttvk98ufw7sEaNsmxODCH4Rtr2c8QvGfuQ3h/EqECHEY0BL6TtPg/8G9iwN/tMk6Z2TeZe7cuziIhI81jcdn07YCl3f6rY0oiItI/6bIuIiIiItIiSbRERERGRFlGyLSIiIiLSIuqzLSIiIiLSImrZFhERERFpESXbIiIiIiItopvadKB0Z7CFibv1iYiIiEhnmht4wWfSL1vJdmdamBjMX0REREQ626LEzZWqUrLdmSYDPPvss4wYMaLosoiIiIhIzltvvcViiy0Gs+iJoGS7g40YMULJtoiIiEg/pgskRURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWGFF0AEREREWmurq4uJk6cOO3xuHHjGDlyZIElKi8l2yIiIiIDTFdXFxMmTJj2eOzYsUq2C6JuJCIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIsMqGTbzHY3s6fMbIqZ3Wpmn57F+puZ2cNp/fvM7MszWfd3ZuZmtndm3jAzO9vM3jKzR81svdxz9jezk/pcMRERERHplwZMsm1mWwDHA0cAqwD3AFeY2Zga668FnAv8ERgHXAhcaGYrVFn368AawAu5RbsAqwJrAqcC55iZpecsBewM/LivdRMRERGR/mnAJNvAPsBp7n6Guz8I7Aq8C+xYY/29gMvd/Vh3f8jdDwHuAvbIrmRmiwAnAdsAH+a2sRxwsbs/APwGGA3Mn5adAhzg7m/1vWoiIiIi0h8NKboAzWBmsxEtzD+rzHP3bjO7mmh1rmZNoiU86wpgk8x2BwFnA8e6+wOp0TrrHmBbM5sd2AB4EXjNzLYBprj7P+ss/zBgWGbW3ADd3d10d3fXswkRERGRafL5g3KK5qv39RwQyTbRmjwYeDk3/2Vg2RrPWbDG+gtmHh8AfAT8usY2TgdWAh4EXgM2B0YBRwLjzewoYEvgcWBHd3++xnYOBA7Lz3z11VeZMmVKjaeIiIiIVDdp0qQZHg8fPryg0gxMkydPrmu9gZJsN52ZrUp0NVnF3b3aOu7+IbB77nlnEMn5OKKV/FPAD9O8TWuE+xnTt7LPDTw3evRoRowY0YdaiIiISBnlG+tGjRrFmDFVL2OTBtX75WWgJNuvAVOBBXLzFwBeqvGcl2ax/ueBMcAzme4jg4HjzGxvd18yv0EzWxf4JLATcCxwmbu/Y2bnkesLnuXu7wPvZ7YDwKBBgxg0aCB1qxcREZF2yOcPyimar97Xc0C86u7+AXAn8MXKvNTf+ovALTWedkt2/WT9zPpnE11EVs5MLxBJ9Ab5jZnZcOIiye+6+1QiMR+aFg9Nj0VERESkRAZKyzZEN4yzzOwO4DZgb2BO4AwAM/sT8Ly7H5jWPxGYYGb7ApcSfatXI4bzw91fB17PBjCzD4GX3P2RKvEPIVqyJ6bHNwHHpm4le6THIiIiIlIiAybZdve/mdlo4uLEBYG7gQ3dvXIR5OJAd2b9m81sa+Ao4GjgMWATd7+/t7HT2NybE63fFRcA44EbgUeArXu7XRERERHp3wZMsg3g7icDJ9dYNr7KvPOB83ux/SVrzL8fWDo3rxvYLU0iIiIiUkIDos+2iIiIiEgnUrItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWGVB3kBQRERHpJF1dXUycOHHa43HjxjFy5MgCSzTwdPprrGRbREREpEW6urqYMGHCtMdjx47tqERwIOj011jJtoiIiIg0Rae3MhdBybaIiIiINEWntzIXQRdIioiIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaREl2yIiIiIiLaJkW0RERESkRZRsi4iIiIi0SK+TbTN7wsw+VWPZCmb2RN+LJSIiIiLS/zXSsr0kMKzGsjmAxRoujYiIiIjIADKknpXMbDiRSFuaNcLM5s2tNhzYBHihaaUTEREREenH6kq2gQOAQ9P/Dlwxk3UP70uBREREREQGinqT7QuBp4iW7dOBo4DHc+t8ADzk7nc3qWwiIiIiIv1aXcm2u98D3ANgZg5c6u6vtbJgIiIiIiL9Xb0t29O4+1mtKIiIiIiIyEDTyNB/s5vZ0Wb2qJm9a2ZT81MrCioiIiIi0t/0umUb+A2wNXAu8CDRV1tERERERHIaSba/Auzn7ic3uzAiIiIiIgNJIze1mQo82uyCiIiIiIgMNI0k26cA2za7ICIiIiIiA00j3UjeBT5vZjcDVwNv5pa7u/+qrwUTEREREenvGkm2j0l/FwfWqLLcASXbIiIiIlJ6jYyz3UjXExERERGR0lHiLCIiIiLSIg0l22Y21Mx2NbM/mtmVZrZ0mr+FmS3X3CKKiIiIiPRPve5GYmZjiQsj5wcmAp8D5k6L1wY2BHZoVgFFREREmqGrq4uJEydOezxu3DhGjhxZYImkDBq5QPLXwKvAp4mRSLJ3kJwA/KzvxRIRERFprq6uLiZMmDDt8dixY5VsS8s1kmyPB7Zy99fMbHBu2UvAQn0ulYiIiIjIANBIn+2PAKuxbAHg7caLIyIiIiIycDSSbE8A9jWzoZl5bmYG7AJc05SSNcDMdjezp8xsipndamafnsX6m5nZw2n9+8zsy7nlh6fl75jZJDO72sw+k1k+zMzONrO3zOxRM1sv9/z9zeyk5tZSRERERPqLRpLtA4AVgQeBXxA3sdkduAVYBTi4aaXrBTPbAjgeOCKV4x7gCjMbU2P9tYBzgT8C44ALgQvNbIXMao8CexD1/RzwFHClmY1Oy3cBVgXWBE4FzklfOjCzpYCdgR83rZIiIiIi0q/0Otl294eJBPNmYCtgKrAx8D/g0+7+eFNLWL99gNPc/Qx3fxDYlbi1/I411t8LuNzdj3X3h9z9EOAuIrkGwN3Pcfer3f0Jd38gxRgBrJRWWQ64OC37DTCaGKUF4BTgAHd/q7nVFBEREZH+opELJHH3J4HtmlyWhpnZbMQXgGkjobh7t5ldTbQ6V7Mm0RKedQWwyUxi7AJ0Ea3mpL/bmtnswAbAi8BrZrYNMMXd/1ln+YcBwzKz5gbo7u6mu7u7nk2IiIjILOQ/U9vxOVtEzLLF7ZS61tLIONtzA3O5+4tVli0ETHb3dl8kOT8wGHg5N/9lYNkaz1mwxvoLZmeY2cbAX4E5iGR6fXd/LS0+nWjlfhB4DdgcGAUcCYw3s6OALYHHgR3d/fkaZTkQOCw/89VXX2XKlCk1niIiIiK9MWnSpBkeDx8+fMDFLFvcouo6efLkutZrpGX7D8BkYKcqy44A5gK2bmC7neo6YGUiod8ZOM/MPuPur7j7h0R/9WnM7AxiLPJxRCv5p4Afpnmb1ojxM6ZvZZ8beG706NGMGDGieTUREREpsXwD1qhRoxgzpuqlXf06ZtniFlXXehP6RpLttYHdaiy7jOi73G6vEX3HF8jNX4AY+7ual+pZ393fIfqj/w/4r5k9BnyHKjfvMbN1gU8SX0SOBS5z93fM7DwyfcHz3P194P3MdgAYNGgQgwY1cg2riIiI5OU/U9vxOVtEzLLF7ZS61tJIsj2KaNmu5h1gvno3ZGYLA4sCM3w1cPcb6t2Ou39gZncCXyRGFcHMBqXHJ9d42i1p+QmZeeun+TMziOn7V5PiDSe+aGzj7lPTDX8q45EPJbq5iIiIiEiJNJJsPwGsB1xdZdkXieHxZsrMxgJnA2tUZuVWcXqfnB4PnGVmdwC3AXsDcwJnpJh/Ap539wPT+icCE8xsX+BSom/1asRFkJjZnMSwfRcTfbXnJ7qMLAKcXyX+IURL9sT0+Cbg2NStZI/0WERERERKpNE+2z83szeA09Nt2+cHdgB+ABxUxzZOI1q0dyQuLvyggXJMx93/lsa/PpK4yPFuYEN3r1wEuTjQnVn/ZjPbGjgKOBp4DNjE3e9Pq0wlLq7cjki0XwduBz6fhvqbJo3NvTnRt7viAuLW9jcCjzCw+rGLiIiISB0aSbZ/BXyM6LP8MzP7KLOd37n7cXVs49PAdu7+jwbi1+TuJ1Oj24i7j68y73yqt1Lj7lOAb9QZ935g6dy8bqJve63+7SIiIiIywPU62XZ3B3Y3sxOALxB9tF8HrnX3x+rczPNEy7GIiIiIyIDVq2Q7XQT4MvAtd/8X0fWiET8GfmRmN7r7Gw1uQ0RERESko/Uq2Xb3KWb2LvBRH+NuT/TZfsrM7gbenDGUf62PMURERERECtVIn+2ziHGk/92HuHMR41ZXzN2HbYmIiIiIdKRGku1JwBpmdi9wOdGtxDPL3d1/NbMNuPu6DcQVEREREelXGkm2K3dOXAhYocpyJ0YsEREREREptV7fy9LdB81iqutmNGY2zszON7MXzez99Pc8MxvX+2qIiIiIiHSeRlq2+8zMPg9cBbwEnEt0RVkA+Dpws5mt7+7/KaJsIiIiIiLN0lCybWZDge8AqwOLAbu7+2NmtgVwr7s/NItN/By4HtjY3aeNbGJm+xO3Tv858LlGyiYiIiIi0il6nWyb2VjgauIW5hOJpLgymsjawIbErdtnZhzwzWyiDeDuU83s18StzkVERGQA6urqYuLEidMejxs3jpEjRxZYIpHWaaRl+9fAq8Qt198EPsgsm0DPBZQz8w4wpsayBdJyERERGYC6urqYMGHCtMdjx45Vsi0DViPJ9nhgK3d/zczyF0O+RIxSMiv/Ao4xs+fc/erKTDNbj0jWL26gXCIiIn2mVlcRaaZGku2PAKuxbAHg7Tq2sS/wSeAKM3sLeIVo6R4B3A7s10C5RERE+kytriLSTI0k2xOAfc3s30B3mudmZsAuwDWz2oC7TzKzNYGNiT7fo4A3gP8Al7p798yeLyIiIiLSHzSSbP8IuAl4kOju4cDuxA1ulib6cs9SSqgvRl1GRERERGSAauSmNg8BqwE3A1sBU4kW6v8Bn3b3x6s9z8zmNbNBmf9nOjVcIxERERGRDtHI0H/zufsTwHa9fOqrwJrAbcBrRIv4zNR1J0oRERERkU5VV7JtZkOAI4A9gLnM7H3g78D33X1SnbF2BB7P/D+rZFtEREREpF+rt2V7b+BA4FrgDmAssCXR+rx1PRtw97My/5/Zm0KKiIiIiPRH9fbZ3h74rbuv5+4/cvfNge8Cm5vZ8N4GNbMnzOxTNZatYGZP9HabIiIiIiKdpt5keyzwj9y8C9Lzl2wg7pLAsBrL5gAWa2CbIiIiIiIdpd5uJMOZ8WY1lVuqz1HPBlIL+Bz03BBnRJVRR4YDmwAv1FkuEREREZGO1ZvRSMab2aKZx4OIixzXNbMlsyu6e74VHOAA4NDKKsAVM4l1eC/KJSIiIiLSkXqTbP+8xvxjc4+d6sP2XQg8RbRsnw4cRc/oJBUfAA+5+929KJeIiIiISEeqN9leqq+B3P0e4B4AM3PgEnd/va/bFRERERHpVHUl2+7+dDODZocBFBEREREZqHp9B8lmMbO1gV2AZYgLI6fj7iu1vVAiIiIiIk1USLJtZhsAlwJXA6sB/wZmBz4LPAdMKKJcIiIiZdLV1cXEiROnPR43bhwjR44ssEQiA09RLdtHACcQI5R8CBzi7neZ2RLEKCXXFlQuERGR0ujq6mLChJ72rbFjxyrZFmmyem9q02zLEa3Z3cToJXPCtL7hhwMHF1QuEREREZGmKSrZngIMcncHXgQ+llk2Gd1BUkREREQGgF53I0ldPUa4+33p8TBgP6K1+mp3P7OOzdwDfAK4CrgG+LGZvUZ0KTkKuK+35RIRERER6TSNtGyfBmybeXwMcBiwLHCqme1WxzZOILqPABxEtGZfTHQtmQ/YvYFyiYiIiIh0lEaS7ZWBGwHMbAiwHXCAu69G9Lf+3qw24O6Xuftv0v/PA6sSLd0rAx939zsbKJeIiIiISEdpJNmeG+hK/38GGAH8NT3+DzC2txv08Ji73+vuHzRQJhERERGRjtPI0H/PAWsANwDfAB509xfTslHAu9WeZGb79CKGu/uvGiibiIiIiEjHaCTZ/iNwlJltBowDfpBZtgbwUI3n/bIXMRxQsi0iIiIi/Vqvk213/7mZvQCsDvwWODOzeBRxAWW15xU1zKCIiIiISCEauoOku/8J+FOVRd8D1ulTiUREREREBoim3K7dzFYGtgG2BBYGBs9i/bVntU13v6EZZRMRERERKUrDybaZLQVsnaZliRvSXAqcVcfTryf6ZVtmnufWmWnCLiIiMpB0dXUxceLEaY/HjRvHyJEjCyyRiDRDr5JtM5sf2IJIsNdIs+9Ifzd296vr3NS4KvNGARsAmwLf7U25RERE+ruuri4mTJgw7fHYsWOVbIsMAHUl22a2DZFgrwcMJW6nfhBwLvAW8AZQ9/jY7n5PjUXXm9m7RLJ9Xb3bExERERHpRPW2bJ9NdPO4GtjH3R+oLDCzZn/tvhnYv8nbFBERERFpu3qH4/sX0Sd7feAfZnaomS3dojJtQrSUi4iIiIj0a3W1bLv718xsFLAZsBVwGHCYmd0JXMyMFzfOlJldXGX2bMAngMWBH/ZmeyIiIiIinajuG824+yR3P9Xd1yUS4h8RyfqRxKgiPzOzb5vZnHVsbgQwd26qdFP5srsf17tqiIiIiIh0nkZvavM8cCxwrJktC3yLGGP7TOBkIpme2fPHNxJXRERERKQ/6fMt1N39YXc/2N0/DnyW6W/fPksWRpuZzXptEREREZH+o8/Jdpa73+Lu369nXTP7PzO7CXgPeAl4z8xuMrMNmlkmEREREZGiNDXZrpeZ7QD8mxjhZH/iosv9gY+Ay8xsxyLKJSIiIiLSTA3frr2PDgXOdPfv5OafZGZnAIcAp7e/WCIiIiIizVNUsj0G+GuNZecCm7exLCIi0oG6urqYOHHitMfjxo3T7ctFpN8pKtn+L7AKcFWVZasAt7W3OCIi0mm6urqYMGHCtMdjx45Vsi0i/U5Tkm0z+yywHHCjuz9Sx1MOAs41s+HAhcArRGv314FvA1uZ2byVld1dd5QUERERkX6n18m2mZ0DvO/uO6THuwK/TYvfN7ON3f2aWWzmlvT3MKL/9rTNp78359Yf3NtyioiIiIgUrZGW7c8B+2UeHwj8AdgHOIVIoGeVbO9IL2/xLiIiIiLS3zSSbI8GXgQws08CiwEnuvvbZnYWcP6sNuDuZzYQV0RERESkX2kk2X4dWAK4EdgQeNHdH0jLBtOLsbvNbBTwaWBe4A3gNnef1ECZREREREQ6TiM3tfk3cIyZHQv8CPhbZtkKwJOz2kC6RfsvgBfS9v6S/r5gZsc0UKbKdnc3s6fMbIqZ3Wpmn57F+puZ2cNp/fvM7MuZZUPN7Jg0/x0ze8HM/mRmC2fWGWZmZ5vZW2b2qJmtl9v+/mZ2UqP1EREREZH+rZFkez/gCqJV+zLg8MyyrwOX17GNg4AfAMcDKwMLpb/HA/uY2YG9LZSZbZGefwQxfOA9wBVmNqbG+msRY3r/ERhHjIpyoZmtkFaZI23nJ+nvN4BPABdnNrMLsCqwJnAqcI6ZWdr+UsDOwI97WxcRERERGRh63Y3E3buICxyrLftcnZvZCfiJux+ZmfcycK+ZvU8ksT/rZdH2AU5z9zNg2igpG6Wy/rzK+nsBl7v7senxIWa2PrAHsGuq5/rZJ5jZHsBtZra4uz9DDHd4sbs/YGZPAMcC8wOvEheLHuDub/WyHiIiIiIyQDQ8znbqb70CcYHkv919Uho3+wN3757F0xdixuH9Km4hWr57U5bZiBbmaQm6u3eb2dVEq3M1axIt4VlXAJvMJNRIYhSVN9Pje4BtzWx2YAPiwtHXzGwbYIq7/7PO8g8DhmVmzQ3Q3d1Nd/esXkoRkYEpf/5r1zmxTHHLVNei4paprkXF7ZS61tLIONsG/BT4PtHVwoHVgUnAP4Bbia4cM/MU0ep8dZVlX07Le2N+4uLMl3PzXwaWrfGcBWusv2C1ldMXiWOAczOt1acDKwEPAq8Rt5kfBRwJjDezo4AtgceBHd39+RplOZAYMnE6r776KlOmTKnxFBGRgW3SpEkzPB4+fLji9vOYZYtbproWFbeouk6ePLmu9Rpp2f4J0dViX2I87Uczyy4muojMKtn+FXCKmY0GLiCS3DHAZsBWwPcaKFfLmNlQ4DzipjvTyubuHwK759Y9A/g10Q98E+BTwA/TvE1rhPgZ07eyzw08N3r0aEaMGNGcSoiI9DP5xoZRo0YxZkzVy3AUtx/FLFvcMtW1qLhF1bXehL6RZHt74CB3/72Z5e/s+DjwsVltID13NuAQYGuiddyIvs57ufupvSzTa8BUYIHc/AWAl2o856V61s8k2ksAX5hZH2wzWxf4JPGF41jgMnd/x8zOI76gVOXu7wPvZ7YDwKBBgxg0qJFrWEVE+r/8+a9d58QyxS1TXYuKW6a6FhW3U+pac70Gtj0f8FCNZYOBofVsxN1PIrpsrACsTSSpC7n7yb0tkLt/ANwJfLEyz8wGpce31HjaLdn1k/Wz62cS7aWB9dz99VplSN1MfgN8192nMv1rMRTdcl5ERESkdBpp2X6USEqr3ZJ9PHB/rSem0T72BJYixtg+z93/2EAZqjkeOMvM7gBuA/YG5gQqo5P8CXje3SvDCp4ITDCzfYFLib7VqxEjoVQS7QuIYf82BgabWaU/9xspwc86hGjJnpge3wQcm7qV7JEei4iIiEiJNJJs/wo4zcw+JJJRgEXNbE3iosntqz3JzL5KjGXdBTxCtGivZ2aLufvhDZRjOu7+t9QH/EiixfxuYEN3r1wEuTjQnVn/ZjPbGjgKOBp4DNjE3StfFhYBvpr+vzsXbl3g+kzdViAujlw5s84FxJePG4n6bt2H6omIiIhIP9TIONtnmtm8xM1sKkP0XQi8Axzs7ufVeOqPgOuAr7n726mbx0nAfmZ2ZB3DBdZTtpOBqt1Q3H18lXnnA+fXWP8poh95PXHvJ7qaZOd1A7ulSURERERKqKFxtt39eDM7FViLGHbvDeCWdCOYWpYDvuXub6dtdKeh8b5HXHw4y9u8i4iIiIj0Jw3f1CYlzVf24ikjidFGsl5Jf0ehZFtEREREBphej0ZiZhua2VaZx4uZ2VVm9pyZnWlmc87k6SPMbN7KRIxsMsP8tExEREREpF9rZOi/I4mLBytOJrqI/BXYMC2v5QqidbsyvZjmX5Obn28BFxERERHpdxrpRrI0cA+AmY0gEuxt3P0CM7ufuO34vlWet0PDpRQREQC6urqYOHHitMfjxo1j5MiRBZZIRERmppFkewg9Q+itTYzYcXl6/AQx7N4M3P2sBmKJiEhGV1cXEyZMmPZ47NixSrZFRDpYI91IHga2SX2zdwFurowwAiwE1LzLooiIiIhImTTSsv0TYmzq7YCpxN0VKzYE7mpCuURERERE+r1GbmpzsZktB4wD7nX3xzKLbwHubVbhRERERET6s0ZvavME0T87P//UPpdIRERERGSAaKTPNma2iJkda2a3mNkj6e8vzGyRmTzneDNbLP2/tpnN1WihRURERET6g0ZuarMCcB+wKzFO9rXp767AvWb2yRpP3Yu4gBLgOmD5XpdWRERERKQfaaQbyS+Bx4H/c/dJlZlmNoq4ffsvgS9Ved7LwGeA24jhAr2B2CIiIiIi/UYj3Ug+BxyVTbQB0uOfpuXV/Bk40cymEon2f81saq2pgXKJiIiIiHSURlq2PwKG1Vg2jBgOcAbu/kMzu4K4tfuvgROApxuILyIiIiLSLzSSbF8N/NTM7nb3RyszzWxpYgzuq2o90d2vAa4xs02BU9394Qbii4iIiIj0C40k2/sAE4AHzex+oi/2GGBF4Jm0fKbcfd0G4oqIiIiI9Cu97rPt7s8QifU+wKNpG48CPwBWcvdnZ/Z8M1vJzE5LQwa+k6ZHzOxUM1upgTqIiIiIiHSkRm9q8zbR7/rXvXmemf0AOCY9vBe4Iv2/OLA9sL2Z/dDdT2ikXCIi7dLV1cXEiROnPR43bhwjR44ssEQiItKJGkq2G2FmXwKOA/4EHJpayLPLFwOOAI4zs4fc/YoqmxER6QhdXV1MmDBh2uOxY8cq2RYRkRnUlWybWTe9GBfb3QdXmb0v8Hd3377Gc54FdjSzuYH96Wn1FhERERHpl+pt2d6HnmR7CLA38AFwIXGB5ILAJsBQ4Fc1trEasE0dsc4A/lJnuUREREREOlZdyXa2D7WZHQNMBDZx9+7M/P2Ai+i5JXveUODdOsK9l9YVEREREenXGrmD5PbAb7OJNkB6/FtguxrPexjYsI7tfwl4pIFyiYiIiIh0lEaS7dmBJWssWxIYXmPZGcBeZrZtrQ2nZd8HTm+gXCIiIiIiHaWR0UguBI4xs/eAC929y8xGAl8HfpaWV/NbYD3gLDM7ELiUuAkOxNB/XyJu5X5xWldEREREpF9rJNneHZiDaH0+3cw+JPpYG/BPYI9qT3L3bjP7OrAnsBcxOknWk8SFlye7e90jn4iIiIiIdKpeJ9vuPhn4ppktB6xOXBD5InC7uz80i+c66WY4ZrYosEha9Ly7P9fbsoiIiIiIdLJeJdtmNhy4Fdjf3a8EZppcz0xKrpVgi4iIiMiA1asLJN19CtEa3T2rdUVEREREyq6R0Uj+AWze7IKIiIiIiAw0jVwgeRNwtJldAlxG3EFyugsa3f0fTSibiIiIiEi/1kiyfUb6uxDw5SrLHRjccIlERERERAaIRpLtpZpeChERERGRAaiRof+ebkVBREREREQGmkZatgEwsw2JcbYXA45y92fMbG3gf+7+QrMKKCIyK11dXUycOHHa43HjxjFy5MgCSzTw6DUWEWlMr5NtMxtN3JJ9DeBZItn+HXHr9R2Bd4i7TIqItEVXVxcTJkyY9njs2LFKBJtMr7GISGMaGfrvBGA0sALwceI27RVXA1/se7FERERERPq/RrqRbATs7O4PmVl+1JFngUX7XiwRERERkf6vkZbtIURXkWpGAR80XhwRERERkYGjkWT7VqJvdjVbEje9EREREREpvUa6kRwMXGdmNwAXEDex2cTMDiS6mHyuieUTEREREem3et2y7e63AOsSSfZxxAWSPybuKPlFd7+rqSUUEREREemnGhpnOyXc65jZ7EQ/7Tfd/d2mlkxEREREpJ9rZJztnYHz3f1Nd38PeK/5xRKRvtANSERERDpDIy3bJwMnmdmVwDnARSnpFpEOoRuQiIiIdIZGRiNZENgTmBP4M/CKmZ1jZhubWcO3fxcRERERGWgauUBykruf5u5fJG5gczCwJHAx8LKZ/b65RRQRERER6Z8aadmext1fcvcT3X0tYEOi//ZOTSmZiIiIiEg/16duH2a2KHEjmy2BccAbwKlNKJeIiIiISL/XyGgko4HNgK2ANYF3gQuBQ4Cr3P2jZhZQRERERKS/aqRl+wXgI+AyokX7Enef0tRSiYiIiIgMAI0k2zsB/3T3t5pdGBERERGRgaTXyba7n2Vmg1J3EoDX3b27yeUSEREREen3ejUaiZltZGZXAZOBl9I02cyuNLMvt6KAIiIiIiL9Vd0t22Z2InEzm0nAv4Fn0qLFgfHAv8zsJHffu8llFBERERHpl+pKts3sW8AewJHAse7+Tm75HMB+wKFmdpu7n9P0koqIiIiI9DP1tmzvBvzB3Q+vttDd3wWONLNFgN0BJdsiSVdXFxMnTpz2eNy4cYwcObLAEomIiEi71Ntne0XggjrWuyCtWwgz293MnjKzKWZ2q5l9ehbrb2ZmD6f178v3Ozezb6T+6K+bmZvZylW2cbyZvWFmz5rZNlW2/6+mVE76ra6uLiZMmDBt6urqKrpIIiIi0ib1tmw7YK0sSF+Z2RbA8cCuwK3A3sAVZvYJd3+lyvprAecCBwKXAFsDF5rZKu5+f1ptTuA/wHnAaVW28ZX0vP8DlgZON7Mr3P01MxsJ/BRYr6kVFelgasUXERGZXr3J9n3ApsCVs1hvM+DePpWocfsAp7n7GQBmtiuwEbAj8PMq6+8FXO7ux6bHh5jZ+kTf9F0B3P3stK0la8RcDrje3e8A7jCzE4ClgNeAXwCnuPszNZ4rMuBUWvErxo4dq2RbRERKrd5uJL8FdjKzQ9LFkNMxs9nN7GAisf1NMwtYDzObDVgVuLoyL439fTVxS/lq1syun1wxk/WruQdYzcxGmdmqwOzA/8zsc8AqwK97sS0RERERGWDqatl297+Y2RrAEcBeZnYdMw79Ny/wG3c/txUFnYX5gcHAy7n5LwPL1njOgjXWX7DeoO5+hZn9GbgdeA/YDngHOAXYHvieme1JtHTv4u4PVNuOmQ0DhmVmzQ3Q3d1Nd7fuF9Tf5fdhO/ZrETHLFrdMdS0qbpnqWlTcMtW1qLhlqmtRcTulrrXUPc62u++ZbmizN7AxPcnh+8DNwAnuXrqLAdMILYdXHpvZYUSL+YfAwcQFoxsDfyJa36s5EDgsP/PVV19lypQpzS2wtN2kSZNmeDx8+PABF7NscctU16LilqmuRcUtU12LilumuhYVt6i6Tp48ua71enW7dne/GLjYzAYTrckAr7n71N4Vr+leA6YCC+TmL0Dc5bKal3q5/iyZ2bLAt4BxRJeaG9z9VTM7j7h4cm53r7ZnfkZc3FkxN/Dc6NGjGTFiRKPFkQ6R/8I0atQoxowZM+Bili1umepaVNwy1bWouGWqa1Fxy1TXouIWVdd6E/peJdsVKbnOd8EojLt/YGZ3Al8ELgQws0Hp8ck1nnZLWn5CZt76aX6vmZkBvwf2cfe30xeSoWlx5e/gGuV/n/iFoLItAAYNGsSgQfV2q5dOld+H7divRcQsW9wy1bWouGWqa1Fxy1TXouKWqa5Fxe2UutbSULLdoY4HzjKzO4DbiO4ucwKV0Un+BDzv7gem9U8EJpjZvsClwJbAasAulQ2a2bxEn/SF06xPpET4JXfPt4DvBLya6UpzE3B46uv+JeBBd3+zabWVXtOwdCIiItJuAybZdve/mdlo4pbyCwJ3Axu6e6UFfnGgO7P+zWa2NXAUcDTwGLBJZoxtgK+SkvXkr+nvEUzfT3sB4MfAWpnt32ZmxxGJ/CvExZNSIA1LJyIiIu02YJJtAHc/mRrdRtx9fJV55wPnz2R7ZwJn1hH3ZWDJKvOPJJJ/ERERESkhdQgWEREREWmRAdWyLb2nfswiIiIiraNku+TUj1lERESkddSNRERERESkRZRsi4iIiIi0iJJtEREREZEWUbItIiIiItIiSrZFRERERFpEybaIiIiISIso2RYRERERaRGNsy1tpxvpiIiISFko2Za20410REREpCzUjUREREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWmR0iXbZra7mT1lZlPM7FYz+/Qs1t/MzB5O699nZl/OLd/PzF5J0765ZZ8xszvNbEgr6iIiIiIina1UybaZbQEcDxwBrALcA1xhZmNqrL8WcC7wR2AccCFwoZmtkJavBBwJbAlsBRxlZiumZUOA3wG7uvtHLayWiIiIiHSoUiXbwD7Aae5+hrs/COwKvAvsWGP9vYDL3f1Yd3/I3Q8B7gL2SMuXBe5192vd/Rrg3jQPYH/gBne/vVWVEREREZHOVppk28xmA1YFrq7Mc/fu9HjNGk9bM7t+ckVm/fuAZcxscTNbAlgGuN/MPgbsABzcvBqIiIiISH9Tpr7E8wODgZdz81+mpzU6b8Ea6y8I4O4PmdlBwFVp2YFp3tXAD4ENzOxw4ENgL3e/oVoQMxsGDMvMmhugu7ub7u7uOqrWuPz2B2rMssUtU12LilumuhYVt0x1LSpumepaVNwy1bWouJ1S11rKlGy3hLv/juibDYCZbQdMBm4BHgFWBxYF/mpmS7n7+1U2cyBwWH7mq6++ypQpU1pS7ooPP/yQVVdddbrHr7zyyoCLWba4ZaprUXHLVNei4paprkXFLVNdi4pbproWFbeouk6ePLmu9czdW1yUzpC6kbwLfNPdL8zMPwuYx92/VuU5zwDHu/sJmXlHAJu4+6eqrD8/cBuwNnEB5sHu/um07FXgC+5+X5XnVWvZfm7SpEmMGDGigdqKiIiISCu99dZbjBo1CmCku79Va73StGy7+wdmdifwRWJUEcxsUHp8co2n3ZKWn5CZt36aX82vgF+5+3NmtjowNLNsCNGNpVrZ3gemtXibGQCDBg1i0KDSdKsXERER6TfqzdFKk2wnxwNnmdkdRAv03sCcwBkAZvYn4Hl3PzCtfyIwIY2ffSkxxN9qwC75DZvZ+sQFktulWbcDy5rZl4DFgKlEtxIRERERKYlSJdvu/jczG02Mjb0gcDewobtXLoJcHOjOrH+zmW0NHAUcDTxGdCG5P7tdM5udaB3fIo1wQmrd3pNI5N8HtnP391pZPxERERHpLKXps92fmNkIoKurq0t9tkVEREQ60FtvvcXIkSNhFn221SFYRERERKRFlGyLiIiIiLSIkm0RERERkRZRsi0iIiIi0iJKtkVEREREWkTJtoiIiIhIiyjZFhERERFpESXbIiIiIiItUqo7SPY3b71Vc3x0ERERESlQvXma7iDZgcxsEeC5osshIiIiIrO0qLs/X2uhku0OZGYGLAxMblPIuYnkftEBHrNscctU16LilqmuRcUtU12LilumuhYVt0x1LSpukXV9wWeSUKsbSQdKO6zmN6Rmi9wegMnu3pa+K0XELFvcMtW1qLhlqmtRcctU16LilqmuRcUtU12LiltUXYFZxtIFkiIiIiIiLaJkW0RERESkRZRsC8D7wBHp70COWba4ZaprUXHLVNei4paprkXFLVNdi4pbproWFbeous