{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary Analysis of the 2017 GitHub Open Source Survey\n", "\n", "By R. Stuart Geiger ([@staeiou](https://github.com/staeiou/)), Berkeley Institute for Data Science\n", "\n", "\n", "## Overview\n", "\n", "This notebook analyzes the 2017 Open Source Survey, conducted by staff at GitHub, Inc. and other collaborators (see https://opensourcesurvey.org/2017 and https://github.com/github/open-source-survey). The survey was run in 2017, asking over 50 questions on a variety of topics. The survey's designers explain the motivation, design, and distribution of the survey:\n", "\n", "In collaboration with researchers from academia, industry, and the community, GitHub designed a survey to gather high quality and novel data on open source software development practices and communities. We collected responses from 5,500 randomly sampled respondents sourced from over 3,800 open source repositories on GitHub.com, and over 500 responses from a non-random sample of communities that work on other platforms. The results are an open data set about the attitudes, experiences, and backgrounds of those who use, build, and maintain open source software.\"\n", "\n", "## Purpose and goal\n", "\n", "The GitHub survey team presented analyses of some questions when releasing the survey, but there were many more questions asked that are relevant to researchers and community members. This report is an exploratory analysis of all questions asked in the survey, providing a basic summary of the responses to each question. This report presents and plots summary statistics -- mostly frequency counts, proportions, then a frequency or proportion bar graph -- of all questions asked in the survey. Most questions are presented individually, with panel questions grouped together as appropriate. There are no correlations, regressions, or descriptive breakouts between subgroups. Likert-style questions (e.g. Strongly agree <-> strongly disagree) have not been recoded to numerical, scalar values. There are no discussions or interpretations of results. This is left for future work.\n", "\n", "The purpose of this notebook is to facilitate future research on this dataset by giving an overview of the kinds of questions asked in the survey, as well as serve as the basis for a PDF report, published on SocArXiv and OSF at https://osf.io/preprints/socarxiv/qps53/. The notebook is public on GitHub at https://github.com/staeiou/github-survey-analysis and others are encouraged to extend it as they see fit. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas in /home/staeiou/conda/lib/python3.5/site-packages\r\n", "Requirement already satisfied: seaborn in /home/staeiou/conda/lib/python3.5/site-packages\r\n", "Requirement already satisfied: python-dateutil>=2 in /home/staeiou/conda/lib/python3.5/site-packages (from pandas)\r\n", "Requirement already satisfied: pytz>=2011k in /home/staeiou/conda/lib/python3.5/site-packages (from pandas)\r\n", "Requirement already satisfied: numpy>=1.7.0 in /home/staeiou/conda/lib/python3.5/site-packages (from pandas)\r\n", "Requirement already satisfied: six>=1.5 in /home/staeiou/conda/lib/python3.5/site-packages (from python-dateutil>=2->pandas)\r\n" ] } ], "source": [ "!pip install pandas seaborn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib, matplotlib.pyplot as plt\n", "import numpy as np\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n", "pd.options.display.float_format = '{:.2f}%'.format # add % to all floats, all floats here are percentages\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## For making pretty tables when nbconverting to latex\n", "\n", "pd.set_option('display.notebook_repr_html', True)\n", "\n", "def _repr_latex_(self):\n", " return \"\\centering{%s}\" % self.to_latex()\n", "\n", "pd.DataFrame._repr_latex_ = _repr_latex_ # monkey patch pandas DataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download and unzip data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Archive: data_for_public_release.zip\r\n", " creating: data_for_public_release/\r\n", " inflating: data_for_public_release/negative_incidents.csv \r\n", " inflating: __MACOSX/data_for_public_release/._negative_incidents.csv \r\n", " inflating: data_for_public_release/notes.txt \r\n", " inflating: data_for_public_release/questionnaire.txt \r\n", " inflating: __MACOSX/data_for_public_release/._questionnaire.txt \r\n", " inflating: data_for_public_release/README.txt \r\n", " inflating: __MACOSX/data_for_public_release/._README.txt \r\n", " inflating: data_for_public_release/survey_data.csv \r\n", " inflating: __MACOSX/data_for_public_release/._survey_data.csv \r\n" ] } ], "source": [ "!unzip -o data_for_public_release.zip" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "negative_incidents.csv\tquestionnaire.txt