6SLpAUEREREWkRtWyLiIiIiLSIkm0RERERkRZRsi0iIiIi0iJKtkVEREREWkTJtkgvWWbk/CKZWVvev9k47a67mc1rZoPbGTPFXcPMRrU7bq4MpTk/d8p7Spqrncdw2Y4hM/uCmY0puhxSn9KczMsgm5QUeZJr10mviGTEzAa5u1uYrYD4G5nZNgDu3t3q18DMBqc4c5rZQjO7HW0LYm8LHA+s2M4PUjPbGrgO2DQ9btfx/Gkz29zMtjCz+dLr3pLYRSfyZraUma1iZouY2ezpPTUgP4/MbIyZfczM5m7nF0czW87M1knH1VxtjLuZmf0A2nOOSjH3Bk5tdZwasRdu92dBOkddDezVzri5MrT6s2dAnQ90u/YBIiWBU81sbuAnwOJm9jhwk7tf2OK43WY2HFgVuLmSjLYyMUtJ4FQzmxPYE1gK+B/wT3f/X4tjzgUcAyxjZs8Bf3X3K1oRMxd/WeBfwD1mNszdT68kZK14rTP1HQG8DPwaOKDZcWrE3h44BdgfeCpbv8ox16K4uwK/AV4jku0/tOMLhpntCBwOvE2clzc1s+3d/d0WxKq8Z+cCdgOWAO4H7nL3W5sdr0r87wAHAXMBk4BHzGx3d3+ulfs2xR7u7lNafX7KxPsWcX5aHHgBON3M/uDuLR0H2Mx2IN6rswPvAheb2SHu/kGL4y4O/A14PX2JOrqScLfwPbsz8aV8m1Zsfxaxvw18AzjBzG5o5bGbibkrcDLwMDC+1fEycT8PLAfMDfzF3V9q1X7NnKPmBHYAFgAeIfKLJ5odry3cXdMAmYA5gUeBa4hE5Q7gPuCUFsWrjNM+F/AgcDewQWa+tTju3MADwATgIuBN4K/A7C2O+QhwCfGl5jbg78Bsbdi/nwReB/4C3ADskFk2qMmxBqe/I4CngQtaXb9M7GWI5O9b6fEo4FPAKsDIVtQ3bfO7wIfA+sCK6bX+Zhvq+xWgi/jQng/YGbgHGNHs/Zs7jh8lvrxdCPybSHy3anFdv0B8ofg2sEKq63XEl7nlW7Vv03Y3AX4FLJp9LVpY163Tft0VWBc4PZ0jF29x3G8Bk1P8pYCj0/E0VyvjpthjiEaPE4F7gR9nlrXiPbsLcQOTzdLj4cTn4NBWHUeZ2N8G3ktlGJFb1qpjuHKO+iIwmvjM+34b9ut3iC+L/yU+/+4A5mlRrOw56jHgxnSOepX43Nu21fVtSb2KLoCmJu5M+B7wH2DO9HheYHfgKeDPLYo5lEhwbwLuJBLfDWl9wj2M+FJxATAkzVs+nXg3alHM4amefwOGpnnrA7ek17qlJ/cU7/z0+v4pnfi+meav0oJYcwLPZ48d4LPAlsCawBItquOK6WQ+FFg5vb6PEEn/fcAyab2mvd5E60k3sEl6vGgqw0npcdOPY8CAwcBJwAmZ+fMD1wI7EYlaJTlsVsI9CPhD7r2zDPHFtRvYtYV13hm4IjdvaeBi4svNUs3et2l7X0t1exr4ObBIq+qYtrt8On52y81/FvhBK2Km7a8IPMT0X8THptf368B6wPytip/i/QPYDDiS+EK3d5q/ETC8iXFWS/t0r/R4hXRuvje99r8ERreojosDtwPbp8djgM+lc3OrYm6VO0eNTO/hf6ZzZauO5Q2IpP5rRAK8XjoPL5hZp6mx03nxnDQNSvM+Tvzi+HzlmOpP04DqEyMsTrT8vQPg7m8AZwGHAWuY2c9bEHMR4B3gF8TJdDbiJ+INKj/Vtqjf6brAR8BP3P0jM5vN3R8EbiZ+cmqFtYgW/EPd/cM0bwmiheEa4B9mdngrApvZYDMbCnyMaLU6kjjh7WNmbxGvebP7uW0OLAScm7Z9FtEv8jfAecBZZrZ2E+NVLAosTLTyHkd8gdwc2JH44vif1H+8KT9fptdsNeCr7n5h+gnzOeB3wE5mNs7T2b6ZPEwlPjQ/nbpiAfyRSNa+k6YHzWzJZtWX+CD7ONHF7KPUXehRotXoZuA3ZvbVVtQZmAdYNXucuvtjRN/TO4DzzGxUE+uKmS0KfJ9Iss8A/g/Y28wWbeH5aQzRKndNKsPQNH8i0VDQqmsB3ieSzGy3thOJL8fHEK/BTWa2YLMDZ/qjDyeSwl8Rr/euZvY2sJNHF55mnaMmEf2WdzOzLxMNER8ApxGtoWsBp6VucM02CJgDuNTMVgIuJ86NfwQeNrMvQPPOx+lYWQLYIJ2jzN27iEaXrwFrtej9CvAZ4CJ3v8jdJxPn47eB7c3s52a2cgveR4OIz4BrPbqTzO7RPfRK4Bngm2b2pSbGazkl2wNA5g19M+Bm9rnKMnd/m+hicTawrpkt3eTwLxAn1Wvc/SWi9WQokfxt2MKE+ymiq8HDAN7TF/EjYEloyYfZRKJ7zmNp+5sTJ9jzgRNSWTYzs282K2CmDpYS/OuBZdOJ5yRgWeID5j8w7YKkZtX7IuID+p9m9l8i0d+VeH13Ij7sDjWzpny5yZT7NuKn6EPT49+7+z3ufg3R//UJYNvccxqWErs93f2Syqz093LiZ//NLTT1fJnZ3jXEe+YBM7uBuPbhc8QXyg1TGY5MX7iasW+HEB+WY81sTo9++YOBdYgv5+cA3zezuVrwHroCeI74kjgsM/8pot/tMGClJsd8jWhtvczdDyfer18E9qok3E2OB3EuPtXdH0mPp6a/rxD7mkpcM5u9iXEfA/7u7i+kbf+GaPH9AvBpohvCO8QvDM1W+YJ0LfBJd59E/Oo5Ki2rnKubco5y98eJL+BPEt36/g18x91PcvcfEL/eLE+09jfbGKJecxLXWlxJdAcbTxxrl5jZx5vxpTFzfcEx7n4VxLGTXsPLiPPUrql/cyuMAtbJfGk5l0j81wJWB+40s88063M+bWMk8TkzD4C7v5cWjyW6bc5JdAvrP4puWtfU+4kaP7ESFy/cQ/QNXCy3bHGif1nDfTJnErfSv3e29HcM8dP/DaQuJcRJ8YdNjjss/TV6uq1cBByRWWddYP0mxhyS+X93YI/M43mIRPDwJuzjEcSvBMMrdUx/jyJalmcjkv/biQ+0G7JlaWJ95yH6fD4KjM8t24xIuFdqcl2HEq1xLxHJycjMfh5MfOE4uomv8RwzWedEoiVl2rHW7LhEgvkFos/2n0g/i1f2C/HT+BlN3q8HEr/SnAnsATxO6t6RyvEsMKqvdc2XI+3b04BbgS1I3bHSsuHAi7SgD2pl/+XqfxfRClzpUjJfM+qcPUfkjxkiUTi5Mp9oBNm3ma9xbt7iwMK513gi8Ytgs15byz3+PvGFphLrv+l1vh/4eZNiDs78vxRxIfVquWNtJHFx6HYtOJ4MuIpIrP9Dphsf8WX2eqJhZlCTzhk1u1URF8K+QJO7m2W2/7n0fu0ifjF4Ib3mlS5oFxHdR4c0Oe6+xJfUI4n84VHg6rRsE6I7yZhm79tWTRqNpJ+x6Ufh2InoK/wk8C93f8jMfkj0z/vQzH7h8e0f4kPsLuLiimbGvcjdJ6Vv3x+Y2RB3f8XMvka8CX9IdAHYnvgQb0bcp4ALU9zKVctDiFbtLqLVDjPbjvgZc90m13WQu3e7+28yzzHiJ9yHiX6hDbMY2m9bYDHgfjM7x90vSov/S7RO3Qq8RfSfW4robrFCphWkkfrOQc8+esPdL3P3N83sF0SL5MS0fuUK9EeJ13tq1Q03Vte/uvs/zexAoovSN4BjzWw3jy4PEC35LzUas0bc7GucrePRxM+0BwBH9va1rSPu39z9H0RrIGa2KbE/K4YQx99jDcSqtl/fdPdL3P1nZvY+cc3BVsC/3X2PtM5k4jXu0+eDmX2RSHIvq7xH3f1Di2Ha/gHsR3zxOC09ZSjR6v1qX+LmylB5r76fHg9x949S/Q34JjDVzM4lfil6hgZGtcjV9aPs+zB3zEwh3jMQrZKfIK4XaLR++dd4WtxU92dyT5kLeIMGjqeZxM2PPnUT0aVwIvFleUMi8R1CjJLV0EgwuZhTM/v2STM7zd3fhGm/VAEsSCT4faprrgzZsl9C/NK3GOmYNbOh6Rh/Eej2PrRsz2zf5spyHLAd0V10577EzMWvnANvJq7TWQr4MvEr9pPW023oKeKi348aiFE5R1W+lEzN1OuEtNr3iQuob3D3ndK8uYhfaCY3WL32Kzrb19T7iTjQ/kd8e36AuCDkGWD1tHwj4oT+N6L1aDHipPAWsGqT4z5F7uI8elq6xxAn2256LuTr9bf8euJWtktctbx/qveHwDatqmu+LvT0KW74YkWitfg94AfEaCdnEcnsj9LyhYmLVa4j862e+MltULVyzSJefnSKu9Kx9Dpx8c1iM3nu99P6C/emjnXU9eC0fHaipfd/Kc5xxAf5vfShFWUmcQ+osk+Hp+U3kS48bsW+zbxnfkJ8ofoR0SXrMqIbSa/qO4v9+s/KsUO00M2de+6PiRasefpY127il5eNM/MrFxbPSfwic1eKdVT6e19f9m3a9heBL+dfi8zjQZn/D0ivb1eKPbSBeLXqavmYxC8lh6d98Gjm9Rjciri59UcSDTE3NxKv3rjEF6hniXNn9hw1OrNOrz4HZhKz1i83I4jPgmv7Utcax1PlvTqM6ELZTXQjmT2zzuXAYa16jbOP03RoOp6WaEVdM49PJjMyFfEF6nLg1w3Eqrwn5iJ+Ydug2r4iurHkR3v5EdFtaERvj6WipsILoKmBnRYH/PXET+qzEUPC/Z1IpjdM63wBuJT4yecJosVo8xbF7SJ11ci8gQYTydhHlZNF5cTQ4rh/Jn4Sn0pKtBuJW2fMygfHx4kuJe/Sx6HiiOTypMzjuYhRZj4kdY8h+mCOzqwzw4d6L2NWuipcSrQuLgqsTbTQ/xdYIbf+Aqm+b5OujG9BXY9M84YTrY+nE32Jf0XPz5cNfYjOIu4h+deSuKDuxkZe217EPSzNmzsdw48SXcL+ToMJ2Sz2621V9uvSxE+37/Zxv65KjEx0Zir/dcBXMssr3c2GEb96nZ3WO6XRuma2XW+SUtm3I4hfSW7OHFd1J/t11DUf90+pfNMS+97EayRueg9tTiQnd/XlNa4jbmXb8wHz1thGb8/Fva3rVsR1EHdnytPQe3cmx1Nlu8OAI4j367PEsKy30ocvjb09ptK8cUS3lobPUfW8d4hfem8jLh7/DvGL592Z905v9+3sRDecSp/+dej5MlOtW9SiRLe3KcQF7Q3VtYip8AJoamCnRdJxYm5epQXuLeICOoghxMYSFzGMTfMaSnjriPsmmSHZiKThFtIQVG2KO1tat7tycmo0bi9ijiFaXG8Dvl6J2WA9hxItqL/OzKsk9DunejXUUl9H7MtJreeZeaOJVuUb6Ok3vTzROvc4ffu1YmZ13SnVdfuZPL/RD7J64n6ryrLK30Y/tOuJu0Nm3UWIXzEq6zRa31nt1xFp3lzAxkSCv2kfj+OViV9FliZGMvgHNZKy/GvRx7r2NvGdm0gUHqOBRLsXdc3W7SgiKWooXiNxidbHnYlfTdoRt08tyU2o6x7AsU2oa71fLIYQn7HHEI00R9CHBoEGjqn8NQKNNLjMqq6VL6fDiT7Ut6fpbPr25W1nYkSZTxH9vp8mk3Dn1p2buAnXHfSMq94vWrXdlWz3y4kYAeP+zOPKG2FuovXiNvr4k3eDcW9l+p/SKheANZxo9yJuJdaaxPBIfYrby5iLAUs3EjO/LvET/tPE1fzZ+UOID5CJwEJN3q+D0gns9My8ygl0UaLl75TMsnVIF0X2pr69rOsvUl0b6qLShLh9fo0bjLtotf3Tpv06vPJ6N+E4XiTz/+foSRi+mpnf1JtP0cskJT3+Lr1sYW6wrpVzxXB6ziUNdQ1qMG72gsLe/kLSSNw+jafdx7pmL2LvS3eZeo6nmvuwN7H78hr35n3ax7pO+5WA6JI0L31oDCDOMZ8nRpCpzKsk3OOrbZNohFgq83wl25qasHNq90dbl2iROYzcz2RE69T/yH2glyBu/ifxut6IzYzZpH2+BtF95bTsSSUT93XgE33Yfq3+nFsRF6Fsm5lX+bl/O+Invo/1p7qWKW4f9+tSza5rpUyZ+n2W6Kd8HenmJsQvX1/oa4zc44YSQfreT7yeuq6fWb9pdwStI+56/XHfFlHXBo+npt+xuB2vcYN1naERr9a5p571iF/x8i3z19OTcFc+c9eo9r7tT1PhBdBUY8f09FuanRgNYRN6hjYaRgyldDuwD5lhrYhvps8Dayhu58XMxd+EGC3lHKZP6nciEv1TSF2CMnHvBz7Vx9d4ONHHb216Eq/RRL/oaXelzDzvy6m+M7S6dmpdyxS3yP1apa6HkvlQZPoW1bWIn6hvIO4I+iwNXJBYR3lalqQUVdcyxS3T8dRp9W1VXek5Rw0lhqMcQ8+drisXeWZ/kbieni4lPyRGA1u+2fu2nVPhBdBUZadMP5LAQ8R4uE8TQ8sdS/TFnp2e8WpPJH6KnoMYEeNp4OOK21kxc/G3JS7yOJW4qOZ14uKlddLyXYmLtv5LDLu0IdH/9mYa65OXHSngLuKCnteJ0VO+neq1LDE+7h303LJ7EHEhzAM0mJS1u65lilvkfp1JXW8nhhScod8q0YI/NdW9r31qN6GNSUpRdS1T3DIdTwXv27bVlenPUTcS14W8QJyTPptbJ5twX00MQdpNH+4P0ilT4QXQVGPHxCgY/yR+yhlB9AvekrgA8jzi2+Fw4GBiKLR3iW+dXcAWituxMY0YyugWpr95yTzpBHoP6adQ4EtEsv8ucQK+Chq/up5oVbgm1W1ZYrjA04iLHY9Jr8HSxIgf7xItsNcQo470eiSboupawrht3a911vUuojUsO8zefESfzHvoe2LUtiSlqLqWKW6Zjqei69vuuqb1h6U6/ZNI4PckkvhpIx/Rk3BXWsH3JBLtjbLL++tUeAE01dgx0fL0n+wbMc1fmxjG79x0AA8lhmLbkfi2Whlru9ELA0sTt8C6zk4k7zulx5Wf/OcgvvnfCyyYWX8R4iTc15EpFiBa8L+Sm38Q0cJ5JOnOhsTV6T8D9gLW7sNrXFRdSxO3iP1aZ10nkmk1J4bPvIa+DXlXVALa9rqWLW6Zjqci6ltwXZclvuQvl5m3GPBrIpGfLqEmPme7gS0zZVeyranJO6Xnat/7SOP+Eglf5RvfOukA3Wcm22g0+SxF3KLqmolzF9OPElE50c5OJPpn1Cp3H46rRYifArdOj7M/HR5G9N+t2R+vwX1bVF1LE7eI/dqLuv6xxnP7clOiIpKyoupamrhlOp4KfI2LqutqRPK8em7+fMBviJvfrZyZvyzwufR/v0+03ZVsd8SUPZBy/+9H3HGu0pI6mJ5vlz8kRsRYsNEDsUxxi6rrTMpTucvn3pl5s6e/OxP9yMc04zXOzb8IuC/zOHvh58XAjS04vlta1zLF7aT92su6NmX0jbTdopKytte1bHHLdDwVUd921JUqn7Vp21cS3dtG59ZfjrgI84BZba8/T4OQQpnZYHd3MxtqZmOAT2QWn0vc/e0MM1vV3acCnpY9S7S8vufpiFTczomZi7+GmW1tZvub2ag0+zbiG/2eZrYngLu/l5a9S/Spm9Lgazwo1XewmQ0zs3kyi/cE5jSzK1LM981saFp2JTB75nGvtbuuZYpb5H5N8ftS1+6+xM5y9w+BQ4BNzWzvNO8DM5s9xT4CWMvMxpjZoNxzP6onRlF1LVPcMh1P0Bn1bXVdM+coS7MGZ+p0DTGG95ZmNjKz3YeAScSt4quVueHzc0cpOtsv88T0N0q5hPgJpws4M7POukSr1WPA5zPzdyP6QC2guJ0VMxe/MnLJ7cQV2E+TbmNMXLR2LPET2i/S46WJ5P9fNNglJ1PfvxE/Db5IjIAxmBhRZaNUjqvJjJsKHE70z5urwdhtrWuZ4ha5X4t8jdP21wC2BvYHRqV5o4GjiYtA98ytvw3xPh/Rn+paprhlOp4K3rdtqys956i5gBOIEZbOIvW7TstOJbq87UOmhRs4nmj17tMvBZ08FV6Ask70/LwyF/FT0bnAV4BvAJOBozPrrgH8iejzdBWRNL5HumWp4nZOzFz8TYhv7JsSF6aMIFoy/pJZZyFge+Jufi8QQ7f9lwZGpsjV92FidIqdiVtEdwNfSsuHAeuldZ4ihn/6PTHM0ib9oa5lilvkfi3yNU7Pa/eX1QF/PBUdt0zHU8H7tp2NAdmhdB8lGq9OJO5KeQfTN2KdRHRluYb4EnAUMeTuRo28vv1lKrwAZZ6IFqlTiCFwsi1RBxN9mLJjTg5Jb9ZfEaMLrJvmN/KBUpq4BdZ1NNFX9qDc/MOAq6usP4q4icDq9LQQNHIh1xCiNeEflRN1mv/ndALM9qcbRoxMcTZx45MNG3yNi6praeIWsV+LfI3T8zahvV9WS3M8FXgcl+Z4KnjfFlHX2YALifGzK9tYhmgp/15u3a2JluwHiYatTdL8AdE/u9o0BCnSMOJq3Nvd/Z3M/PuJG07MZmbm7h969Jf6e5oAyPSLUtzOiom7v2pmjwFP5BbdC2xtZrOl9T5I/dwmATdl4g72XvQHzFgYWAL4rbt/mLbdTbR2ru/e05/O3d8HDkzxBrl7dyP1LaquJYvb9v1aYF0xs9FEy9yx7p59P14KfD5TvheBM83sImB5ohX/zlTnIb2JXbLjqZC4ZTqe0vbaXt+i6kok1oOIiy8/TDEeNbPbgZVTGWZz9w/c/RzgHDObE/jI4xqTRvOKfkHJdoHc/V0z2w94A3o+GIkLI95z93cr65rZ3O4+Ofd8V9zOi5mSdwf29xkvbPmIuABzqsfFmAArmNkDmcdk/+8Nd3/GzI4hxg+HOPl1Ey0XnlnPzWwud3+7Mqsyvzfxiqpr2eK2e79C4cdxW5OUsh1PRcQt0/GUnlPUuaKohp5JRMv29Wk7lc/aqUTrOsCHubK+k/m/obyiv1CyXTB3fwamOzAh+i8NM7Nh6RvfDsB6ZvbdzIeo4nZozMpJoxIr0+LoxHvuw8pJ1MxuBLrcfeO+xKzE8fDv9HhQ5qTpwOhKi4WZbQksZ2bHuPu7jZ7oiqprmeIWsV8zdSrsOKaNSUqZjqei4pbpeErPKexcQTFfaJ43szM9/ZKWif860Y2l0hiwJTCXu/+hkTj9lYb+6xC5N8ZU4sYU75vZdsAfgSublfCWNW6BdfVM0vMRMMhiGMLLgfmJCzabEif3OFtfJ36u+8jMtiUunnvAMy37zSpDO+papridsF8r5WjncZxNUiqJCtWTlKMbTRBmVoaBejx1StwyHU+VcrTrXFFUXStxc+es9wBLMXcgzlGTZ3z2wKaW7c40DHjWzL5NXOC0tbv/NfOtVXH7Z0yIFvXBxIgniwHLevTBbaSP3CzlWvOfNrNNgTOJ+p7X4vq2ta5lilvwfoU21jVXj2lJCjFqwvzUGJ+3iQb88dQBcct0PEGb6tshdZ0PmGJmmwB/ALZx97+14RzVUZRsd6Zu4NPELU63rSSBitvvY0IMjbQM8dNayz/EfPpuMxsDXwK+3ab6trWuZYpb8H6F4l7jIhLBAX88dUDcMh1PUEx9i6rrW8D3gG8D27n7uW06R3UUdSPpTE8Rw/F8093PyfX1Utz+GxPg38BxwDpt/ECBnp/tvu7uf2lTfYuqa5niFrFfobjXuJKkDKV9yUKZjqei4pbpeIJi6ltUXV8hcs1N3f3PbTxHdRQrWX07XuWnFTOb193faNeBWaa4Rdc187hdHyiVeEu5+5PtfI0zj9tS17LFTbHatl9TvCLrOgdxS+kDPfqptzR22Y6nIuKW6XhKMYvat22va4q7AjHu9sSyJtqgZLvliuqXVKa4Zev71VuWGWs5fcnQ6zUAlG2/Fv1lVQaWMh1PnVLXgX6Omhl1I2kRMxsE7f8GV6a4RcZM/w+eybKm90mrts164njuCvF6X6+i6lrCuG3dr2n7hR3HjcrXr95koYTHU9vjlul4gv5X377UFaavUz3z6y1HmahluwUsBoWfamZjgc2JixKecfezM+sY8frnx8JU3M6NOW0ECDPbBfhMWnSDu5+VLVe2DM1odczUdwzwMeJilyfdfVI2pk0/SkXDiqprCeO2db/mt1XAcZyNnY+RXdaUFrASHk9tj1um46nKdovat22pazaWmS1G3IFyEPCcu1+fW29a3GaerwYM9+LvGT+QJnq+wKxI3LVwAnArccfCfwJL5tZfk7hIb9pzFbdzY6b/jwFeBn4J/AWYCPwys3xw+nsscEYTjqlBmfreBzwG3A1cAyyejZn+Hweskn1uf6hrCeO2db92ynGc/t+FGNv+j8QIBdPFzJe3kfdtCY+ntsct0/FU8L5te11z21gJeAa4gfi8fRk4rMr6y5POXZpyr03RBRiIE3G3pNuBE9LjYcQH6vPAxZn1hgAnEjdYWUJxOztm2t72wKPA6unx5kRr5FPA7zLrDU0nxaeBlfsQr3KyWxp4MZ3YRwIbAu8ADwMfy9R1MHAL8HB/q2uZ4ha5X4s8jtP/7U7KBvzxVHTcMh1P7a5vB9R1AeB/wPGZx68ClxAXPmbXu4UYS3swDTYIDNSp8AIMxIkYLP5+4MvpceUNsDxxN6XvZdZdlGiNHa+4nRWT+Aa/YW7e3sRdtwC+RrSs7wMcDrwJHJdZdwxwEbBGL+OuQeaLATCc+MLw28y8W4GbgBuBx8m0JgAfJ1ogPt8P6lqauEXs1yJf4xpl2Z4WJillOp4KPI5Lczx1Un3bUdfMNrIJ/jjg5vT/YOA24DJg7jRvbGbdw4Gb+rpfB+JUeAEGwkTPz8GVv/MCk4C9MusMSX8vA36de/5+wCKK23ExfwAMqzJ/cWBB4B5g/zTvE8S43ZOBH2fWXa0X8QwYRdxw5x/AopllGwJfSf9fnuo4J/DNtP4LwDJp+dzAYcD8nVrXMsUtcr8W/BoXkQgO+OOp6LhlOp4KfI0LS/Dp+YwdS/xaPA54gPgV7hbgCmBkWmd54PfAJ9JjAy4EFqYP3VcG4lR4Afr7RE+L6lhgd2Cx9Pho4F5g49z6f6+8KUjJoeJ2Xszc9g4Ets/NW5doeRybHn8K+BvR2jDDz2e9OfEQfczfAs5hxv7nawH/BVZMj1cjWkH/DXwxs16jr3Vb61qmuEXu14KO40KSsrIcT0XHLdPx1O76FlVXerq3LUPcjGaHtP2biT7bV5E5B6VyXsf0v9gpya722hZdgP480fMNcCWiH9UppK4KwKrEh+qdwE7p8e7ERXxfUNzOjVmlDL8hWhm3yMxbBXgCOBRYimiR/FPmZDW4wVjD0t9PA1OA3zH9z3RbAh+QWkeB76aT++j0uE8nunbWtUxxi96vBb/GRSSCA/p46oS4ZTqeCnyN25ngV8o8B/BDMr8OA3ukuh+W6jkG2A14G/hqX/dpGabCC9AfJ6a/MnihdOD/glyrE7A6cHw6IJ8gRhvYLC1r5M1emridUNfc/GOI/nFbpsfzpPI8CzxH9GMb2mjc9LxKC/5KwI5E391u4ExSywGwGPCfVM8zgY8aPdkVVdcSxm3rfi36OK4Ss6VJSgmPp7bHLdPx1En1bUddM9s1otX8SeLCyz1zyw9PcV8F7krrNfxZW7ap8AL0p4lI7Abl5n05HZgLZublE8IFiTF0K61W1puDs0xxi6prek42wV+e3MUlxBXgHwBbp8cjiZ/Y1qUnoepTtxXi57uudAL/DtHXfArRgr9IWmc80TL6F+BLlfr2h7qWLW6792vRdaXNSUrZjqci4pbpeOqUfduuutaIdxqR4P8WmDO37FPARsA69FxL0uvP2jJOhRegv0zEwPX/BT6Zm79FOugXrvKccWQuhlLczotZoxy/IL7BTyEuMtkgs+yX6cS3VZXnNeMn0sOBW3Lz1k5l+XP2NaCna0LDJ7ui6lrCuG3dr0XUlWKTsrIdT22PW6bjqd31Laqu2fNLrgwnpXjfokrfcU0NHE9FF6C/TOngrly8ND89P9mMTwflllWeczDRgtWXN3xp4hZY1+xJZhNijOONgP8jWg2uAzbNrPML4pv/ei04zo4Fbkz/GzBb+n8XomvBWcBSleX9pa5li9vu/dphdW15klK246mIuGU6njqlvu2qa/Y5xGftx4DlcstPI8b83wol3H3ft0UXoD9MuTfhaOBK4ITKfOJb4NvApsTNVuYkLth7iz6MJ12muAXFHJF7vCHxk93emXmLEnf0uw74Rmb+HjRhpJMqZfoq8cVivfS48oXj68AjxM15Vu4vdS1b3Hbv106oK21MUsp2PBURt0zHU9H1bXdd83GBFYhh/e4nzk/HAZ/KrHcaMazgt4HhfYlZ9qnwAvSHielvmTwCOJm4mOloYFCafpXeBPcTdzZ8lcxFDYrbWTGBM0g3vknbHkMMn9TNjGN0LwpcnU622+SW9XU4w6GkVs70eK5UtoeyJ1RidIr9gVH9pa5li9vu/doBdW1rklK246mIuGU6ngret4U3BhDXkbxA/Oq2AHFt1AfpNVkts96f0/yF+hqzzFPhBegvE9GPauf0/zzAz4m7vf2Enm+J/wfsTFwAtWqa19d+l6WJ286YxA0CKheVzJH+LkdcZX0bsE5u/UWIsU1PasKxNDgT7x/EXQEvAFZJ81cguhW8R/yUeGE62WVPuL25iKyQupYwblv3a8F1LSIRLNvx1Pa4ZTqeCnyNC/tCk3nuMOLX4j+kx0OBa1PdXiHOX9mEe8W+7F9NSrbrf6Ei8bsm83gkPcng0dS4klhxOytmfhtEV5RfAgukxysADwIXA5/LrTu6r2Wgp/vA8umk9mdgm1TH20iJF9G6vw0xWsVvSXcTo8GRGtpZ17LFbfd+LbquaRt706YkpWzHUxFxy3Q8FV3fdtc1s53Bub9fIYYRNOKukFel+ZsQfcbPBdZM8yz7V1MDr3/RBejUKX9QEYO8P5SbV0kG/5PeqM1IBksTt8iY9LSUn5JOZIcBY9K8FTMn2s9W2UZfRxKYl2j1/FVm3s1E//OHgW/QMyJFtk9fb4duLKSuZYvb7v1a8GtcRCJYquOpiLhlOp4KfI0L/UKTtrMksFv6f1T6uzGR6Fduub4hMd7/s2T6b2vq42tfdAE6ccq8EUcC86X/1yS+dY5h+v7F8xAX8t1JGndScTs7Zvp/mcz/x6RtH5E70d5HJEsrNeGYyiZXCwA/BpYgfka8Gbg01XNimralDxekFFXXEsZt637tgOO4rUlKCY+ntsct0/HUCfu2nXWt8vy9gQ+Z/vbq3yYukvx4erwLcEClTJqaMxVegE6d6OlH9QgxMsZ1RAvVt7IHalp3LtK3QsXtzJhMnxR9mbjA8kuZecdWOdGuQtxgpCldZoi7BK6T/q+0IhxK9JVbOFOOD1NZGrogpai6li1uu/dr0XWlzUlK2Y6nIuKW6XgqeN8WleAPrhL/EmACPb+yrQNMJq4h+QvRheRrfYmrqcq+KLoAnToRLVNfAdYnhsM5nriA4SPi2+j/gBuJLg59vplJGeO2K2buBLsx8EdgEnHb7Ow4pscCdxAtDQvV2kYD8Y24AOUK4OzcstOIW+1W+vAdAWxJuvizv9S1bHHbvV87oK5tTVLKdjwVEbdMx1MH7dsiGgOWAQ4hXfBI3KX5RmBXepLxrxMXRV4AbJzmqX92E6fCC9ApU+agGw4MrnagAX8lhp9bCdg9vTm+qridGzO37WOBp4hWxxOAJ4HrKyeXtM4xwDPAd9Ljpp1w0gntbeDz6fEg4Ox08t0G+AFxE4FV+mtdyxa33fu1iLpSbFJWquOpiLhlOp7aXd8OqOtQortKN3AZcGSafzLRwj1vbt1pt31vxvGsKbMvii5AJ0z0JIHLE30sbyAuGNiETL8loh/Vn6o8v9E3YmniFlXXzPNXBp4DvpCZt346Ad0IrJ+Zvzt97xuXPclWxgkfQbQc/DJzUhtJJGUPA08D32zC8dzWupYpbpH7tcjXOG2v3UnZgD+eio5bpuOp4H1bSIKfHm9MdNXcn/jcvQjYnLgb5aHN2p+aZrFfii5Ap0zAssAbxHBcXwB+T4yBu1Hl4AV2A65P/zerH29p4rYzJtMnRbMDHwdey55M07INiP5qNwFfzi3ra8K9CLk+d8St5V9i+i8Yw4h+v4umx70ddaSQupYtbrv3ayfUNbONlWlxklK246mIuGU6njqlvu2qay7mosC2mce/JfqAG3Ai8Aci+W/q7eY11Z4GUTJmZrnHg8xsELAvcIm77+bu1xJvyuuA69y9O63+NrCKmY0AXHE7J2ZeZXtm9nPgQGJEiFeBZVJ5LK13BdHCPhjYxcxWzGxjaqPxzWxuojXjLjM7xMzWSdv8JfAocEymDO+7+7Pu/lx67J7OkJ1c17LFTTHbtl+LrGt6v1b+n514X1a6f1W2exXxwb0ycLiZfTnN/427TzWzwfRC2Y6nIuKW6XhKz217fYuqaybmUCJpP9bM/mZm8xN1fxb4vrvvRdwH4JL0lMmNxpL6lSrZNrPB7u5mNsTM5oB4M6Y35ALEN03MbCJxkd433f1dM/uSmY0FbiH6Wb3Vmw/NMsUtqq6Z+NkT3drEyCYXu/sdxAUgvyB+Vhuc1pkHeJEYwH8lYI3exqwW290nEz/b7Uz06T3RzP5qZssC/yZO+ks2Gisfr511LXPcduzXfMx2H8fQ3iSlE/brQI9bpuMpxSmsvgUl+NMauNz9Q+LukJsQyfwlxC3eJwKLmdni7n69u+9BjPp1a2M1lV7xDmheb+dEDCH3X+IGKnNl5v8Z+Bvxs86/6RnwfShxsdMPyd2IQnE7Kuao3OM9gIOBn+bm/xZ4N/09gug3d0tadjXw1waPq0qf9AWB8UQ3mUr9liSuQr8vxZtA/Hy3b4OxCqlr2eK2e78WXdf03Oz7b23i5+/KKAY/JS70/CrpVtFEIvFXYC/gCWDnTq9rmeKW6Xgqur7trmsmVuUcNTcwH9N/5g4lfom7CHiZ6MZ5aGa57gzZpqnwArS9wvAj4gPxbWAfYO40/0vERQRPkW6hmubvSPz88nnF7cyYxN0lD8o8NmLc7m5i7NAhufX3Ilo3/ku0ZAxP86+igQtG6OlvvhJxc4D7iBaLV7J1SuX6DnGC76aBsUyLqmvZ4rZ7v3ZAXduapJTteCoibpmOp4L3bSc0BnyS6JN9N/FZ+m1gkbRsEDHc38/Ta9ENLIQS7LZOhReg7RWOi5suIEbE6Cbu+DYImCO9Ae4nvgXuQ/SpegfYXHE7NybwGXoG6J8z/R0GnEH0R1svzcsO7D+UnmRqduAnxDf/hm6cAywOPE9cUT4UWDjV/dep7vkT/aL5MnVyXcsWt937teDXuIhEsFTHUxFxy3Q8FfgaF1XX7B2Wl01lPhkYB/yMaBA4mHQ+yqy7GTC+3jiamjcVXoCWVi73gZfeCCOIn272A76R3hQHp+UjiHFxryDGvPwzsGG1bSlusXXNxNuQnrv3HUzcSGTB9Hgo8M90IlqzWrmJZOoPRGvAynXEG5yrq2XK8a/0/xDgVqJ/eqVVf1j2+Znn9Wb/trWuZYpb5H4t8jVOz21rklKG46nouGU6ngret+1+7yyfLTswJ3A+cEpm/rXEEIJvEI1bC1fZjsbRbvNUeAFaVrGeD7/BpLFvM8vWAV4nvhHuQGp9za0zJPOGqPvALFPcouqaWX8BolvKT9K8zelpdVwwE+NCYli2NarVAVgVWLIXsecktQ7Qc7LejfgJbxjRanEFPQnZeOIOmcMaPJYLqWsJ47Z1vxZ9HKfntfMLTdmOp7bHLdPxVHR9C6jrJ4nxuY/KzBtFdMP8ZHotrgeuTMuOIz6DjyLXwq2p/VPhBWhp5eKCgXuI8Zx3TfMqyd0ZwA/S/99Pb84DSB+kaX6jg8qXJm5Rdc08/xjiJ7PR6fFGwFTgN7kT7d9T/BWacFz9MG3rK5l5KwCXA48D1zB9S+l+xM16FuhvdS1T3KL2a0F1LTJJKcXxVGTcMh1P7a5vUXUlumceTVw7kr3IcbH0d2diNK/FM4/fIJL5jzfjWNbU+FR4AVpauRjXuZu4qOl/xEUIewBjgK2Bx0gX6gG7pnUPou8JYGniFljXSuvAx4iL1/ajp6W92ol2KNGXrRk3DFiQuKX8VNLFcET3mD8TQzztkubNRbQ6vEXuRgn9oa4ljNvW/Vr0cZy219YkpWTHU9vjlul4Krq+7a5r2t5CwOHAQ8ARuWUHESMizZce/wDYDvhYM/atpj7uu6IL0PIKxniTbxH9hI8lhph7iRj0fXI6ICstsbvTxw/PMsYtKOa0vrHpZPaf3PKNiHG8TyJdlZ1ZVveJtlLuKvMXJC7u7Aa+kebNR3QzuJfoM3dleh02z5a5U+tapridsF875DUuIhEccMdTp8TtgLoW9YWmiNe4qLouTE/CfVhm+d5Et5GfA78kbse+fl9iamreVHgBWlaxzFXAwDnEiALfIPpebkdcCfw+8N0qz+3Lh2dp4rY7JvEz2tB8fGD5dJLZKbttYgzkbhofz7qyndmBrwFL5ZbPl06q3cBmad5I4la8hxBXfq9a2VZv6tzuupYpbpH7tcjXuMZr0OovqwP+eCo6bpmOp06obzvrmp4zQ8MAPS3cj5Bp4SZ+mbuZuL7k683av5qacNwUXYCWVm76/pV/IVpfN02P5wDGKm7/iAl8Op0w/wJsn1s2HzHU4DnpcfbCy7Vg+uGXehl3NqIfXDfQBZxO3KBgyVS/4fSMX/qNfl7X0sQtYr8W+RqnbbT7y2ppjqcCj+PSHE8F79uivrxVWsw/BnwPOIEYfGAEcb3U4UQLd/6iyRGV8tCHRjxNzZsKL0DLKzh9Mng20a1hU2A2xe0/MYlWyO8SLQnvEH3T9gPmScsrJ7c10+NB2ZNMHz7MRhEXet5LJGfHED8dPpam/Yi+6L8jWvE36Md1LU3cIvZrwa9xEYlgaY6nAo/j0hxPBb7GRdW1krivSHRbu4y49fpTxHUk89DTwn0fcEyjsTS1fiq8AE2rSO6nltwbLJ8MvgZsQROSwTLFLaquuZgjiREi/pFOMC8SF2l+hmidPJ10o4AmxlyAuGHA5cB+ad5KRIJ2KfHl4kF67s41H01oTSiirmWKW9R+LaiuhSRlZTqeioxbpuOp3fUt+L0zH3An8LPMvFeAs4DZ0+MxRJ/wx4Clm308a2rOVHgBmloZWJToKzxDvyimTwYvIG6b2uchu8oWt8C6Wu7vbMDHiZ/V7kknoClEv/GFWnBsLUz0wbuDNJxhmj878RPfTkRL6ab9ta5li9vu/Vp0XVO8diYppTqeiohbpuOp6Pq2u64p5qLp3LQA0b3tduJuk5Wx/pdJfxdGiXZHT4UXoCmV6HnjHQ9MBOZKj/Mtsdlk8FOK27kxq2x3UL4smcfLA98EHiXu8Fd1pIkmvO4LEonZf8ncorfaa5UvYyfWtWxx271fO6mutCFJKdvxVETcMh1PnVLfVtd1ZucUYhzu/wHzEy3qV9LTH3t5opvb8r2Nqan9U+EF6FPhZ7xF8oh0wJ+UWSf/huzTbZXLFregmNkLUdacyXr5E/F8lXlUaXlv0jGXTcz2r/UadHpdyxa33fu16LpW2WZLk5SyHU9FxC3T8VTwvm1bXTPlHAKMBb4OfJHMjW6Ie1d0A9fmnrsr0fC1bCOvr6b2ToUXoM8ViG+Y36Hn55SvpgP/m4rb/2KmE9fJ6f9fET/XzVvH87J95FrSsp3Z/oJEq8Z9wIH9ra5li9vu/Vp0XWlzklK246mIuGU6ngret22rKz2NUnMRFzz+l+gTPpW4SdwBaflngduAG4juJOOIRHsKsEkj+1RT+6fCC9Cnwsdg8ZcQ3/quB76SDtw/AKcAYxS3f8Ukxj3uTieeLmCloo+zGuVcGPgtsFZ/q2vZ4rZ7vxb8GheRCJbqeCoibpmOpwJf47bVlZ5EewTwMHGN01eAJYiW7auI7imHp/W+SiTcbxMXQt5LauyiD7++aWrfVHgBel3g6X/SGQx8C/gPcFx6Ux5IXJn7IulOhY282csct6i6ZmJem060Z6fHHXkyoTmjyhRS17LFbfd+LaquRSQpRe7XMsUt0/FURH3bVVd6ulfOTdyR9i+kkUUy63wMOJPp71Q7CFgX+ASpmwkaR7vfTIPoZ9y928wWN7PV3X0qcDEx6kUX0X/qE8CcxM8tp5vZEu7erbidG9PM8sfhP4EDgM3M7ESidR0zs9zzjAK5+we9fU5RdS1b3L5oZL9CZ9TV3S8ifoH6NHCxu9/biteybMdTEXHLdDxB8fVtV13d3c1sNuJzFXffxt3fM7PBlrj748RNtt4Etk7zut39Ond/xN2fqmzLPbJu6XBFZ/u9nYghuSq3Ut4rPV4MeJr4qWUOYD2if1M3sIridm5Mpm9F3x7YCpgjPd6EuKHIiUx/a/im3GCkgGO3kLqWLW6Z9m0+dnq8J7A/0afzRFJLPTNe3NXoRb2lOp6KiFum46lT9m276pqePy/Rcv0fpr8ge7p+38DuwMu0qGuqpvZNhRegrkJWvxhhV6JP0z+AHYiuDr8DFsust6LidnTMbF+3XwAvpDiLZOZ/PZ34fkcMg/QvovWhX/10VlRdyxa3TPs2bbetSUrZjqci4pbpeCp43xbaGEBckP1rotvKAZn52eFzDyX6aPfpJkCaip8KL8AsC9jzDW9BYB3i4oF50rzV05vhXuIWprcAm1XZRl+G2RvwcYuqa+a5308n2NVz8+dMfzcirtK+nxjgf2hfYxZ4PBdS17LFLcO+pdikrFTHUxFxy3Q8tbu+Rdc1EyM75Gg24R4CDEvLTiBzG3hN/XMqvAAzLVzPTyorAQ8QVwdPJFpb107L5gHWAK4jujS8THR76PM33jLELaqumfhGXCByXHr8MWBz4mrsy0ldVIBFgNUy5e133/SLqmvZ4pZp36ZttD0pK9PxVETcMh1PBe/bwhsDmD7h/lFm/neIe1p8vlmxNBU3Va6K7VhmtjjRmvpn4GBgNPAccDJxe+WpmXUPBG5396sVtzNjpgs9PPN4MNFysDhxh6z1iIsx3wRGEUOxjXf3rsxzBnkTLj5ttaLqWra4ReiUuqYLuP4MvOTu+5rZx4hWuJ2J8XoPcve7zGwRYCHgLo8LoIe4+0edXNcyxS3T8dQp9W1XXessy4LAj4lfkv8MvA6cBWzj7uc3M5YUpOhsvzIxfT8lg2lfBDYE/pX+H0LcpekyYO40b1iVbdX9rbNMcYuqa+Y52T5yQ0mtEsDawPnEBZgH0NOKsRvx011L7gbZ4uO5kLqWLW6Z9m3a1gx3awVOA64ADiKGS7uE+MC+lPiVamSt8ndqXcsUt0zHU8H7tu117WX5KjfVepL4BXnrauXW1D+nIXQId59qZnMSP+dcnxlyZyywmJkNI77xvgls4e6TzWw88BUzO8jd389sq+7m+jLFLaquMH0rhJntS7QgLGdm5wPnuvtmZja/u7+WedpGqSwd39KZVVRdyxa3CEXWNRd7KPE2/MjMziZGUfgucUOeqzxa5HYDvkTcCGMar7M1sGzHUxFxy3Q8VYlZ1L5tS117y91fMrNjiAavi939ysxntPR3RWf72Qn4IfGG+kpm3gpEn63HgWuYvnV2P2KsygUUt3Nj5uL/DHgV2CmV5T5i+KN50vIRwAapPPfSvy+YK6SuZYtbhn3L9K2B+wLnEC1vBwFLpfnz555zKdEPtl/u1zLFLdPx1O76Fl3XBso7ra5FxNfUov1adAGmK0z8jPIror/U19K8EcTPOq8Cu6R5cwE7Am+R7mCouJ0Zk3S7W+LuV+OIC03WTPPWA94Dts+sv2wqy1/o+XmxX1wwV1Rdyxa3TPu2SjlanqSU7XgqIm6ZjqdOqW+76qpJU7WpuMA1+j4RyeCJROvrN9K8+Yh+VfcStze9kulvY9qbD5LSxC2qrpk4awOvAfOlx58DHkn/f4NI5HdNj+cANk0n40Uq8fp6gm3j8VxIXcsWt0z7Nj2vrUlK2Y6nIuKW6XgqeN8WnuBr0lSZigna8waaHfga6aeczPL56LmD4WZp3khgfeAQYDNg1cq2qD/5LE3couqai7EM8ChxlflQYBXgNmA7og/e9zLrjgfOBpbL16E/TEXVtWxxS7Zvi0gES3U8FRG3TMdTga9xaRoDNPWPqbjAMBsx3Fw30AWcDvwUWDId/MOBn5NpfVXczo+Ziz8EOAK4G/hsmvefFG+vzHrDiT5yf6efDtxfVF3LFrdk+7aIJKVUx1MRcct0PBX4GpemMUBT/5gKG2fbzEYBxxNXI78D3ABsTCSIAL8nrgRembiz01fd/QrF7fiYy7r7w5nH8xAnuYfd/asWY3pfRJwAT05l+QoxjunKHleI95exlgupa9niFqET6mpmQ4hfmb4G7O7uN5nZf4C1iPHvT0zrDScSlCnEr1T9Yr+WKW6ZjqdOqG876ypSlyIzfWAB4o12ObBfmrcScAzxDXcy8CDxDbib6PrQjCuhSxO3nTGJk2V32u4SpDFKiZaDd4E90uOFiBPcncRQg6fSczFKv/jprqi6li1umfZtet6yucfzEC10F6fHixMjKdwP7ErcAe+q9LjSz7Q342iX6ngqIm6ZjqeC923b66pJU71T8QWIO0OdRNwK9QeZ+bMTt2zdCTgD2FRxOzsmkcQ/S/SHu5QYWmnltOwUomV95cz6I8ncMKfRD5SCjttC6lq2uCXbt0UkgqU6noqIW6bjqcDXuDSNAZr659QRt2u36W9VerG7H11jPYPe31BFcVsXs/JTX/rZbjCwFzGEUhfRkvBFYpil94m7dZ3k7seZzXC7XmvW69sqRdW1bHGL0Al1NbOViGRhJHAjcBNwmbvfbWanAJ8Evu/ud6f1RwJTPN1syuq8jXTZjqci4pbpeOqE+razriINKTrbr0zEcHQnAf8F9s/Mb+mFCmWK24qYwGK5x/8HXA+MT493IYYQ3D/FfQ34RNHHW3+qa9nilmzfDkp/hwDDiITkqBTnJKKL18bEKEFPAfum9fO3nu7NMKSlOp6KiFum46nA17iQumrS1MhUeAGmK0wkgycQg80fqLidHZNoJe8Gjs2eOIGfAC8CC6XHnyHG9b4urX9C0cdaf6lr2eKWad+mbbY1SSnb8VRE3DIdTwXv29I0Bmjq/1PhBZihQNG/+LfAWorb2TGJC1D2JO7KNQE4KLPsTGIc77nT43nTSfkk+mHfuKLqWra4Jdu3RSSCpTqeiohbpuOpwNe4NI0BmgbGVHgBqhYKZlPc/hOTGNP0DOAJ4GZiqMHvpBPtGmmd/E93/S4pK7KuZYtbhn1bRJJS9H4tU9wyHU/trm/RddWkqbdTR1wgKf1fuuBkZeImOaOBy4ANgavdfbcCi9Z0RdW1bHGLUERdzWwZ4EBgHeJn7z1TGT4P/M7d/1vlQrI+X9BVtuOpoH1bmuMpbaet9S2yriK9oWRbms7MfgqsQNwydyRxd8oLCy1UixRV17LFLUI761r0F5qyHU9FxC3T8ZTK0Jb6dkJdRWZFybY0TfaOX2b2aXquBP/8QGtJKKquZYtbhKLr2uakrFTHUxFxy3Q8pXiF1bdMjQHSvyjZlqaqNU7qQPzprqi6li1uEYqoa4EJaKmOp4L2bWmOpxSvrfUt+guNyKwo2ZaW68uNGfqboupatrhFaEddO+ULTdmOpyLilul4mllZWr39gdgYIP2Pkm0RkQ5Wpi800nplOp7KVFfpbEq2RURERERaZFDRBRARERERGaiUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEZF+wcyuN7Priy6HiEhvKNkWESmQma1oZheY2dNmNsXMnjezq8xsz9x6B5nZJn2Is7yZHW5mS/a1zJ3KzNY0s24z+1mN5QeYmZvZRu0um4iUl25qIyJSEDNbC7gOeAY4C3gJWAxYA/iYu388s+7bwAXuvn2Dsb4JnA+s6+7X963kxai0arv7+JmscwrwHWCcuz+Qmb8E8CBwqbtv3tqSioj0GFJ0AURESuzHQBewuru/mV1gZmMKKVH/9yPga8Dvzezzmdt1nwR8COzVjkKY2Rzu/m47YolIZ1M3EhGR4nwMeCCfaAO4+yuV/83MgTmB7VI3CDezM9OyJczst2b2iJm9Z2avm9n52e4iZrY90aoNcF1mG+Mz63zJzG40s3fMbLKZXWpmn5xVBcxsXjP7pZndZ2Zvm9lbZvZvM/tUbr3xKebmZvZjM3sudZu5xsw+XmW7u5jZ46lOt5nZ52dVlvS6dREJ9WeBndK2vg58BfiRu79oZoPMbG8zeyCV4WUz+72ZjcqV4WvpdXjBzN5P5TnEzAbn1rvezO43s1XN7AYzexc4up7yisjAp24kIiIFMbMrgDWBtdz9/pms9y3gD8BtwKlp9uPufkvqHnIwcBHwHLAk8D3gLWB5d3/XzMYSCej3iSTwobSNq9z9ZTPblujGcgVwKTBH2sY8RHeMp2ZSttWAvxLJ/JPAAsB3gblS/BfSeuOJLjMTgW7gz8BI4IfA/e7+mcw2v5Pqe3Pa9lhge+AN4NmZdSPJbOMSYC1gNeB64Fngc+7uZnZa2t4ZwJ3AUsAeRDeTz7r7h2kb/wQ+AG4H3ga+AGwG/NLd98/Euh74BDA4lfd+4GV3v2hW5RSREnB3TZo0adJUwASsD3yUppuBY4D/A4ZWWfdt4Mwq82evMm8NwIFtM/O+meaNz607FzAJODU3fwHgzfz8KrGGAYNy85YEpgCHZOaNT/EfBGbLzP9+mr9CejwUeJlIyrPr7ZzWu77O13aJ9Jq9TiTMle1/Lm1n69z6G+Tn13htfwe8AwzLzLs+Pfe7RR9TmjRp6rxJ3UhERAri7lcRLdsXA58iWnmvAJ43s6/WuY33Kv+b2VAzmw/4H5Eor1LHJtYnWrDPNbP5KxMwFbgVWHcW8d939+4Uf3CK/zbwSI34Z7j7B5nHN6a/Y9Pf1YAxwO9y651J9G+vi7s/DRwBzAsc7z2/HGyWtnNVrr53pnKvm9lG9rWdO613I9Hyv2wu5PtES7mIyHR0gaSISIHc/XbgG2Y2G5Fwfx34AXCBma3s7g/O7PlmNjtwILADsAhgmcUj6yjC0unvtTWWvzWL+IOILiq7Ed0xsv2ZX6/ylGdyjyelv5X+0kukv49lV3L3D83siZmVpYrb0987MvOWJl6XV2ZcHYhEH4DUZ/0oovvIiNx6+df2+dyXAxERQMm2iEhHSIna7cDtZvYo0Uq6GdE6OzMnEYn2CcAtRKutE32H6/n1srLOtsTQg3kfzeL5BwE/AU4HDiH6VXen8lSLP7XGdqzG/GYbRCTa29RY/iqAmc0DTCC+bBwKPE50jVmF6O6Tr9t7iIhUoWRbRKTzVFpiF8rMq3U1+zeBs9x938oMMxtOdA3JqvX8x9PfV9z96l6WsxL/Onf/TnZmSlZfa2B7T6e/S5NpbTezoUTL+T0NbDPrcWA94KZsN5EqxgPzAd9w9xsy5Viqj/FFpGTUZ1tEpCBmtq6ZVWvR/XL6+0hm3jvMmEBDtBTnt7En03fnqDyfKtu4gmi9PSgltPkyjq4Sc6bxzWwzoktLI+4gWpd3TV1rKranev176zzitTkkv8DMhqQvCdDTAm+Z5bMR3WVEROqmlm0RkeKcBMyRhph7GJiNGK5uC+Appr/g7k5gPTPbB3gBeNLdbwUuAbY1sy5ipI81iZbbfH/pu4kE8gAzG0lc0Hetu79iZt8DzgbuMrO/Esnu4sBGwE3EsHi1XAIcamZnECOqrEh00eht/2pgWt/sg4HfA9ea2d+IFu0dGt1mbvsTzOz3wIFmtjJwJXGzm6WJbjt7ARcQdZkEnGVmvyaN7kL7uruIyAChZFtEpDj7EQnel4FdiGT7GeC3wFE+/c1u9iHG2D4KmJ0YF/tWIjmcSiS4w4nkeD2ixXoad3/JzHYlLqb8I9G6uy7RfeQcM3uBuPvi/sRwfs8TI2/MaoSNo4kb7mxNfEm4i0jSf96rV2L6sp6abhyzP3AscB/wVaJveJ+5+65mdicxHvjRRL/0p4ixv29K67xuZhsDxxGv+aS0/Bpyr62IyMzopjYiIiIiIi2iPtsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIkq2RURERERaRMm2iIiIiEiLKNkWEREREWkRJdsiIiIiIi2iZFtEREREpEWUbIuIiIiItIiSbRERERGRFlGyLSIiIiLSIv8PO2gaIyqqNUsAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "top_states = (\n", - " annual_overdoses.groupby(\"Year\")[\"State\", \"% of Population\"]\n", - " .apply(lambda grp: grp.nlargest(1, \"% of Population\"))\n", - " .reset_index()\n", - ")\n", - "top_states['State_and_Year'] = top_states['State'] + ', ' + top_states['Year']\n", - "top_states = top_states.drop(['Year', 'level_1', 'State'], axis = 1)\n", - "\n", - "fig, ax = plt.subplots(figsize=(8, 5), dpi=100)\n", - "ax.vlines(\n", - " x=top_states['State_and_Year'],\n", - " ymin=0,\n", - " ymax=top_states['% of Population'],\n", - " color=\"grey\", \n", - " alpha=1.0,\n", - " linewidth=2.5,\n", - ")\n", - "\n", - "ax.set_title(f\"Unintentional Opioid Overdoses\", size=14)\n", - "plt.grid(axis=\"y\", alpha=0.3)\n", - "ax.set_xlabel(\"State and Year\", size=12)\n", - "ax.set_ylabel(\"Overdoses As Percent \\n Of Population\", size=11)\n", - "formatter = FuncFormatter(percents)\n", - "ax.yaxis.set_major_formatter(formatter)\n", - "fig.autofmt_xdate(rotation=45)" - ] - }, - { - "cell_type": "markdown", - "id": "ce4d88ac", - "metadata": {}, - "source": [ - "In the last twenty years West Virginia has consistently had the highest percentage of unintentional opioid overdose deaths. West Virginia is the leading state in thirteen of the last twenty years including during the time period where there was a significant increase in annual opioid related overdoses and suicides (see figure 1).\n", - "\n", - "Going forward we will take a closer look at West Virginia's statewide opioid overdose and suicide mortality rate and respective changes in anti-epidemic policy.\n", - "\n", - "## 4) Data Cleaning" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "ae861bc0", - "metadata": {}, - "outputs": [], - "source": [ - "overdoses_wv = annual_overdoses[annual_overdoses[\"State\"] == \"West Virginia\"].reset_index(drop=True)\n", - "overdoses_wv = overdoses_wv.reset_index()\n", - "\n", - "suicides_wv = annual_suicides[annual_suicides[\"State\"] == \"West Virginia\"].reset_index(drop=True)\n", - "suicides_wv = suicides_wv.reset_index()\n", - "\n", - "monthly_overdoses_wv = monthly_overdoses[monthly_overdoses[\"State\"] == \"West Virginia\"].reset_index(drop=True)\n", - "monthly_overdoses_wv = monthly_overdoses_wv.reset_index()\n", - "\n", - "years = ['2006', '2007', '2008', '2009', '2010', '2011', '2012',\n", - " '2013', '2014', '2015', '2016', '2017', '2018', '2019']\n", - "ticks = []\n", - "for year in years:\n", - " index = monthly_overdoses_wv.index[monthly_overdoses_wv['Year'] == year][0]\n", - " ticks.append(index)" - ] - }, - { - "cell_type": "markdown", - "id": "411a0b1c", - "metadata": {}, - "source": [ - "## 5) West Virginia's Opioid Overdoses and Suicides" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "4664d4ec", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(10, 6), dpi=100)\n", - "\n", - "lns1 = ax.bar(overdoses_wv['Year'], overdoses_wv['Deaths'], label='Overdoses', width=0.5, color='grey')\n", - "lns2 = ax.bar(suicides_wv['Year'], suicides_wv['Deaths'], label='Overdoses', width=0.5, color='red')\n", - "\n", - "ax.set_title(f\" West Virginia's Annual Opioid Overdoses and Suicides\", size=14)\n", - "ax.set_xlabel(\"Year\", size=12)\n", - "ax.set_ylabel(\"Deaths\", size=11)\n", - "red_patch = mpatches.Patch(color='red', label='Suicides')\n", - "grey_patch = mpatches.Patch(color='grey', label='Overdoses')\n", - "plt.legend(handles=[grey_patch, red_patch]) \n", - "\n", - "fig.autofmt_xdate(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "7dfd03d4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(10, 6), dpi=100)\n", - "plt.xticks(ticks)\n", - "start = monthly_overdoses_wv.index[monthly_overdoses_wv['Year'] == '2006'][0]\n", - "end = monthly_overdoses_wv.index[monthly_overdoses_wv['Year'] == '2019'][1]\n", - "monthly_overdoses_wv['RollingYrAvg'] = monthly_overdoses_wv['Deaths'].rolling(6).mean() \n", - "\n", - "lns1 = ax.vlines(\n", - " x=monthly_overdoses_wv.iloc[start:end].index,\n", - " ymin=0,\n", - " ymax=monthly_overdoses_wv['Deaths'].iloc[start:end],\n", - " color=\"grey\",\n", - " alpha=1.0,\n", - " linewidth=1.0,\n", - " label = 'Deaths'\n", - ")\n", - "lns2 = ax.plot(monthly_overdoses_wv['RollingYrAvg'].iloc[start:end], color = 'green', label = 'Deaths Rolling Avg.')\n", - "\n", - "ax.set_title(f\"West Virginia's Monthly Unintentional Overdose Deaths\", size=14)\n", - "ax.set_xlabel(\"Year\", size=12)\n", - "ax.set_xticklabels(years)\n", - "ax.set_ylabel(\"Unintentional Overdose Deaths\", size=11)\n", - "ax.legend(loc=2)\n", - "fig.autofmt_xdate(rotation=45)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fbe9b0c1", - "metadata": {}, - "source": [ - "Since 2000 the annual number of reported unintentional opioid overdoses has grown from 24 in 2000 to over 600 in 2019 and since 2010 the annual number of unintentional overdoses has nearly doubled. The number of opioid related suicides has remained relatively steady since 2000. \n", - "\n", - "The second image looks at West Virginia's monthly unintentional overdoses with a 6 month rolling average. Here we can see there is not a large level of variation to the number of deaths on a monthly basis but the 6 month rolling average has a clear upward trend.\n", - "\n", - "*The bar graphs for overdoses and suicides are superimposed, not stacked. \n", - "*Some data is missing at a monthly level, particularly prior to 2010.