survey_data.csv\r\n", "notes.txt\t\tREADME.txt\r\n" ] } ], "source": [ "!ls data_for_public_release/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data processing\n", "## Main dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load main dataset into pandas" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pd.options.display.max_rows = 500" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "survey_df = pd.read_csv(\"data_for_public_release/survey_data.csv\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "survey_data.csv length: 6029\n" ] } ], "source": [ "print(\"survey_data.csv length:\", len(survey_df))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "survey_data.csv completed responses: 3746\n" ] } ], "source": [ "survey_complete_df = survey_df.query(\"STATUS == 'Complete'\")\n", "print(\"survey_data.csv completed responses:\", len(survey_complete_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explore the main dataset with some sample responses" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
346
RESPONSE.ID484951
DATE.SUBMITTED3/21/17 15:423/21/17 15:383/21/17 15:41
STATUSCompleteCompleteComplete
PARTICIPATION.TYPE.FOLLOW111
PARTICIPATION.TYPE.USE.APPLICATIONS111
PARTICIPATION.TYPE.USE.DEPENDENCIES111
PARTICIPATION.TYPE.CONTRIBUTE110
PARTICIPATION.TYPE.OTHER000
CONTRIBUTOR.TYPE.CONTRIBUTE.CODEFrequentlyOccasionallyNaN
CONTRIBUTOR.TYPE.CONTRIBUTE.DOCSRarelyRarelyNaN
CONTRIBUTOR.TYPE.PROJECT.MAINTENANCEFrequentlyRarelyNaN
CONTRIBUTOR.TYPE.FILE.BUGSFrequentlyFrequentlyNaN
CONTRIBUTOR.TYPE.FEATURE.REQUESTSFrequentlyFrequentlyNaN
CONTRIBUTOR.TYPE.COMMUNITY.ADMINNeverOccasionallyNaN
EMPLOYMENT.STATUSEmployed full timeFull time studentEmployed full time
PROFESSIONAL.SOFTWAREFrequentlyNaNFrequently
FUTURE.CONTRIBUTION.INTERESTVery interestedVery interestedVery interested
FUTURE.CONTRIBUTION.LIKELIHOODVery likelyVery likelySomewhat unlikely
OSS.USER.PRIORITIES.LICENSEVery important to haveVery important to haveVery important to have
OSS.USER.PRIORITIES.CODE.OF.CONDUCTSomewhat important not to haveSomewhat important to haveNot important either way
OSS.USER.PRIORITIES.CONTRIBUTING.GUIDESomewhat important to haveVery important to haveSomewhat important to have
OSS.USER.PRIORITIES.CLANot important either wayVery important to haveDon't know what this is
OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENTSomewhat important to haveVery important to haveVery important to have
OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERSSomewhat important to haveVery important to haveVery important to have
OSS.USER.PRIORITIES.WELCOMING.COMMUNITYVery important to haveVery important to haveSomewhat important to have
OSS.USER.PRIORITIES.WIDESPREAD.USESomewhat important to haveNot important either waySomewhat important to have
OSS.CONTRIBUTOR.PRIORITIES.LICENSENot important either wayNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCTSomewhat important not to haveNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDENot important either wayNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.CLANot important either wayNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENTSomewhat important to haveNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERSSomewhat important to haveNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITYSomewhat important to haveNaNNaN
OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USESomewhat important to haveNaNNaN
SEEK.OPEN.SOURCESometimesAlwaysAlways
OSS.UXGenerally easier to useAbout the sameGenerally easier to use
OSS.SECURITYGenerally more secureGenerally more secureAbout the same
OSS.STABILITYAbout the sameGenerally less stableAbout the same
INTERNAL.EFFICACYStrongly agreeStrongly agreeStrongly agree
EXTERNAL.EFFICACYStrongly agreeStrongly agreeNeither agree nor disagree
OSS.IDENTIFICATIONNeither agree nor disagreeStrongly agreeNeither agree nor disagree
USER.VALUES.STABILITYModerately importantExtremely importantExtremely important
USER.VALUES.INNOVATIONNot at all importantVery importantModerately important
USER.VALUES.REPLICABILITYVery importantVery importantModerately important
USER.VALUES.COMPATIBILITYVery importantVery importantExtremely important
USER.VALUES.SECURITYVery importantVery importantExtremely important
USER.VALUES.COSTVery importantNot at all importantVery important
USER.VALUES.TRANSPARENCYVery importantExtremely importantExtremely important
USER.VALUES.USER.EXPERIENCEExtremely importantModerately importantVery important
USER.VALUES.CUSTOMIZABILITYExtremely importantVery importantExtremely important
USER.VALUES.SUPPORTSlightly importantModerately importantNot at all important
USER.VALUES.TRUSTED.PRODUCERVery importantSlightly importantModerately important
TRANSPARENCY.PRIVACY.BELIEFSPeople should be able to contribute code witho...People should be able to contribute code witho...People should be able to contribute code witho...