\n", - "\n", - "## 6) Conclusions\n", - "\n", - "In this notebook we first looked at (figure 1) the annual national opioid suicides and unintentional overdoses and in (figure 2) the annual national pharmacy and practitioner opioid pill counts. Next, we found (figure 3) the states each year who have the highest rate of unintentional opioid overdose deaths as a percentage of each state's respective population. Finally, we examined opioid related suicides and unintentional overdoses at the state level in West Virgina (figure 4 and 5)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5408a7b1", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.9.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/HEAL-notebooks/cdcdea/requirements.txt b/HEAL-notebooks/cdcdea/requirements.txt deleted file mode 100644 index 32fbff1e..00000000 --- a/HEAL-notebooks/cdcdea/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -pandas==1.3.0 -matplotlib==3.4.2 -openpyxl==3.0.7 -# trigger build diff --git a/HEAL-notebooks/cdcwonder/Opioid_Overdose_Trajectories.ipynb b/HEAL-notebooks/cdcwonder/Opioid_Overdose_Trajectories.ipynb deleted file mode 100644 index 774444bb..00000000 --- a/HEAL-notebooks/cdcwonder/Opioid_Overdose_Trajectories.ipynb +++ /dev/null @@ -1,3267 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7befff74", - "metadata": {}, - "source": [ - "# Exploring Opioid Overdose Death Rate Trajectories in the United States\n", - "\n", - "Previous CDC analyses show factors contributing to increased opioid overdose deaths (ie death rate trajectories across years; see first section of this notebook). However, exploring the underlying variance of these trajectories, such as within different locations, may lead to more precise targeting of interventions, public health marketing, policy recommendations, and resource allocation.\n", - "\n", - "This notebook shows the power of the HEAL platform to accomplish taking a deep dive into this underlying variance. Specifically, the HEAL platform provides a workspace for easy accessibility to (1) publication data for reproducibility and (2) more fine-grained and/or raw data to explore the underlying variance of published data and findings. " - ] - }, - { - "cell_type": "markdown", - "id": "e7b73438", - "metadata": {}, - "source": [ - "## Summary of findings\n", - "\n", - "\n", - "1. Prior widely circulated CDC analyses show synthetic opioids drive much of the increase in opioid overdose death rates in recent years (see [Hedegaard et al 2020](https://www.cdc.gov/nchs/products/databriefs/db394.htm) and [CDC presentations](https://www.cdc.gov/opioids/data/analysis-resources.html)) using the CDC Wonder database\n", - "\n", - "2. However, synthetic opioids have considerable variance when looking at the state level of death rates. That is, distinct groups/clusters of states have high 2019 opioid overdose death rate while others have considerably lower increases in death rates.\n", - "3. Mapping 2019 death rates show the high increasing group of states is quite restricted to the Northeast region of the US.\n", - "4. Future studies may want to hone in on the Northeast to understand social determinants and other factors (ie clinics) of high synthetic opioid death rates at a finer grained level such as the county level. The HEAL platform makes such data, for example clinic locations in the Opioid Environmental Policy Scan repository, to do these analyses easier." - ] - }, - { - "cell_type": "markdown", - "id": "d1949b25", - "metadata": {}, - "source": [ - "### Load in necessary packages and define functions" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "67279522", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "from glob import glob\n", - "import re\n", - "import pandas as pd\n", - "import numpy as np\n", - "!pip install matplotlib\n", - "!pip install seaborn\n", - "!pip install sklearn\n", - "!pip install openpyxl\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "from IPython.display import Markdown\n", - "import plotly.express as px" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "4280c7b0", - "metadata": {}, - "outputs": [], - "source": [ - "# def _extract_year_from_dir(path):\n", - "# '''\n", - "# path: path to query extract with year in name\n", - " \n", - "# had to query CDC wonder GUI individually by year\n", - "# due to time outs so need to add year variable\n", - "# '''\n", - "# return re.search('\\d+',path).group()\n", - "\n", - "def read_cdc_wonder_query(path):\n", - " '''\n", - " path: path to query extract with query info and footnotes\n", - " \n", - " reads text file and skips the last 83 lines which \n", - " is used for footnotes in CDC wonder extracts\n", - " '''\n", - " df = pd.read_table(path)\n", - " #df['year'] = _extract_year_from_dir(path) #used in previous version\n", - " \n", - " #get rid of query details at end of text file\n", - " no_notes = df.Notes.isna()\n", - " is_total = df.Notes=='Total'\n", - " #print(is_total.sum())\n", - " return df.loc[(no_notes | is_total)]\n", - "\n", - "\n", - "def convert_float_to_str(series,fill_missing_to=0):\n", - " '''\n", - " for grouping/coding variables, want to be able to see unique \n", - " values for pandas fxns such as describe().\n", - " \n", - " '''\n", - " \n", - " return series.fillna(fill_missing_to).astype(int).astype(str)\n", - "\n", - "\n", - "def clean_column_names(df,replace_str='_'):\n", - " #clean column names\n", - " df.columns = [x.lower().replace(' ',replace_str) for x in df.columns]\n", - " \n", - " \n", - "def show_every_other_axis_label(fig,axis='x'):\n", - " '''\n", - " makes a plt figure only show every other label for given axis\n", - " '''\n", - " if axis=='x':\n", - " tick_labels = fig.get_xticklabels()\n", - " else:\n", - " tick_labels = fig.get_yticklabels()\n", - " \n", - " for ind, label in enumerate(tick_labels):\n", - " if ind % 2 == 0: # show every odd every odd year\n", - " label.set_visible(True)\n", - " else:\n", - " label.set_visible(False)\n", - "def format_wide_hedegaard_data_for_plot(df,variable_name_key):\n", - " '''\n", - " format cleaned data prepared from the CDC Hedegaard data brief\n", - " for plotting trajectories based on different dimensions\n", - " '''\n", - " formatted_data = (\n", - " df\n", - " .assign(year=lambda x: x.year.astype(int).astype(str)) #make year factor for no decimals\n", - " .set_index('year')\n", - " [variable_name_key.keys()]\n", - " .rename(columns=variable_name_key)\n", - " )\n", - " return formatted_data\n", - "\n", - "def draw_hedegaard_lineplot(df,variable_name_key=None,data_structure='wide',\n", - " yvar=None,groupvar=None,lineplot_args={}):\n", - " '''\n", - " convert x variable (years) into a factor and format \n", - " for seaborn lineplot input using specificied \n", - " variables in df as keys and names rendered as values\n", - " in the input dict (ie variable name key)\n", - " '''\n", - " \n", - " if data_structure=='wide':\n", - " fig = sns.lineplot(\n", - " data= format_wide_hedegaard_data_for_plot(df,variable_name_key),\n", - " **lineplot_args\n", - " )\n", - " else:\n", - " fig = sns.lineplot(data=df, x=\"year\", y=yvar, hue=groupvar,**lineplot_args)\n", - " #customize aesthetics more like paper\n", - " ##tick labels every other year\n", - " show_every_other_axis_label(fig)\n", - " return fig\n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "a16fb811", - "metadata": {}, - "source": [ - "### Pull file objects using the Gen3 SDK" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc90160e", - "metadata": {}, - "outputs": [], - "source": [ - "!gen3 drs-pull object dg.H34L/5f8f3d67-15a5-4eff-834d-61ecea345588\n", - "!gen3 drs-pull object dg.H34L/ef07a234-5ab9-474b-8239-712fdf494164\n", - "!gen3 drs-pull object dg.H34L/f5cbd03a-217a-4786-80dd-2ca4fe3a6203\n", - "!gen3 drs-pull object dg.H34L/7dd7f3da-c905-4388-a051-c4802f7bbd1c\n", - "!gen3 drs-pull object dg.H34L/d0759aac-ea06-40ae-b3af-360ffe1823a0" - ] - }, - { - "cell_type": "markdown", - "id": "3feb0486", - "metadata": {}, - "source": [ - "## Reproduce visualizations directly from [Hedegaard et al., 2020 data brief](https://www.cdc.gov/nchs/products/databriefs/db394.htm)\n", - "\n", - "- These data and visualizations are from a data brief directly used to create [CDC articles](https://www.cdc.gov/opioids/data/analysis-resources.html)\n", - "\n", - "- The three visualizations shown here show average death rates for three different dimensions (gender,age,type of opioid) " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "b140d7e2", - "metadata": {}, - "outputs": [], - "source": [ - "#read in cleaned data from HEAL platform\n", - "opioid_gender = pd.read_excel(\"./deaths_gender.xlsx\")\n", - "opioid_age = pd.read_excel(\"./deaths_age_cat.xlsx\")\n", - "opioid_type = pd.read_excel(\"./deaths_type_opioid.xlsx\")" - ] - }, - { - "cell_type": "markdown", - "id": "236ac2ad", - "metadata": {}, - "source": [ - "### Figure 1 : Gender" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "591bb575", - "metadata": {}, - "outputs": [], - "source": [ - "#format dataframe for lineplot\n", - "#get rid of spaces in names\n", - "clean_column_names(opioid_gender,replace_str='')\n", - "\n", - "#select and format categories and names\n", - "gender_column_labels = {\n", - " 'deaths_total_per1k':'Total',\n", - " 'deaths_male_per1k':'Male',\n", - " 'deaths_female_per1k':'Female'\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "61402e79", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#draw plot like in publication\n", - "fig1_gender = draw_hedegaard_lineplot(opioid_gender,gender_column_labels)\n", - "##fig/axis titles\n", - "ytitle = \"Deaths per 100,000 standard population\"\n", - "xtitle = ''\n", - "fig1_name = (\"Figure 1. Age-adjusted drug overdose death rates, by sex:\"+\n", - " \"\\n\"+\n", - " \"United States, 1999–2019\")\n", - "\n", - "plt.ylabel(ytitle)\n", - "plt.xlabel('')\n", - "plt.title(fig1_name)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "581729c0", - "metadata": {}, - "source": [ - "These data show both (1) the rate of increase (driven by increase in more recent years) and (2) overall baseline deaths are higher for males than females. Note, these are adjusted for age related effects." - ] - }, - { - "cell_type": "markdown", - "id": "300e8644", - "metadata": {}, - "source": [ - "### Figure 2: Age categories" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "b1dc4907", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Figure 2. Drug overdose death rates among those aged 15 and over,\\nby selected age group: United States, 1999–2019')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#age mapping\n", - "age_column_labels = {\n", - " 'age_15_24_per1k':'15 - 24',\n", - " 'age_25_34_per1k':'25 - 34',\n", - " 'age_35_44_per1k':'35 - 44',\n", - " 'age_45_54_per1k':'45 - 54',\n", - " 'age_55_64_per1k': '55 - 64',\n", - " 'age_65_over_per1k':'65 and over'\n", - "}\n", - "\n", - "fig2_age = draw_hedegaard_lineplot(opioid_age,age_column_labels)\n", - "\n", - "##fig/axis titles\n", - "ytitle = \"Deaths per 100,000 standard population\"\n", - "xtitle = ''\n", - "fig2_name = (\"Figure 2. Drug overdose death rates among those aged 15 and over,\"+\n", - " \"\\n\"+\n", - " \"by selected age group: United States, 1999–2019\")\n", - "\n", - "plt.ylabel(ytitle)\n", - "plt.xlabel('')\n", - "plt.title(fig2_name)" - ] - }, - { - "cell_type": "markdown", - "id": "56ca7be2", - "metadata": {}, - "source": [ - "Clearly, the rate of change in recent years is driven by adults (25-54). Additionally, the young adults (25-34) showed a lower death rate in the early 2000s compared to the other adult groups. However, in more recent years, the 25-34 group has reached the level of middle aged adults. \n", - "\n", - "This disturbing trend could be one avenue for exploratory analyses that data from the HEAL platform could address --- by having a richer set of data." - ] - }, - { - "cell_type": "markdown", - "id": "3cd18c7e", - "metadata": {}, - "source": [ - "### Figure 3: Opioid Types" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "9122171d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Figure 3. Age-adjusted rates of drug overdose deaths involving opioids,\\nby type of opioid: United States, 1999–2019')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#type\n", - "type_column_labels = {\n", - "'any_opioids_per1k':'All opioids',\n", - " 'heroin_per1k':'Heroin',\n", - " 'natural_semisynthetic_opioids_per1k':'Natural and semisynthetic opioids',\n", - " 'methadone_per1k': 'Methadone',\n", - " 'other_than_methadone_per1k':'Synthetic opioids other than methadone'\n", - "}\n", - "\n", - "fig3_type = draw_hedegaard_lineplot(opioid_type,type_column_labels)\n", - "\n", - "##fig/axis titles\n", - "ytitle = \"Deaths per 100,000 standard population\"\n", - "xtitle = ''\n", - "fig3_name = (\"Figure 3. Age-adjusted rates of drug overdose deaths involving opioids,\"+\n", - " \"\\n\"+\n", - " \"by type of opioid: United States, 1999–2019\")\n", - "\n", - "plt.ylabel(ytitle)\n", - "plt.xlabel('')\n", - "plt.title(fig3_name)" - ] - }, - { - "cell_type": "markdown", - "id": "67e26b31", - "metadata": {}, - "source": [ - "- As we've seen in the previous two figures, overall opioid use has seen a dramatic increase in the 2010s. \n", - " - While there are many types of opioids, one can clearly see that synthetic opioids other than methadone is driving this increase (drugs such as fentanyl, fentanyl analogs, and tramadol).\n", - "\n", - "- As we'll see in the rest of the notebook, there are two open questions:\n", - " 1. Is there substantial variance in this opioid group's death rate?\n", - " 2. Are there factors that can explain this variance providing actionable insights?" - ] - }, - { - "cell_type": "markdown", - "id": "cdb17b66", - "metadata": {}, - "source": [ - "## Deeper dive into the variance associated with opioid overdose increases directly from CDC Wonder data \n", - "\n", - "By having more granular data readily available on the HEAL platform, you can explore the variance underlying the \"cleaned up publication data\" (also available on the HEAL platform). " - ] - }, - { - "cell_type": "markdown", - "id": "e98c35aa", - "metadata": {}, - "source": [ - "#### Reproduce opioid type figure from publication using direct CDC Wonder data" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "034552c4", - "metadata": {}, - "outputs": [], - "source": [ - "total_df = read_cdc_wonder_query(\"./cdc_wonder_year_cause_hedegaard_et_al_2020.txt\")\n", - "clean_column_names(total_df)\n", - "#mapping of ICD Codes to labels used in CDC data brief\n", - "type_column_labels = {\n", - " 'T40.1':'Heroin',\n", - " 'T40.2':'Natural and semisynthetic opioids',\n", - " 'T40.3': 'Methadone',\n", - " 'T40.4':'Synthetic opioids other than methadone'\n", - "}\n", - "\n", - "#make a variable with name mapping\n", - "total_df['type'] = total_df['multiple_cause_of_death_code'].map(type_column_labels)\n", - "#convert year variable to string object for plotting purposes\n", - "total_df['year'] = convert_float_to_str(total_df['year'])\n", - "\n", - "#create boolean vector for focus of subsequent analyses (for filtering)\n", - "#ie synthetic opioids\n", - "is_opioid = total_df['multiple_cause_of_death_code'].isin(type_column_labels.keys())\n", - "is_synthetic_type = total_df['multiple_cause_of_death_code']=='T40.4'" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "f862120c", - "metadata": {}, - "outputs": [], - "source": [ - "#filter only synthetic opioids other than methadone\n", - "state_df = read_cdc_wonder_query(\"./cdc_wonder_year_cause_state_hedegaard_et_al_2020.txt\")\n", - "clean_column_names(state_df)\n", - "type_column_labels = {\n", - " 'T40.1':'Heroin',\n", - " 'T40.2':'Natural and semisynthetic opioids',\n", - " 'T40.3': 'Methadone',\n", - " 'T40.4':'Synthetic opioids other than methadone'\n", - "}\n", - "\n", - "state_df['type'] = state_df['multiple_cause_of_death_code'].map(type_column_labels)\n", - "state_df['year'] = convert_float_to_str(state_df['year'])\n", - "\n", - "#create boolean vector for focus of subsequent analyses (for filtering)\n", - "#ie synthetic opioids\n", - "is_opioid = state_df['multiple_cause_of_death_code'].isin(type_column_labels.keys())\n", - "is_synthetic_type = state_df['multiple_cause_of_death_code']=='T40.4'\n", - "#only want individual states and not totals (CDC queries give both)\n", - "is_total = np.where(state_df.notes.isna(),False,True) " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "7a44d26c", - "metadata": {}, - "outputs": [], - "source": [ - "#make these objects given they are codes\n", - "state_df['state_code'] = convert_float_to_str(state_df['state_code'])\n", - "#state_df['county_code'] = convert_float_to_str(state_df['county_code'])" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "a6671d2c", - "metadata": {}, - "outputs": [], - "source": [ - "#convert metrics to numeric values and make a key for why missing\n", - "data = state_df\n", - "for metric_name in ['crude_rate','deaths','population','age_adjusted_rate']:\n", - " #get missing val strings\n", - " reasons_missing = ['Suppressed','Unreliable','Missing',None]\n", - " is_missing = data[metric_name].isin(reasons_missing) \n", - "\n", - " #make a key showing to retain info on why missing\n", - " data[metric_name+'_missing_desc'] = data[metric_name]\n", - " data.loc[~is_missing,metric_name+'_missing_desc'] = ''\n", - "\n", - " #missing for diff reasons but need to make float var from string -- if missing, make a NaN\n", - " data.loc[is_missing,metric_name] = np.nan #change missing val strings to NaNs\n", - " data[metric_name] = data[metric_name].astype(float) #change to var to float\n", - "del data" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "b1fc298a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#draw the same plot from hedegaard et al data brief but with state level\n", - "#data directly from CDC Wonder API\n", - "draw_hedegaard_lineplot(\n", - " state_df,\n", - " yvar='age_adjusted_rate',\n", - " groupvar=\"type\",\n", - " data_structure='long',\n", - " lineplot_args={'linewidth':5,\n", - " 'ci':95,\n", - " 'err_style':'band',\n", - " 'n_boot':5000}\n", - ")\n", - "\n", - "##fig/axis titles\n", - "ytitle = \"Deaths per 100,000 standard population\"\n", - "xtitle = ''\n", - "fig3_name = (\"Age-adjusted rates of drug overdose deaths involving opioids,\"+\n", - " \"\\n\"+\n", - " \"by type of opioid: United States, 1999–2019\"+\n", - " \"\\n\"+\n", - " \"\\nwith 95% confidence intervals\")\n", - "\n", - "plt.ylabel(ytitle)\n", - "plt.xlabel('')\n", - "plt.title(fig3_name)\n", - "plt.legend(title=\"Opioid Type\")\n", - "#plt.savefig('death_rate_by_opioid_type_cdc_wonder.png')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "8438a8d3", - "metadata": {}, - "source": [ - "**Conclusions from adding information about variance (ie 95% confidence intervals) to the opioid type plot:**\n", - "\n", - "While there is a large increase in synthetic opioid (in red) use in recent years, there is also differences among individual states. \n", - "\n", - "So, the question is: what are the individual death rate trajectories for individual states? Are there patterns/clusters amongst states that can inform how to target public policy/health interventions?" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "ea8e0539", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g_individual = draw_hedegaard_lineplot(\n", - " state_df.loc[is_synthetic_type & ~is_total],\n", - " yvar='age_adjusted_rate',\n", - " groupvar=\"state\",\n", - " data_structure='long'\n", - ")\n", - "g_individual.legend().remove()\n", - "plt.ylabel(\"Deaths per 100,000 standard population\")\n", - "plt.title(\"Death rate by year for individual states\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "8c83f249", - "metadata": {}, - "source": [ - "Clearly, by looking at individual state trajectories, we can see there are is a clear separation of states small and large increases in reported opioid death rates.\n", - "\n", - "\n", - "With these drastic increases for some states, the rate of change appears to be highly correlated with the most recent reported death rates.\n", - "\n", - "\n", - "Therefore, in subsequent exploration, I compare death rates in 2019 amongst individual states (note another approach would be to look at model outputs using exponential growth functions in a hiearchical linear model format). " - ] - }, - { - "cell_type": "markdown", - "id": "29fd2715", - "metadata": {}, - "source": [ - "### Investigate distribution of 2019 synthetic opioid overdoses across states" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "fb3877f6", - "metadata": {}, - "outputs": [], - "source": [ - "#2019,synthetic categorical bar plot organized from smallest to largest\n", - "is_2019 = state_df.year=='2019'\n", - "state_2019_synthetic_sorted_df = (\n", - " state_df\n", - " .loc[(is_2019 & is_synthetic_type & ~is_total)]\n", - " .sort_values(by='age_adjusted_rate',ascending=False)\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "34ab5afe", - "metadata": {}, - "outputs": [], - "source": [ - "#median state death rate for comparison to individual\n", - "median_state_death_rate = state_2019_synthetic_sorted_df.age_adjusted_rate.median()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "03ebeacc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#plot a histogram\n", - "sns.displot(state_2019_synthetic_sorted_df,x='age_adjusted_rate',bins=20,rug=True)\n", - "plt.vlines(\n", - " x=median_state_death_rate,\n", - " ymin=0,ymax=6,\n", - " colors='black'\n", - ")\n", - "plt.xlabel(\"Deaths per 100,000 standard population\")\n", - "plt.title(\"Frequency of synthetic opioid (other than methadone)\\nstate death rates for the year 2019\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "0101d55d", - "metadata": {}, - "source": [ - "As can be seen from state trajectories, the distribution is heavily skewed towards small death rates.\n", - "\n", - "The black line in the figure represents the 50% mark for death rates. This means that the majority of state death rates are under 11 deaths per 100k.It also appears that there may be several clusters of state death rates that will help us \"categorize\" state groupings.\n", - "\n", - "Now the question is: what are these states? Are they clustered in one region? If so, we could allocate our resources (and future analyses) to understanding how to help these states or uncover underlying causes." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "f3bdf835", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(8,10))\n", - "g = sns.barplot(\n", - " data=state_2019_synthetic_sorted_df,\n", - " x='age_adjusted_rate',y='state'\n", - ")\n", - "\n", - "plt.vlines(x=median_state_death_rate,ymin=-1,ymax=51,colors='black')\n", - "\n", - "plt.xlabel(\"Deaths per 100,000 standard population\")\n", - "plt.title(\n", - " \"Frequency of synthetic opioid (other than methadone) state death rates\\n\"+\n", - " \"ranked from largest to smallest death rates for the year 2019\"\n", - ")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c2199b22", - "metadata": {}, - "source": [ - "From the list of states ranked from highest to lowest death rates, one can see that they are clustered in the northeast/east coast region (for the most part).\n", - "\n", - "But, this bar chart only does not allow us to quickly visualize the spatial relationship amongst states. For this, we need to plot it out on a USA map..." - ] - }, - { - "cell_type": "markdown", - "id": "2b5e8273", - "metadata": {}, - "source": [ - "### Mapping 2019 State Death Rates to determine spatial associations/groupings" - ] - }, - { - "cell_type": "markdown", - "id": "342fb5be", - "metadata": {}, - "source": [ - "Note, this uses plotly (interactive tool). Hover over individual states\n", - "to view the quantitative metrics." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "5861d6f1", - "metadata": {}, - "outputs": [], - "source": [ - "#plotly only accepts state abbreviations if not using GEOJSON\n", - "state_abbrevs = {'Alabama': 'AL',\n", - " 'Alaska': 'AK',\n", - " 'Arizona': 'AZ',\n", - " 'Arkansas': 'AR',\n", - " 'California': 'CA',\n", - " 'Colorado': 'CO',\n", - " 'Connecticut': 'CT',\n", - " 'Delaware': 'DE',\n", - " 'District of Columbia': 'DC',\n", - " 'Florida': 'FL',\n", - " 'Georgia': 'GA',\n", - " 'Hawaii': 'HI',\n", - " 'Idaho': 'ID',\n", - " 'Illinois': 'IL',\n", - " 'Indiana': 'IN',\n", - " 'Iowa': 'IA',\n", - " 'Kansas': 'KS',\n", - " 'Kentucky': 'KY',\n", - " 'Louisiana': 'LA',\n", - " 'Maine': 'ME',\n", - " 'Maryland': 'MD',\n", - " 'Massachusetts': 'MA',\n", - " 'Michigan': 'MI',\n", - " 'Minnesota': 'MN',\n", - " 'Mississippi': 'MS',\n", - " 'Missouri': 'MO',\n", - " 'Montana': 'MT',\n", - " 'Nebraska': 'NE',\n", - " 'Nevada': 'NV',\n", - " 'New Hampshire': 'NH',\n", - " 'New Jersey': 'NJ',\n", - " 'New Mexico': 'NM',\n", - " 'New York': 'NY',\n", - " 'North Carolina': 'NC',\n", - " 'North Dakota': 'ND',\n", - " 'Ohio': 'OH',\n", - " 'Oklahoma': 'OK',\n", - " 'Oregon': 'OR',\n", - " 'Pennsylvania': 'PA',\n", - " 'Rhode Island': 'RI',\n", - " 'South Carolina': 'SC',\n", - " 'South Dakota': 'SD',\n", - " 'Tennessee': 'TN',\n", - " 'Texas': 'TX',\n", - " 'Utah': 'UT',\n", - " 'Vermont': 'VT',\n", - " 'Virginia': 'VA',\n", - " 'Washington': 'WA',\n", - " 'West Virginia': 'WV',\n", - " 'Wisconsin': 'WI',\n", - " 'Wyoming': 'WY'}" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "338f0dc0", - "metadata": {}, - "outputs": [], - "source": [ - "state_2019_synthetic_sorted_df['State'] = (\n", - " state_2019_synthetic_sorted_df['state']\n", - " .map(state_abbrevs)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "41b0e688", - "metadata": {}, - "source": [ - "#### First, lets map the death rates continuously (ie no groupings). " - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "8a052c8c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "### Frequency of synthetic opioid (other than methadone) state death rates for the year 2019" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "coloraxis": "coloraxis", - "geo": "geo", - "hovertemplate": "State=%{location}
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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(Markdown((\"### Frequency of synthetic opioid (other than methadone) state death rates for the year 2019\")))\n", - "fig = px.choropleth(\n", - " state_2019_synthetic_sorted_df,\n", - " locations='State', \n", - " locationmode='USA-states',\n", - " color='age_adjusted_rate',\n", - " scope=\"usa\",\n", - " labels={'age_adjusted_rate':'Death Rate'} \n", - ")\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "id": "f79fd931", - "metadata": {}, - "source": [ - "Clearly, from the map, we can see the highest ranked death rates of states are clustered in the north east with one cluster below New york and one above. Note, the northern states of MT,WY,ND do not report opioid deaths.\n", - "\n", - "\n", - "But to better describe this relationship (and evidence that there may be groupings from our distribution), lets use KMeans Clustering to group." - ] - }, - { - "cell_type": "markdown", - "id": "69d318b6", - "metadata": {}, - "source": [ - "### Using KMeans clustering to group state death rates" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "b6cd28f5", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.cluster import KMeans\n", - "kmeans = KMeans(3,random_state=100)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "2b2582b1", - "metadata": {}, - "outputs": [], - "source": [ - "# make a Kmeans cluster model and assign the cluster to each state\n", - "kmeans_groups = kmeans.fit_predict(\n", - " (state_2019_synthetic_sorted_df\n", - " [['age_adjusted_rate']]\n", - " .fillna(median_state_death_rate)),\n", - " \n", - " ) + 1\n", - "state_2019_synthetic_sorted_df['kmeans_cluster'] = kmeans_groups" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "ae79be82", - "metadata": {}, - "outputs": [], - "source": [ - "cluster_name_map = {\n", - " 3:'High',\n", - " 1:'Medium',\n", - " 2:'Low',\n", - " -1:'Missing data'\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "41c65d82", - "metadata": {}, - "outputs": [], - "source": [ - "#needed to impute missing values. Now I am going to add back in the missing values for viz\n", - "is_na_rate = state_2019_synthetic_sorted_df.age_adjusted_rate.isna()\n", - "state_2019_synthetic_sorted_df.loc[is_na_rate,'kmeans_cluster'] = -1" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "86e257d4", - "metadata": {}, - "outputs": [], - "source": [ - "state_2019_synthetic_sorted_df['Death Rate Cluster'] = (\n", - " state_2019_synthetic_sorted_df\n", - " ['kmeans_cluster']\n", - " .map(cluster_name_map)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "00461473", - "metadata": {}, - "source": [ - "Just from looking at the data, we see our exploratory insights now explicit. \n", - "\n", - "That is, the same northeastern states we saw, are now in the same cluster" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "bb9f586f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "# Frequency of synthetic opioid (other than methadone) state death rates for the year 2019" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "colorscale": [ - [ - 0, - "#636efa" - ], - [ - 1, - "#636efa" - ] - ], - "geo": "geo", - "hovertemplate": "Death Rate Cluster=High
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"zerolinecolor": "white" - }, - "zaxis": { - "backgroundcolor": "#E5ECF6", - "gridcolor": "white", - "gridwidth": 2, - "linecolor": "white", - "showbackground": true, - "ticks": "", - "zerolinecolor": "white" - } - }, - "shapedefaults": { - "line": { - "color": "#2a3f5f" - } - }, - "ternary": { - "aaxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "baxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - }, - "bgcolor": "#E5ECF6", - "caxis": { - "gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Synthetic opioid death rates for the year 2019" - } - } - }, - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(Markdown((\"# Frequency of synthetic opioid (other than methadone) state death rates for the year 2019\")))\n", - "fig = px.choropleth(\n", - " state_2019_synthetic_sorted_df,\n", - " locations='State', \n", - " locationmode='USA-states',\n", - " color='Death Rate Cluster',\n", - " scope=\"usa\",\n", - " labels={'age_adjusted_rate':'Death Rate'},\n", - " title='Synthetic opioid death rates for the year 2019'\n", - ")\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5c2082f2", - "metadata": {}, - "source": [ - "## Next steps\n", - "\n", - "(1) to hone in on at a county level within the states of this region to further understand the geographic make up of this trend available in the HEAL platform.\n", - "\n", - "(2) Predict and/or explain overdoses with social determinants by leveraging other datasets within the HEAL platform." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bd258467", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.9.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/HEAL-notebooks/cdcwonder/requirements.txt b/HEAL-notebooks/cdcwonder/requirements.txt deleted file mode 100644 index 42fa1e5c..00000000 --- a/HEAL-notebooks/cdcwonder/requirements.txt +++ /dev/null @@ -1,7 +0,0 @@ -pandas==1.3.0 -matplotlib==3.4.1 -seaborn==0.11.1 -plotly==5.1.0 -openpyxl==3.0.7 -sklearn==0.24.2 -# trigger build diff --git a/HEAL-notebooks/combined_tutorials/requirements.txt b/HEAL-notebooks/combined_tutorials/requirements.txt index 22b7f303..0d461c4b 100644 --- a/HEAL-notebooks/combined_tutorials/requirements.txt +++ b/HEAL-notebooks/combined_tutorials/requirements.txt @@ -1,8 +1,8 @@ -matplotlib==3.4.2 -plotly==5.6.0 -seaborn==0.11.1 -openpyxl==3.0.7 -pyreadstat==1.2.1 +matplotlib==3.9.1 +plotly==5.23.0 +seaborn==0.13.2 +openpyxl==3.1.5 +pyreadstat==1.2.7 r-sf r-tidygeocoder r-tmap diff --git a/HEAL-notebooks/plain_example/requirements.txt b/HEAL-notebooks/generic_rkernel/requirements.txt similarity index 50% rename from HEAL-notebooks/plain_example/requirements.txt rename to HEAL-notebooks/generic_rkernel/requirements.txt index 24ce15ab..6bad1038 100644 --- a/HEAL-notebooks/plain_example/requirements.txt +++ b/HEAL-notebooks/generic_rkernel/requirements.txt @@ -1 +1,2 @@ numpy +scipy diff --git a/HEAL-notebooks/jcoin/JCOIN_Tracking_Opioid_Stigma.ipynb b/HEAL-notebooks/jcoin/JCOIN_Tracking_Opioid_Stigma.ipynb deleted file mode 100644 index 8cc710ed..00000000 --- a/HEAL-notebooks/jcoin/JCOIN_Tracking_Opioid_Stigma.ipynb +++ /dev/null @@ -1,1786 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "4faf1492", - "metadata": {}, - "source": [ - "# JCOIN Tracking Opioid Stigma\n", - "- JCOIN consortium - MAARC Survey Core - Survey Project 1 of 4\n", - "- Cross-sectional Repeated Brief Survey tracking stigma related to OUD\n", - "- **Significance:** Stigma related to OUD and public attitudes towards persons with OUD and treatment of/for persons with OUD may impact/modify the effect of OUD interventions." - ] - }, - { - "cell_type": "markdown", - "id": "dfb37e65", - "metadata": {}, - "source": [ - "### Import modules" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "eac300ba", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import pandas as pd\n", - "import numpy as np\n", - "import pyreadstat\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "from pathlib import Path\n", - "\n", - "pd.set_option('mode.chained_assignment', None)" - ] - }, - { - "cell_type": "markdown", - "id": "01097a11", - "metadata": {}, - "source": [ - "### Import data\n", - "- 4 survey time-points in 2020; Feb, Apr, Jun, Oct\n", - "- roughly 1000 respondents per survey time-point\n", - "- 1st survey time-point before COVID, all other survey time-points after COVID" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c8468155", - "metadata": {}, - "outputs": [], - "source": [ - "# Pull file objects using the Gen3 SDK\n", - "!gen3 drs-pull object dg.6VTS/b96018c5-db06-4af8-a195-28e339ba815e\n", - "!gen3 drs-pull object dg.6VTS/6d3eb293-8388-4c5d-83ef-d0c2bd5ba604\n", - "!gen3 drs-pull object dg.6VTS/6f9a924f-9d83-4597-8f66-fe7d3021729f\n", - "!gen3 drs-pull object dg.6VTS/0e618fef-e359-424b-b844-0ca320105176" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "0b4ca81f", - "metadata": {}, - "outputs": [], - "source": [ - "# Read data using pyreadstat library\n", - "df1, meta1 = pyreadstat.read_sav('./JCOIN_NORC_Omnibus_SURVEY1_Feb2020.sav',apply_value_formats=True)\n", - "df2, meta2 = pyreadstat.read_sav('./JCOIN_NORC_Omnibus_SURVEY2_April2020.sav',apply_value_formats=True)\n", - "df3, meta3 = pyreadstat.read_sav('./JCOIN_NORC_Omnibus_SURVEY3_June2020.sav',apply_value_formats=True)\n", - "df4, meta4 = pyreadstat.read_sav('./JCOIN_NORC_Omnibus_SURVEY4_Oct2020.sav',apply_value_formats=True)" - ] - }, - { - "cell_type": "markdown", - "id": "ebac92ea", - "metadata": {}, - "source": [ - "### Clean data\n", - "- column names to lowercase\n", - "- get long, combined dataset; keep only variables available for each survey time-point\n", - "- take a look at the data dictionary to check meaning of variable names and identify interesting variables that will let us look at stigma trajectory over time" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "396b028d", - "metadata": {}, - "outputs": [], - "source": [ - "# standardize column names across datasets and metadatasets\n", - "\n", - "for df in [df1, df2, df3, df4]:\n", - " df.columns = df.columns.str.lower()\n", - " \n", - " \n", - "for meta in [meta1, meta2, meta3, meta4]:\n", - " meta.column_names = [x.lower() for x in meta.column_names]\n", - " meta.column_names_to_labels = {k.lower(): v for k, v in meta.column_names_to_labels.items()}\n", - " meta.variable_value_labels = {k.lower(): v for k, v in meta.variable_value_labels.items()}" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "373e758b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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time-pointcaseidweightpersonaluse_everpersonalconviction_everpersonalincarceration_everfamilyuse_everfamilyconviction_everfamilyincarceration_eversurv_mode...ss_b_historymarryss_c_currentworkss_d_currentmarryincomedummy_less25kincomedummy_25to49kincomedummy_50to84kincomedummy_85to150kincomedummy_over150kpersonalcrimjust_everfamilycrimjust_ever
0s151.00.588443NoNoNoYesNoNoWeb Interview...3110.00.00.01.00.000
1s159.00.211109NoNoYesNoYesYesWeb Interview...3.407921.396261.400041.00.00.00.00.011
2s161.00.689192NoYesNoNoYesYesWeb Interview...5230.00.00.00.01.011
3s163.00.908658YesYesYesYesYesYesWeb Interview...51.396261.400040.00.00.01.00.011
4s165.00.413077NoNoNoYesNoNoWeb Interview...1.343591.396261.400040.00.00.01.00.000
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5 rows × 50 columns

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" - ], - "text/plain": [ - " time-point caseid weight personaluse_ever personalconviction_ever \\\n", - "0 s1 51.0 0.588443 No No \n", - "1 s1 59.0 0.211109 No No \n", - "2 s1 61.0 0.689192 No Yes \n", - "3 s1 63.0 0.908658 Yes Yes \n", - "4 s1 65.0 0.413077 No No \n", - "\n", - " personalincarceration_ever familyuse_ever familyconviction_ever \\\n", - "0 No Yes No \n", - "1 Yes No Yes \n", - "2 No No Yes \n", - "3 Yes Yes Yes \n", - "4 No Yes No \n", - "\n", - " familyincarceration_ever surv_mode ... ss_b_historymarry \\\n", - "0 No Web Interview ... 3 \n", - "1 Yes Web Interview ... 3.40792 \n", - "2 Yes Web Interview ... 5 \n", - "3 Yes Web Interview ... 5 \n", - "4 No Web Interview ... 1.34359 \n", - "\n", - " ss_c_currentwork ss_d_currentmarry incomedummy_less25k incomedummy_25to49k \\\n", - "0 1 1 0.0 0.0 \n", - "1 1.39626 1.40004 1.0 0.0 \n", - "2 2 3 0.0 0.0 \n", - "3 1.39626 1.40004 0.0 0.0 \n", - "4 1.39626 1.40004 0.0 0.0 \n", - "\n", - " incomedummy_50to84k incomedummy_85to150k incomedummy_over150k \\\n", - "0 0.0 1.0 0.0 \n", - "1 0.0 0.0 0.0 \n", - "2 0.0 0.0 1.0 \n", - "3 0.0 1.0 0.0 \n", - "4 0.0 1.0 0.0 \n", - "\n", - " personalcrimjust_ever familycrimjust_ever \n", - "0 0 0 \n", - "1 1 1 \n", - "2 1 1 \n", - "3 1 1 \n", - "4 0 0 \n", - "\n", - "[5 rows x 50 columns]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# combine data from all surveys into one long dataset, keeping only vars available across all survey datasets\n", - "all_df = pd.concat([df1, df2, df3, df4], keys=['s1','s2','s3','s4'], join=\"inner\").reset_index().rename(columns={\"level_0\": \"time-point\"})\n", - "\n", - "# when displaying the data, don't print geo information\n", - "all_df.drop(['level_1','region4','region9'],axis=1).head()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "f6837280", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'caseid': 'Case ID',\n", - " 'weight': 'Post-stratification weights - 18+ general population (N=1,036)',\n", - " 'personaluse_ever': '[Have you ever used opioids/prescription pain medication illicitly obtained or used in a way not prescribed by a doctor?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'personalconviction_ever': '[Have you ever been convicted of any misdemeanor or felony crime?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'personalincarceration_ever': '[Have you ever been incarcerated in jail or prison?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'familyuse_ever': '[Have any family members or close friends you know ever used opioids/prescription pain medication illicitly obtained or used in a way not prescribed by a doctor?] The next set of questions are about your own personal experiences or the experiences of any f',\n", - " 'familyconviction_ever': '[Have any of your family members or close friends ever been convicted of any misdemeanor or felony crime?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'familyincarceration_ever': '[Have any of your family members or close friends ever been incarcerated in jail or prison?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'surv_mode': 'Survey interview mode (online or phone)',\n", - " 'surv_lang': 'Survey Interview Language',\n", - " 'device': 'Device',\n", - " 'gender': 'Respondent male/female sex',\n", - " 'age': 'Respondent age',\n", - " 'age4': 'Age - 4 Categories',\n", - " 'age7': 'Age - 7 Categories',\n", - " 'racethnicity': 'Combined Race/Ethnicity',\n", - " 'marital': 'Marital Status',\n", - " 'employ': 'Current Employment Status',\n", - " 'income': 'Household Income',\n", - " 'state': 'State',\n", - " 'region4': '4-level region',\n", - " 'region9': '9-level region',\n", - " 'metro': 'Metropolitan area flag',\n", - " 'internet': 'HH internet access via dial-up, DSL, or cable broadband at home',\n", - " 'housing': 'Home Ownership',\n", - " 'home_type': \"Type of building of panelists' residence\",\n", - " 'phoneservice': 'Telephone service for the household',\n", - " 'hhsize': 'Household size (including children)',\n", - " 'hh01': 'Number of HH members age 0-1',\n", - " 'hh25': 'Number of HH members age 2-5',\n", - " 'hh612': 'Number of HH members age 6-12',\n", - " 'hh1317': 'Number of HH members age 13-17',\n", - " 'hh18ov': 'Number of HH members age 18+',\n", - " 'stigma_scale_score': 'Stigma scale: average score of 6 stigma items; higher scores indicate higher stigma.',\n", - " 'ps_a_medicaid': 'I favor expanding Medicaid insurance benefits for low income families to provide coverage for treatment of opioid use disorders/addiction problems, including addiction to prescription pain medications',\n", - " 'ps_b_naloxone': \"I favor making naloxone (also known as 'Narcan'), a medication that can quickly reverse the effects of a person experiencing an opioid overdose, widely available and affordable without a prescription\",\n", - " 'ps_c_mandatory': 'I believe that making drug treatment mandatory is an effective way to help people with an opioid use disorder',\n", - " 'ps_d_govspend': 'I favor increasing government spending to improve treatment of opioid use disorder/addiction',\n", - " 'ss_e_dangerous': 'People with a current addiction to opioids/prescription pain medications are more dangerous than the general population',\n", - " 'ss_f_trust': 'A person who is currently addicted to opioids/prescription pain medication cannot be trusted',\n", - " 'ss_a_historywork': 'I would be willing to have a person with a past history of opioid use disorder/addiction start working closely with me on a job',\n", - " 'ss_b_historymarry': 'I am comfortable having a person with a past history of opioid use disorder/addiction marry into my family',\n", - " 'ss_c_currentwork': 'I would be willing to have a person with a current opioid use disorder/addiction start working closely with me on a job',\n", - " 'ss_d_currentmarry': 'I would be comfortable having a person with a current opioid use disorder/addiction marry into my family',\n", - " 'incomedummy_less25k': None,\n", - " 'incomedummy_25to49k': None,\n", - " 'incomedummy_50to84k': None,\n", - " 'incomedummy_85to150k': None,\n", - " 'incomedummy_over150k': None,\n", - " 'personalcrimjust_ever': None,\n", - " 'familycrimjust_ever': None}" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# print out data dictionary for vars available across all survey datasets\n", - "data_dictionary = {k: v for k, v in meta1.column_names_to_labels.items() if k in all_df.columns}\n", - "data_dictionary\n", - "\n", - "# print out just data labels for vars available across all survey datasets\n", - "#[v for k, v in meta1.column_names_to_labels.items() if k in all_df.columns]" - ] - }, - { - "cell_type": "markdown", - "id": "5e592328", - "metadata": {}, - "source": [ - "### Get a subset of interesting variables that let us look at stigma trajectory over time\n", - "- check for missing\n", - "- impute missing stigma scale score values with median per timepoint\n", - "- impute missing personaluse_ever status with mode, 'No'" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "aecdae2d", - "metadata": {}, - "outputs": [], - "source": [ - "sub_df_1 = all_df[['time-point','weight','stigma_scale_score','age4','region4','personaluse_ever']]\n", - "#sub_df_1" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "2ef1b82f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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1s10.2111093.86429660+hiddenNo
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3s10.9086583.07835030-44hiddenYes
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.....................
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4139s40.2217383.83333345-59hiddenNo
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4140 rows × 6 columns

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" - ], - "text/plain": [ - " time-point weight stigma_scale_score age4 region4 personaluse_ever\n", - "0 s1 0.588443 3.807179 60+ hidden No\n", - "1 s1 0.211109 3.864296 60+ hidden No\n", - "2 s1 0.689192 2.166667 45-59 hidden No\n", - "3 s1 0.908658 3.078350 30-44 hidden Yes\n", - "4 s1 0.413077 4.298466 30-44 hidden No\n", - "... ... ... ... ... ... ...\n", - "4135 s4 2.565855 3.500000 60+ hidden No\n", - "4136 s4 2.476229 4.333333 45-59 hidden No\n", - "4137 s4 1.976881 3.333333 30-44 hidden No\n", - "4138 s4 0.295253 3.833333 60+ hidden No\n", - "4139 s4 0.221738 3.833333 45-59 hidden No\n", - "\n", - "[4140 rows x 6 columns]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# check if missing values\n", - "sub_df_1.isnull().sum()\n", - "\n", - "# get all var types\n", - "#sub_df_1.info()\n", - "\n", - "# summary of numeric vars (weight and stigma_scale_score)\n", - "sub_df_1.describe()\n", - "\n", - "# summary of cat vars (age4, region9, personaluse_ever)\n", - "sub_df_1.age4.value_counts(dropna=False)\n", - "\n", - "# summary of cat vars (age4, region9, personaluse_ever)\n", - "sub_df_1.region4.value_counts(dropna=False)\n", - "\n", - "# summary of cat vars (age4, region9, personaluse_ever)\n", - "sub_df_1.personaluse_ever.value_counts(dropna=False)\n", - "\n", - "# impute missing stigma scale score values as the median score by survey time-point\n", - "sub_df_1['stigma_scale_score'].fillna(sub_df_1.groupby('time-point')['stigma_scale_score'].transform('median'),inplace=True)\n", - "sub_df_1.isnull().sum()\n", - "\n", - "# replace missing values of personaluse_ever with mode value of 'No'\n", - "sub_df_1.personaluse_ever.fillna('No',inplace=True)\n", - "sub_df_1.isnull().sum()\n", - "\n", - "#sub_df_1\n", - "\n", - "# print the df with geo info hidden\n", - "sub_df_1_print = sub_df_1.copy()\n", - "sub_df_1_print['region4'] = sub_df_1_print['region4'].replace(['Midwest','West','Northeast','South'],'hidden')\n", - "\n", - "sub_df_1_print" - ] - }, - { - "cell_type": "markdown", - "id": "b6e5b6e1", - "metadata": {}, - "source": [ - "### Unweighted and weighted stigma scale score over time\n", - "- full sample; sum of weights normalized to count of individuals\n", - "- by personal use status\n", - "- by geographic region\n", - "- by age group" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "65b0e4ec", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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weight_countweight_sumstigma_scale_score_meanw_stigma_scale_score_mean
time-point
s110361036.03.3963563.364520
s210021002.03.3669333.313419
s310071007.03.3439263.344985
s410951095.03.3785393.421549
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" - ], - "text/plain": [ - " weight_count weight_sum stigma_scale_score_mean \\\n", - "time-point \n", - "s1 1036 1036.0 3.396356 \n", - "s2 1002 1002.0 3.366933 \n", - "s3 1007 1007.0 3.343926 \n", - "s4 1095 1095.0 3.378539 \n", - "\n", - " w_stigma_scale_score_mean \n", - "time-point \n", - "s1 3.364520 \n", - "s2 3.313419 \n", - "s3 3.344985 \n", - "s4 3.421549 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sub_df_1['w_stigma_scale_score'] = sub_df_1['stigma_scale_score'] * sub_df_1['weight']\n", - "stigma_all_df = sub_df_1.groupby('time-point').agg({'weight':['count','sum'],'stigma_scale_score':'mean','w_stigma_scale_score':'mean'})\n", - "stigma_all_df.columns = stigma_all_df.columns.to_flat_index().str.join('_').str.rstrip('_')\n", - "stigma_all_df" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "c11bd96e", - "metadata": {}, - "outputs": [], - "source": [ - "# sum of weights will not be equal to count of individuals when we look at sub-groups of the full population; \n", - "# will have to formally calculate weighted average\n", - "\n", - "\n", - "def weighted_mean(x, **kws):\n", - " val, weight = map(np.asarray, zip(*x))\n", - " weighted_mean = (val * weight).sum() / weight.sum()\n", - " return (val * weight).sum() / weight.sum()\n", - "\n", - "sub_df_1[\"score_and_weight\"] = list(zip(sub_df_1.stigma_scale_score, sub_df_1.weight))" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "7c491e5e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", - "fig.suptitle('Stigma Scale Score over time',fontsize='x-large',fontweight='bold')\n", - "\n", - "sns.lineplot(ax = ax1,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'stigma_scale_score',\n", - " #hue = 'personaluse_ever'\n", - " )\n", - "\n", - "ax1.set_title('Unweighted')\n", - "ax1.set(ylabel='Stigma Scale Score')\n", - "ax1.invert_yaxis()\n", - "\n", - "sns.lineplot(ax = ax2,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'score_and_weight',\n", - " estimator = weighted_mean\n", - " #hue = 'personaluse_ever'\n", - " )\n", - "\n", - "ax2.set_title('Weighted')\n", - "ax2.invert_yaxis()\n", - "\n", - "plt.subplots_adjust(top=0.80)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "caaea2e4", - "metadata": {}, - "source": [ - "### Stigma scale score by personal use ever status" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "7185c4c4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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countmeanstdmin25%50%75%max
time-pointpersonaluse_ever
s1No934.03.4320200.7321151.0000002.9870543.4528673.9535675.000000
Yes102.03.0697840.8651371.0000002.4803843.1176813.7126925.000000
s2No927.03.3969800.7436001.0000003.0000003.3333333.8333335.000000
Yes75.02.9955560.6319651.3333332.6666673.0000003.3333334.833333
s3No912.03.3675070.7103481.0000003.0000003.3333333.8333335.000000
Yes95.03.1175440.6657231.3333332.8333333.0000003.5833334.666667
s4No997.03.4119020.7178021.0000003.0000003.3333333.8333335.000000
Yes98.03.0391160.7437411.0000002.6666673.0000003.3333335.000000
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% \\\n", - "time-point personaluse_ever \n", - "s1 No 934.0 3.432020 0.732115 1.000000 2.987054 \n", - " Yes 102.0 3.069784 0.865137 1.000000 2.480384 \n", - "s2 No 927.0 3.396980 0.743600 1.000000 3.000000 \n", - " Yes 75.0 2.995556 0.631965 1.333333 2.666667 \n", - "s3 No 912.0 3.367507 0.710348 1.000000 3.000000 \n", - " Yes 95.0 3.117544 0.665723 1.333333 2.833333 \n", - "s4 No 997.0 3.411902 0.717802 1.000000 3.000000 \n", - " Yes 98.0 3.039116 0.743741 1.000000 2.666667 \n", - "\n", - " 50% 75% max \n", - "time-point personaluse_ever \n", - "s1 No 3.452867 3.953567 5.000000 \n", - " Yes 3.117681 3.712692 5.000000 \n", - "s2 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.333333 4.833333 \n", - "s3 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.583333 4.666667 \n", - "s4 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.333333 5.000000 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sub_df_1.groupby(['time-point','personaluse_ever']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "5a7b0bae", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", - "fig.suptitle('Stigma Scale Score over time,\\nby Personal Use Status',fontsize='x-large',fontweight='bold')\n", - "\n", - "sns.lineplot(ax = ax1,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'stigma_scale_score',\n", - " hue = 'personaluse_ever'\n", - " )\n", - "\n", - "ax1.set_title('Unweighted')\n", - "ax1.set(ylabel='Stigma Scale Score')\n", - "ax1.invert_yaxis()\n", - "\n", - "sns.lineplot(ax = ax2,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'score_and_weight',\n", - " hue = 'personaluse_ever',\n", - " estimator = weighted_mean\n", - " )\n", - "\n", - "ax2.set_title('Weighted')\n", - "ax2.invert_yaxis()\n", - "\n", - "legend1 = ax1.legend()\n", - "legend1.remove()\n", - "\n", - "legend2 = ax2.legend()\n", - "legend2.remove()\n", - "\n", - "leg = ax1.legend(loc='center', bbox_to_anchor=(1.1, -0.25), shadow=False, ncol=2, frameon=False)\n", - "\n", - "plt.subplots_adjust(top=0.80)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "152587a4", - "metadata": {}, - "source": [ - "### Stigma scale score by geographic region" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "541e55a5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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countmeanstdmin25%50%75%max
time-pointregion4
s1Midwest295.03.4149460.7621611.0000002.9738463.4738463.9789825.0
Northeast170.03.3973240.7398141.1666672.8614693.3728203.9738465.0
South310.03.4115290.7610531.0000002.9803843.3868453.9738465.0
West261.03.3566920.7465431.3094552.9360283.4378973.8333335.0
s2Midwest254.03.4127300.7833751.0000003.0000003.3333334.0000005.0
Northeast157.03.3439490.6855451.0000003.0000003.3333333.8333335.0
South347.03.3429390.7412981.0000003.0000003.3333333.8333335.0
West244.03.3681690.7404581.0000003.0000003.3333333.8333335.0
s3Midwest276.03.3031400.6936181.0000002.9583333.3333333.8333335.0
Northeast156.03.3952990.7746471.0000003.0000003.3333334.0000005.0
South330.03.3626260.7070951.3333333.0000003.3333333.8333335.0
West245.03.3319730.6891681.1666673.0000003.3333333.8333335.0
s4Midwest274.03.4476890.7264841.0000003.0000003.3333333.8333335.0
Northeast168.03.3670630.7760901.3333332.9583333.3333334.0000005.0
South383.03.3994780.6920181.0000003.0000003.3333333.8333335.0
West270.03.2858020.7412611.0000003.0000003.2500003.8333335.0
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% 50% \\\n", - "time-point region4 \n", - "s1 Midwest 295.0 3.414946 0.762161 1.000000 2.973846 3.473846 \n", - " Northeast 170.0 3.397324 0.739814 1.166667 2.861469 3.372820 \n", - " South 310.0 3.411529 0.761053 1.000000 2.980384 3.386845 \n", - " West 261.0 3.356692 0.746543 1.309455 2.936028 3.437897 \n", - "s2 Midwest 254.0 3.412730 0.783375 1.000000 3.000000 3.333333 \n", - " Northeast 157.0 3.343949 0.685545 1.000000 3.000000 3.333333 \n", - " South 347.0 3.342939 0.741298 1.000000 3.000000 3.333333 \n", - " West 244.0 3.368169 0.740458 1.000000 3.000000 3.333333 \n", - "s3 Midwest 276.0 3.303140 0.693618 1.000000 2.958333 3.333333 \n", - " Northeast 156.0 3.395299 0.774647 1.000000 3.000000 3.333333 \n", - " South 330.0 3.362626 0.707095 1.333333 3.000000 3.333333 \n", - " West 245.0 3.331973 0.689168 1.166667 3.000000 3.333333 \n", - "s4 Midwest 274.0 3.447689 0.726484 1.000000 3.000000 3.333333 \n", - " Northeast 168.0 3.367063 0.776090 1.333333 2.958333 3.333333 \n", - " South 383.0 3.399478 0.692018 1.000000 3.000000 3.333333 \n", - " West 270.0 3.285802 0.741261 1.000000 3.000000 3.250000 \n", - "\n", - " 75% max \n", - "time-point region4 \n", - "s1 Midwest 3.978982 5.0 \n", - " Northeast 3.973846 5.0 \n", - " South 3.973846 5.0 \n", - " West 3.833333 5.0 \n", - "s2 Midwest 4.000000 5.0 \n", - " Northeast 3.833333 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 \n", - "s3 Midwest 3.833333 5.0 \n", - " Northeast 4.000000 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 \n", - "s4 Midwest 3.833333 5.0 \n", - " Northeast 4.000000 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sub_df_1.groupby(['time-point','region4']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "ea19d021", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", - "fig.suptitle('Stigma Scale Score over time,\\nby Geographic Region',fontsize='x-large',fontweight='bold')\n", - "\n", - "sns.lineplot(ax = ax1,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'stigma_scale_score',\n", - " hue = 'region4'\n", - " )\n", - "\n", - "ax1.set_title('Unweighted')\n", - "ax1.set(ylabel='Stigma Scale Score')\n", - "ax1.invert_yaxis()\n", - "\n", - "sns.lineplot(ax = ax2,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'score_and_weight',\n", - " hue = 'region4',\n", - " estimator = weighted_mean\n", - " )\n", - "\n", - "ax2.set_title('Weighted')\n", - "ax2.invert_yaxis()\n", - "\n", - "\n", - "legend1 = ax1.legend()\n", - "legend1.remove()\n", - "\n", - "legend2 = ax2.legend()\n", - "legend2.remove()\n", - "\n", - "leg = ax1.legend(loc='center', bbox_to_anchor=(1.1, -0.25), shadow=False, ncol=4, frameon=False)\n", - "plt.subplots_adjust(top=0.80)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "b78fd27b", - "metadata": {}, - "source": [ - "### Stigma scale score by age group" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "c8f2336f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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countmeanstdmin25%50%75%max
time-pointage4
s118-2987.03.1296430.8272471.3094552.6178943.3071793.6536355.000000
30-44283.03.2951430.7653541.3156282.7895053.3333333.8333335.000000
45-59247.03.4550950.7732471.0000003.0095413.5176064.0088035.000000
60+419.03.4854700.6974801.0000003.0508363.4738463.9841185.000000
s218-29107.03.0171340.5947601.0000002.8333333.0000003.3333334.666667
30-44309.03.2858680.7519181.0000003.0000003.3333333.8333335.000000
45-59251.03.4521910.7188991.0000003.0000003.3333333.8333335.000000
60+335.03.4895520.7541021.3333333.0000003.5000004.0000005.000000
s318-29149.03.0682330.6492701.3333332.6666673.0000003.5000004.833333
30-44356.03.2565540.7364031.0000002.8333333.1666673.6666675.000000
45-59225.03.4644440.7175311.6666673.0000003.5000004.0000005.000000
60+277.03.5066190.6365921.3333333.1666673.5000003.8333335.000000
s418-29154.03.1244590.6435431.0000002.8750003.0000003.5000005.000000
30-44345.03.3135270.7278231.0000002.8333333.1666673.8333335.000000
45-59237.03.4127990.7762301.0000003.0000003.3333334.0000005.000000
60+359.03.5273910.6927681.0000003.1666673.5000004.0000005.000000
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% 50% \\\n", - "time-point age4 \n", - "s1 18-29 87.0 3.129643 0.827247 1.309455 2.617894 3.307179 \n", - " 30-44 283.0 3.295143 0.765354 1.315628 2.789505 3.333333 \n", - " 45-59 247.0 3.455095 0.773247 1.000000 3.009541 3.517606 \n", - " 60+ 419.0 3.485470 0.697480 1.000000 3.050836 3.473846 \n", - "s2 18-29 107.0 3.017134 0.594760 1.000000 2.833333 3.000000 \n", - " 30-44 309.0 3.285868 0.751918 1.000000 3.000000 3.333333 \n", - " 45-59 251.0 3.452191 0.718899 1.000000 3.000000 3.333333 \n", - " 60+ 335.0 3.489552 0.754102 1.333333 3.000000 3.500000 \n", - "s3 18-29 149.0 3.068233 0.649270 1.333333 2.666667 3.000000 \n", - " 30-44 356.0 3.256554 0.736403 1.000000 2.833333 3.166667 \n", - " 45-59 225.0 3.464444 0.717531 1.666667 3.000000 3.500000 \n", - " 60+ 277.0 3.506619 0.636592 1.333333 3.166667 3.500000 \n", - "s4 18-29 154.0 3.124459 0.643543 1.000000 2.875000 3.000000 \n", - " 30-44 345.0 3.313527 0.727823 1.000000 2.833333 3.166667 \n", - " 45-59 237.0 3.412799 0.776230 1.000000 3.000000 3.333333 \n", - " 60+ 359.0 3.527391 0.692768 1.000000 3.166667 3.500000 \n", - "\n", - " 75% max \n", - "time-point age4 \n", - "s1 18-29 3.653635 5.000000 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 4.008803 5.000000 \n", - " 60+ 3.984118 5.000000 \n", - "s2 18-29 3.333333 4.666667 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 3.833333 5.000000 \n", - " 60+ 4.000000 5.000000 \n", - "s3 18-29 3.500000 4.833333 \n", - " 30-44 3.666667 5.000000 \n", - " 45-59 4.000000 5.000000 \n", - " 60+ 3.833333 5.000000 \n", - "s4 18-29 3.500000 5.000000 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 4.000000 5.000000 \n", - " 60+ 4.000000 5.000000 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sub_df_1.groupby(['time-point','age4']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "80ba4d68", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", - "fig.suptitle('Stigma Scale Score over time,\\nby Age Group',fontsize='x-large',fontweight='bold')\n", - "\n", - "sns.lineplot(ax = ax1,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'stigma_scale_score',\n", - " hue = 'age4'\n", - " )\n", - "\n", - "ax1.set_title('Unweighted')\n", - "ax1.set(ylabel='Stigma Scale Score')\n", - "ax1.invert_yaxis()\n", - "\n", - "sns.lineplot(ax = ax2,\n", - " data = sub_df_1,\n", - " x = 'time-point',\n", - " y = 'score_and_weight',\n", - " hue = 'age4',\n", - " estimator = weighted_mean\n", - " )\n", - "\n", - "ax2.set_title('Weighted')\n", - "ax2.invert_yaxis()\n", - "\n", - "\n", - "legend1 = ax1.legend()\n", - "legend1.remove()\n", - "\n", - "legend2 = ax2.legend()\n", - "legend2.remove()\n", - "\n", - "leg = ax1.legend(loc='center', bbox_to_anchor=(1.1, -0.25), shadow=False, ncol=4, frameon=False)\n", - "plt.subplots_adjust(top=0.80)\n", - "plt.show()" - ] - } - ], - "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": "3.9.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/HEAL-notebooks/jcoin/requirements.txt b/HEAL-notebooks/jcoin/requirements.txt deleted file mode 100644 index 461b9403..00000000 --- a/HEAL-notebooks/jcoin/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -pandas==1.3.0 -pyreadstat==1.1.0 -matplotlib==3.4.1 -seaborn==0.11.1 diff --git a/HEAL-notebooks/oeps/Opioid_Environment_Toolkit_And_OEPS_R.ipynb b/HEAL-notebooks/oeps/Opioid_Environment_Toolkit_And_OEPS_R.ipynb deleted file mode 100644 index bc21f37d..00000000 --- a/HEAL-notebooks/oeps/Opioid_Environment_Toolkit_And_OEPS_R.ipynb +++ /dev/null @@ -1,1158 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Opioid Environment Toolkit, OEPS R, and Methadone Clinic Coverage in the Chicago Area\n", - "#### Adapted from the [Opioid Environment Toolkit](https://geodacenter.github.io/opioid-environment-toolkit/index.html)\n", - "\n", - "The Center for Spatial Data Science at UChicago created several tutorials for their\n", - "[Opioid Environment Toolkit](https://geodacenter.github.io/opioid-environment-toolkit/index.html) focusing on how methadone clinics serve the chicago area. This code is adapted from their toolkit for use in the HEAL platform.\n", - "\n", - "The Opioid Environment Policy Scan (OEPS) is a database providing access to data at multiple spatial scales to help characterize the multi-dimensional risk environment impacting opioid use in justice populations across the United States. The OEPS and the Opioid Environment Toolkit, from which this script was adapted, were developed for the JCOIN network by Marynia Kolak, Qinyun Lin, Susan Paykin, Moksha Menghaney, and Angela Li at the Center for Spatial Data Science at the University of Chicago as part of the Methodology and Advanced Analytics Resource Center (MAARC). \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Citation:\n", - "\n", - "Marynia Kolak, Qinyun Lin, Susan Paykin, Moksha Menghaney, & Angela Li. (2021, May 11). GeoDaCenter/opioid-policy-scan: Opioid Environment Policy Scan Data Warehouse (Version v0.1-beta). Zenodo. http://doi.org/10.5281/zenodo.4747876" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### In this notebook, I use three parts of the this tutorial:\n", - "\n", - "1. buffer analysis (ie what percent of the chicago area is close to a clinic?)\n", - "2. using these buffers in the context of other meaningful community data (ie COVID case rates as use case)\n", - "3. coverage by a designated regions (ie zip codes).\n", - "\n", - "\n", - "While much of the code is directly from the Toolkit tutorial, I also expanded to make it usable within the HEAL platform and within a R Kernel Jupyter Notebook environment and to learn a few additional functions to quantify results.\n", - "\n", - "This notebook shows how to use both locally uploaded files in combination with HEAL platform specific files.\n", - "\n", - "Specifically, COVID data has been uploaded locally while geometric and clinic files are taken from the OEPS database on the heal platform." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#suppress warnings (to include warnings,set warn to 0)\n", - "options(warn=-1)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Linking to GEOS 3.8.1, GDAL 3.1.4, PROJ 7.1.1\n", - "\n", - "── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.0 ──\n", - "\n", - "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.2 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.4\n", - "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.0.4 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 1.0.2\n", - "\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 1.1.2 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n", - "\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 1.4.0 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.5.0\n", - "\n", - "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n", - "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n", - "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n", - "\n", - "udunits database from /opt/conda/lib/R/library/units/share/udunits/udunits2.xml\n", - "\n" - ] - } - ], - "source": [ - "library(sf)\n", - "library(tidygeocoder)\n", - "library(tmap)\n", - "library(tidyverse)\n", - "library(readxl)\n", - "library(units)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "'manifest-2021-08-03T15-46-33.192550'" - ], - "text/latex": [ - "'manifest-2021-08-03T15-46-33.192550'" - ], - "text/markdown": [ - "'manifest-2021-08-03T15-46-33.192550'" - ], - "text/plain": [ - "[1] \"manifest-2021-08-03T15-46-33.192550\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Pull file objects using Gen3 SDK\n", - "system(\"gen3 drs-pull object dg.6VTS/eccae5e6-d9be-403a-b30f-4df1434a2921\")\n", - "system(\"gen3 drs-pull object dg.6VTS/f30a3855-9093-473f-8ce6-784fc9b53066\")\n", - "system(\"gen3 drs-pull object dg.6VTS/1eb8e61b-328f-4cd0-a7e2-df2f7deec846\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "#local data on HEAL platform\n", - "local_data_dir = '/home/jovyan/data'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Geocoding from addresses" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A common goal in opioid environment research is to calculate and compare access metrics to different providers of Medications for Opioid Overuse Disorder (MOUDs). Before we can run any analytics on the resource location data, we need to convert resource addresses to spatial data points, which can be then used to calculate access metrics. \n", - "\n", - "**Geocoding** is the process of converting addresses (like a street address) into geographic coordinates using a known coordinate reference system. We can then use these coordinates (latitude, longitude) to spatially enable our data. This means we convert to a spatial data frame (sf) within R for spatial analysis within our R session, and then save as a shapefile (a spatial data format) for future use. In this tutorial we demonstrate how to geocode resource location addresses and convert to spatial data points that can be used for future mapping and geospatial analysis. " - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "#get zip - county crosswalk to filter zip codes for Cook County\n", - "#Cook County (county Chicago is in) FIPS code = 17-031\n", - "cook_county_zips <- read_excel(\"./ZIP_COUNTY.xlsx\") %>%\n", - " filter(COUNTY==17031)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "allClinics <- read.csv('./us-wide-moudsCleaned.csv')\n", - "names(allClinics) <-c(\n", - " \"name1\",\n", - " \"name2\" ,\n", - " \"street1\" ,\n", - " \"street2\" ,\n", - " \"city\" ,\n", - " \"state\" ,\n", - " \"zip\" ,\n", - " \"zip4\" ,\n", - " \"category\",\n", - " \"countyGEOID\" ,\n", - " \"countyName\" ,\n", - " \"source\",\n", - " \"geom1\" ,\n", - " \"geom2\",\n", - " \"Longitude\",\n", - " \"Latitude\" \n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "methadoneClinics <- allClinics %>%\n", - " filter(countyGEOID==17031 & category=='methadone')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "#project to coordinate system \n", - "#longitude and latitude contrary to common lat/long\n", - "methadoneSf <- st_as_sf(methadoneClinics, \n", - " coords = c(\"Longitude\", \"Latitude\"),\n", - " crs = 4326)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "
A tibble: 3 × 15
name1name2street1street2citystatezipzip4categorycountyGEOIDcountyNamesourcegeom1geom2geometry
<fct><fct><fct><fct><fct><fct><fct><int><fct><int><fct><fct><fct><fct><POINT [°]>
Elite Houses of Sober LivingElite Treatment Center395 West Lincoln Highway NA Chicago HeightsIL60411 NAmethadone17031CookSAMHSAc(-87.6576384 41.5062933)POINT (-87.65764 41.50629)
Radius Foundation Inc NA 11952 South Harlem AvenueSuite 100Palos Heights IL60463 NAmethadone17031CookSAMHSAc(-87.7972744 41.6737572)POINT (-87.79727 41.67376)
Symetria Recovery Palos Heights 11925 South Harlem AvenueNA Palos Heights IL604631138methadone17031CookSAMHSAc(-87.7963882 41.6745493)POINT (-87.79639 41.67455)
\n" - ], - "text/latex": [ - "A tibble: 3 × 15\n", - "\\begin{tabular}{lllllllllllllll}\n", - " name1 & name2 & street1 & street2 & city & state & zip & zip4 & category & countyGEOID & countyName & source & geom1 & geom2 & geometry\\\\\n", - " & & & & & & & & & & & & & & \\\\\n", - "\\hline\n", - "\t Elite Houses of Sober Living & Elite Treatment Center & 395 West Lincoln Highway & NA & Chicago Heights & IL & 60411 & NA & methadone & 17031 & Cook & SAMHSA & c(-87.6576384 & 41.5062933) & POINT (-87.65764 41.50629)\\\\\n", - "\t Radius Foundation Inc & NA & 11952 South Harlem Avenue & Suite 100 & Palos Heights & IL & 60463 & NA & methadone & 17031 & Cook & SAMHSA & c(-87.7972744 & 41.6737572) & POINT (-87.79727 41.67376)\\\\\n", - "\t Symetria Recovery & Palos Heights & 11925 South Harlem Avenue & NA & Palos Heights & IL & 60463 & 1138 & methadone & 17031 & Cook & SAMHSA & c(-87.7963882 & 41.6745493) & POINT (-87.79639 41.67455)\\\\\n", - "\\end{tabular}\n" - ], - "text/markdown": [ - "\n", - "A tibble: 3 × 15\n", - "\n", - "| name1 <fct> | name2 <fct> | street1 <fct> | street2 <fct> | city <fct> | state <fct> | zip <fct> | zip4 <int> | category <fct> | countyGEOID <int> | countyName <fct> | source <fct> | geom1 <fct> | geom2 <fct> | geometry <POINT [°]> |\n", - "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", - "| Elite Houses of Sober Living | Elite Treatment Center | 395 West Lincoln Highway | NA | Chicago Heights | IL | 60411 | NA | methadone | 17031 | Cook | SAMHSA | c(-87.6576384 | 41.5062933) | POINT (-87.65764 41.50629) |\n", - "| Radius Foundation Inc | NA | 11952 South Harlem Avenue | Suite 100 | Palos Heights | IL | 60463 | NA | methadone | 17031 | Cook | SAMHSA | c(-87.7972744 | 41.6737572) | POINT (-87.79727 41.67376) |\n", - "| Symetria Recovery | Palos Heights | 11925 South Harlem Avenue | NA | Palos Heights | IL | 60463 | 1138 | methadone | 17031 | Cook | SAMHSA | c(-87.7963882 | 41.6745493) | POINT (-87.79639 41.67455) |\n", - "\n" - ], - "text/plain": [ - " name1 name2 street1 \n", - "1 Elite Houses of Sober Living Elite Treatment Center 395 West Lincoln Highway \n", - "2 Radius Foundation Inc NA 11952 South Harlem Avenue\n", - "3 Symetria Recovery Palos Heights 11925 South Harlem Avenue\n", - " street2 city state zip zip4 category countyGEOID countyName\n", - "1 NA Chicago Heights IL 60411 NA methadone 17031 Cook \n", - "2 Suite 100 Palos Heights IL 60463 NA methadone 17031 Cook \n", - "3 NA Palos Heights IL 60463 1138 methadone 17031 Cook \n", - " source geom1 geom2 geometry \n", - "1 SAMHSA c(-87.6576384 41.5062933) POINT (-87.65764 41.50629)\n", - "2 SAMHSA c(-87.7972744 41.6737572) POINT (-87.79727 41.67376)\n", - "3 SAMHSA c(-87.7963882 41.6745493) POINT (-87.79639 41.67455)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#geocode projection in geometry field\n", - "head(tibble(methadoneSf),3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Show projection of points on interactive Open Street map:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to interactive viewing\n", - "\n", - "Interactive map saved to /home/jovyan/pd/clinic_render.html\n", - "\n" - ] - } - ], - "source": [ - "tmap_mode(\"view\")\n", - "## tmap mode set to interactive viewing\n", - "#notebook edit: not rendering interactive so need to save rendered hmtl as variable with print fxn\n", - "clinic_map <- tm_shape(methadoneSf) + \n", - " tm_dots() + \n", - " tm_basemap(\"OpenStreetMap\") +\n", - " tm_view(\n", - " set.bounds=c(-87.94011,41.64454,-87.52414,42.02304),\n", - " alpha = 1\n", - " )\n", - "#tmap_save(clinic_map,'clinic_map')\n", - "\n", - "clinic_rendered <- print(clinic_map)\n", - "tmap_save(tm=clinic_map,file='clinic_render.html')\n", - "#clinic_rendered" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Buffer analysis" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once we have spatially referenced resource locations, it's helpful to plot the data in the community of interest for some preliminary analysis. In this tutorial we will plot Methadone Providers in Chicago and community areas to provide some context. We will also generate a simple 1-mile **buffer service area** around each provider to highlight neighborhoods with better, and worse, access to resources. In order to accomplish this task, we will need to standardize our spatial data (clinic points, and community areas) with an appropriate coordinate reference system. Finally, we'll make some maps!\n", - "\n", - "Our objectives are thus to:\n", - "\n", - "* Overlay clinical providers (points) and community areas (polygons)\n", - "* Use a spatial transform operation to change coordinate reference systems\n", - "* Conduct a simple buffer analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "shapefile <- read_sf('./zctas2018.shp')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "#filter shapefile with only cook county zips\n", - "areas <- shapefile %>% filter(ZCTA5CE10 %in% cook_county_zips$ZIP)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reading layer `boundaries_chicago' from data source `/home/jovyan/data/boundaries_chicago.geojson' using driver `GeoJSON'\n", - "Simple feature collection with 1 feature and 4 fields\n", - "geometry type: MULTIPOLYGON\n", - "dimension: XY\n", - "bbox: xmin: -87.94011 ymin: 41.64454 xmax: -87.52414 ymax: 42.02304\n", - "geographic CRS: WGS 84\n" - ] - } - ], - "source": [ - "#local file\n", - "##can get directly from github or uploaded locally\n", - "cityBoundary <- st_read(paste0(local_data_dir,\"/boundaries_chicago.geojson\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to plotting\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "#plot to show geocoding performed as desired\n", - "tmap_mode(\"plot\")\n", - "\n", - "## 1st layer (gets plotted first)\n", - "tm_shape(areas) + \n", - "tm_borders(alpha = 0.4) + \n", - "## 2nd layer (overlay)\n", - "tm_shape(methadoneSf) + \n", - "tm_dots(size = 0.4, col=\"red\") " - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "#coordinate reference system that preserves distance\n", - "CRS.new <- st_crs(\"EPSG:3435\")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "#transform datasets to new CRS\n", - "metClinics.3435 <- st_transform(methadoneSf, CRS.new)\n", - "areas.3435 <- st_transform(areas, CRS.new)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "#generate buffer with new CRS but use 5280 ft to equal 1 mile\n", - "metClinic_buffers <- st_buffer(metClinics.3435, 5280)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to plotting\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "#plot clinic points and 1 mile buffers around clinic\n", - "tmap_mode(\"plot\")\n", - "\n", - "tm_shape(areas.3435) + \n", - "tm_borders() +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\") +\n", - "tm_shape(metClinic_buffers) + \n", - "tm_borders(col = \"blue\") " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "#fill in buffers for easier viz\n", - "tm_shape(areas) + \n", - "tm_borders(alpha = 0.6) +\n", - "tm_shape(metClinic_buffers) + \n", - "tm_fill(col = \"blue\", alpha = .4) + \n", - "tm_borders(col = \"blue\") +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\", size = 0.2) " - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "#does an area have coverage (ie falls within any one area?)\n", - "unionBuffers <- st_union(metClinic_buffers)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "tm_shape(areas) + \n", - "tm_borders()+\n", - "tm_shape(unionBuffers) + \n", - "tm_fill(col = \"blue\", alpha = .2) + \n", - "tm_borders(col = \"blue\") +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\", size = 0.1)+\n", - "tm_shape(cityBoundary)+\n", - "tm_borders(lwd =3)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "metClinic_2mbuffers <- st_buffer(metClinics.3435, 10560)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to plotting\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "tmap_mode(\"plot\")\n", - "tm_shape(areas) + \n", - "tm_borders(alpha = 0.4) +\n", - "tm_shape(cityBoundary) + \n", - "tm_borders(lwd = 3) +\n", - "tm_shape(metClinic_2mbuffers) + \n", - "tm_fill(col = \"gray10\", alpha = .4) + \n", - "tm_borders(col = \"dimgray\", alpha = .4) +\n", - "tm_shape(metClinic_buffers) + \n", - "tm_fill(col = \"gray90\", alpha = .4) + \n", - "tm_borders(col = \"darkslategray\") +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\", size = 0.2) + \n", - "tm_layout(main.title = \"Methadone Clinic Service Areas in Cook County and Chicago\",\n", - " main.title.position = \"center\",\n", - " main.title.size = 1,\n", - " frame = FALSE)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "#does an area have coverage (ie falls within any one area?)\n", - "union2mBuffers <- st_union(metClinic_2mbuffers)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to plotting\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "tmap_mode(\"plot\")\n", - "\n", - "tm_shape(areas) + \n", - "tm_borders(alpha = 0.4) +\n", - "tm_shape(cityBoundary) + \n", - "tm_borders(lwd = 3) +\n", - "tm_shape(union2mBuffers) + \n", - "tm_fill(col = \"gray10\", alpha = .2) + \n", - "tm_borders(col = \"dimgray\", alpha = .2) +\n", - "tm_shape(unionBuffers) + \n", - "tm_fill(col = \"gray90\", alpha = .4) + \n", - "tm_borders(col = \"darkslategray\") +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\", size = 0.2) + \n", - "tm_layout(main.title = \"Methadone Clinic Service Areas in Cook County/Chicago\",\n", - " main.title.position = \"center\",\n", - " main.title.size = 1,\n", - " frame = FALSE)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "tm_shape(areas,bbox = cityBoundary) + #zoom in on just chicago\n", - "tm_borders(alpha = 0.5, col=\"gray\")+ \n", - "tm_text(\"GEOID10\", size = 0.6) +\n", - "tm_shape(cityBoundary) + \n", - "tm_borders() +\n", - "tm_shape(unionBuffers) + \n", - "tm_fill(col = \"blue\", alpha = .2) + \n", - "tm_borders(col = \"blue\") +\n", - "tm_shape(metClinics.3435) + \n", - "tm_dots(col = \"red\") " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Can do conditional buffers:\n", - "\n", - "1. Eg rural area generally you have larger buffer than urban/suburban.\n", - "2. walking distance? generally smaller" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Quantifying resource coverage from buffer analysis\n", - "\n", - "You can then quantify what you are seeing above by creating a simple feature object from the intersection of the city and the buffers with the overall city boundaries using `st_intersection` and `st_area`" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "#apply the CRS of chicago Centroids to methadone to ensure they are both in same CRS\n", - "newCRS <- st_crs(cityBoundary)\n", - "unionBuffers_newCRS <- st_transform(unionBuffers, newCRS)\n", - "unionBuffers2mi_newCRS <- st_transform(union2mBuffers, newCRS)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "#calculate area of chicago with chicago boundary\n", - "city_area <- st_area(cityBoundary)\n", - "#calculate area of 1 mi buffer and chicago boundary intersection\n", - "buffers_and_city_intersection <- st_intersection(unionBuffers_newCRS,cityBoundary)\n", - "buffers_2mi_and_city_intersection <- st_intersection(unionBuffers2mi_newCRS,cityBoundary)\n", - "#calculate area of 2 mi buffer and chicago boundary intersection\n", - "buffer_area <- st_area(buffers_and_city_intersection)\n", - "\n", - "buffer2mi_area <- st_area(buffers_2mi_and_city_intersection)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "'25% within 1 mile of a resource across Chicago'" - ], - "text/latex": [ - "'25\\% within 1 mile of a resource across Chicago'" - ], - "text/markdown": [ - "'25% within 1 mile of a resource across Chicago'" - ], - "text/plain": [ - "[1] \"25% within 1 mile of a resource across Chicago\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "'56% within 2 miles of a resource across Chicago'" - ], - "text/latex": [ - "'56\\% within 2 miles of a resource across Chicago'" - ], - "text/markdown": [ - "'56% within 2 miles of a resource across Chicago'" - ], - "text/plain": [ - "[1] \"56% within 2 miles of a resource across Chicago\"" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "paste0(\n", - " as.character(\n", - " as.integer(\n", - " (buffer_area/city_area)*100)),\n", - " \"% within 1 mile of a resource across Chicago\"\n", - ")\n", - "\n", - "\n", - "paste0(\n", - " as.character(\n", - " as.integer(\n", - " (buffer2mi_area/city_area)*100)),\n", - " \"% within 2 miles of a resource across Chicago\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Next Steps\n", - "\n", - "- identify areas and/or points at risk for opiod misuse and run coverage analyses for these areas. \n", - "- for at risk areas, what about 1/2 a mile for buffer?\n", - "- other conditionals for buffers (e.g., walkability score for area)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Linking Community Data\n", - "\n", - "link additional pieces of information with the buffer analysis to target key vulnerable populations. The OEPS tutorial uses the COVID pandemic as a case study. \n", - "\n", - "1. connect Chicago COVID-19 Case data by ZIP Code, available as a flat file on the city’s data portal, to our environment.\n", - "\n", - "2. overlap the 1-mile buffers representing walkable access to the Methadone providers in the city. COVID impacts travel so conservative, \"walkable\" threshold used.\n", - "\n", - "\n", - "3. identify zip codes most impacted by COVID that are outside our acceptable access threshold. " - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "covid_dir <- paste0(local_data_dir,\"/COVID-19_Cases__Tests__and_Deaths_by_ZIP_Code.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "#read in data for COVID info by zip code\n", - "#local file\n", - "COVID <- read.csv(covid_dir) %>%\n", - " select(c(\"ZIP.Code\", \"Case.Rate...Cumulative\")) %>%\n", - " mutate(GEOID10=as.character(ZIP.Code))" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "#merge COVID with zips\n", - "zipsMerged <- merge(areas, COVID, by = \"GEOID10\")" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to plotting\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "plot without title" - ] - }, - "metadata": { - "image/png": { - "height": 420, - "width": 420 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "tmap_mode(\"plot\")\n", - "tm_shape(zipsMerged,bbox=cityBoundary) +\n", - "tm_fill(\n", - " \"Case.Rate...Cumulative\", style=\"quantile\", n=6, pal=\"-RdYlGn\",\n", - " title = \"COVID Case Rate\",alpha = 0.8\n", - ") + \n", - "tm_borders(lwd = 0) + \n", - "tm_shape(metClinic_buffers,bbox=cityBoundary) + \n", - "tm_borders(col = \"gray\") +\n", - "tm_fill(alpha=0.5) +\n", - "tm_shape(methadoneSf,bbox=cityBoundary) + \n", - "tm_dots(col = \"black\", size = 0.1) +\n", - "tm_layout(main.title = \"Walkable Methadone Service Areas\\nin and around Chicago\",\n", - " main.title.position = \"center\",\n", - " main.title.size = 1.5,\n", - " frame = FALSE)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "tmap mode set to interactive viewing\n", - "\n" - ] - } - ], - "source": [ - "tmap_mode(\"view\")\n", - "community_interactive <- \n", - "tm_shape(zipsMerged) +\n", - "tm_fill(\n", - " \"Case.Rate...Cumulative\", style=\"quantile\", n=6, pal=\"-RdYlGn\",\n", - " title = \"COVID Case Rate\",alpha = 0.8\n", - ") + \n", - "tm_borders(lwd = 0) + \n", - "tm_shape(metClinic_buffers) + \n", - "tm_borders(col = \"gray\") +\n", - "tm_fill(alpha=0.5) +\n", - "tm_shape(methadoneSf) + \n", - "tm_dots(col = \"black\", size = 0.01) +\n", - "tm_layout(main.title = \"Walkable Methadone Service Areas\",\n", - " main.title.position = \"center\",\n", - " main.title.size = 1,\n", - " frame = FALSE)\n", - "\n", - "community_interactive_rendered <- print(community_interactive)\n", - "\n", - "tmap_save(tm=community_interactive,file='covid_render.html')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Significance\n", - "Of course, this visualization needs a more complete picture of opioid outcomes by zip. But, the red zip codes far from walking distance may be at risk for increased opioid overdoses without intervention (ie from pop up shops).\n", - "\n", - "\n", - "### Next steps additional visualizations:\n", - "- rate of opioid overdose deaths\n", - "- opioid related 911 calls" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Insights from linking data with buffers\n", - "\n", - "- This visualization illustrates that many of the high risk areas do not have walkable \n", - "access to a clinic for the majority of that area.\n", - "\n", - "- Obviously, other pieces of community info need to be linked (such as baseline use of opioids for these areas to determine risk) -- see intro for recommendations\n", - " \n", - "- Perhaps an action item could be to set up \"pop up shop\" methadone clinics. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Zip centroid analysis" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#change projection of data to a new CRS\n", - "chicagoZips <- st_transform(areas, 3435)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#calculate centroids for each zip code region\n", - "chicagoCentroids <- st_centroid(chicagoZips)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#show the centroids\n", - "plot(st_geometry(chicagoZips))\n", - "plot(st_geometry(chicagoCentroids), add = TRUE, col = \"red\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#apply the CRS of chicago Centroids to methadone to ensure they are both in same CRS\n", - "newCRS <- st_crs(chicagoCentroids)\n", - "methadoneSf <- st_transform(methadoneSf, newCRS)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#now plot both the methadone clinics and the zip centroids\n", - "plot(st_geometry(chicagoZips))\n", - "plot(st_geometry(chicagoCentroids), col = \"red\", add = TRUE)\n", - "plot(st_geometry(methadoneSf), col = \"blue\", add = TRUE)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#identify the nearest clinic to each zip centroid\n", - "nearestClinic_indexes <- st_nearest_feature(chicagoCentroids, methadoneSf)\n", - "nearestClinic <- methadoneSf[nearestClinic_indexes,]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#calculate distance to nearest clinic\n", - "minDist <- st_distance(chicagoCentroids, nearestClinic, by_element = TRUE)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#set units to miles\n", - "minDist_mi <- set_units(minDist, \"mi\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#join zip codes with the minimum distance data\n", - "minDistSf <- cbind(chicagoZips, minDist_mi)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#visualize minimum distance to each centroid\n", - "tmap_mode(\"plot\")\n", - "tm_shape(minDistSf) +\n", - "tm_polygons(\"minDist_mi\", style = 'quantile', n=5,\n", - " title = \"Minimum Distance (mi)\") +\n", - "tm_shape(methadoneSf) +\n", - "tm_dots(size = 0.2) +\n", - "tm_layout(main.title = \"Minimum Distance from Zip Centroid\\n to Methadone Clinic\",\n", - " main.title.position =\"center\",\n", - " frame = FALSE,\n", - " main.title.size = 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Next steps\n", - "- clinic coverage vs. OUD : where are high opportunity areas to set up new clinics?\n", - "- more continuous view would be more accurately as zip code boundaries and centroids are arbitrary depending on use cases\n", - " - eg., heatmap\n", - " \n", - "To do for future mapping other data\n", - "- city wards\n", - "- census tracts\n", - "- [population density estimates](!https://www.illinois-demographics.com/zip_codes_by_population)\n", - "\n", - "\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "R", - "language": "R", - "name": "ir" - }, - "language_info": { - "codemirror_mode": "r", - "file_extension": ".r", - "mimetype": "text/x-r-source", - "name": "R", - "pygments_lexer": "r", - "version": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/HEAL-notebooks/oeps/data/COVID-19_Cases__Tests__and_Deaths_by_ZIP_Code.csv b/HEAL-notebooks/oeps/data/COVID-19_Cases__Tests__and_Deaths_by_ZIP_Code.csv 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-} diff --git a/HEAL-notebooks/oeps/requirements.txt b/HEAL-notebooks/oeps/requirements.txt deleted file mode 100644 index a38040fd..00000000 --- a/HEAL-notebooks/oeps/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -r-sf -r-tidygeocoder -r-tmap -r-tidyverse diff --git a/HEAL-notebooks/plain_example/data/my.csv b/HEAL-notebooks/plain_example/data/my.csv deleted file mode 100644 index ea1bebaa..00000000 --- a/HEAL-notebooks/plain_example/data/my.csv +++ /dev/null @@ -1 +0,0 @@ -data,moredata, diff --git a/HEAL-notebooks/plain_example/plain_notebook.ipynb b/HEAL-notebooks/plain_example/plain_notebook.ipynb deleted file mode 100644 index c0278ada..00000000 --- a/HEAL-notebooks/plain_example/plain_notebook.ipynb +++ /dev/null @@ -1,34 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": 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