INFO.AVAILABILITYA lot of information about meA lot of information about meA little information about me
INFO.JOBYesNoNo
TRANSPARENCY.PRIVACY.PRACTICES.GENERALI include my real name.I include my real name.I don't publish this kind of content online.
TRANSPARENCY.PRIVACY.PRACTICES.OSSI include my real name.I include my real name.NaN
RECEIVED.HELPYesYesYes
FIND.HELPEROther - Please describeI asked for help in a public forum (e.g. in a ...I asked a specific person for help.
HELPER.PRIOR.RELATIONSHIPWe knew each other well.Total strangers, I didn't know of them previou...We knew each other well.
RECEIVED.HELP.TYPEWriting code or otherwise implementing ideas.Installing or using an application.Installing or using an application.
PROVIDED.HELPYesYesYes
FIND.HELPEEI reached out to them to offer unsolicited help.They asked for help in a public forum (e.g. in...They asked me directly for help.
HELPEE.PRIOR.RELATIONSHIPTotal strangers, I didn't know of them previou...Total strangers, I didn't know of them previou...We knew each other well.
PROVIDED.HELP.TYPEWriting code or otherwise implementing ideas.Installing or using an application.Installing or using an application.
DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSEYesYesYes
DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATIONYesNoNo
DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSEYesYesYes
DISCOURAGING.BEHAVIOR.BAD.DOCSYesYesYes
DISCOURAGING.BEHAVIOR.CONFLICTYesYesNo
DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGENoNoNo
OSS.AS.JOBYes, directly- some or all of my work duties ...NaNNaN
OSS.AT.WORKFrequentlyNaNFrequently
OSS.IP.POLICYI am free to contribute without asking for per...NaNI'm not sure.
EMPLOYER.POLICY.APPLICATIONSUse of open source applications is acceptable ...NaNUse of open source applications is encouraged.
EMPLOYER.POLICY.DEPENDENCIESUse of open source dependencies is acceptable ...NaNUse of open source dependencies is encouraged.
OSS.HIRINGVery importantNaNNaN
IMMIGRATIONNo, I live in the country where I was born.No, I live in the country where I was born.Yes, and I intend to stay permanently.
MINORITY.HOMECOUNTRYNaNNaNNo
MINORITY.CURRENT.COUNTRYNoNoNo
GENDERManManMan
TRANSGENDER.IDENTITYNoNoNo
SEXUAL.ORIENTATIONNoYesNo
WRITTEN.ENGLISHVery wellVery wellVery well
AGE35 to 44 years17 or younger35 to 44 years
FORMAL.EDUCATIONBachelor's degreeSecondary (high) school graduate or equivalentVocational/trade program or apprenticeship
PARENTS.FORMAL.EDUCATIONBachelor's degreeMaster's degreeBachelor's degree
AGE.AT.FIRST.COMPUTER.INTERNET13 - 17 years oldYounger than 13 years old13 - 17 years old
LOCATION.OF.FIRST.COMPUTER.INTERNETAt home (belonging to me or a family member)At home (belonging to me or a family member)At home (belonging to me or a family member)
PARTICIPATION.TYPE.ANY.REPONSE111
POPULATIONgithubgithubgithub
OFF.SITE.IDNaNNaNNaN
TRANSLATED000
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{llll}\n", "\\toprule\n", "{} & 3 & 4 & 6 \\\\\n", "\\midrule\n", "RESPONSE.ID & 48 & 49 & 51 \\\\\n", "DATE.SUBMITTED & 3/21/17 15:42 & 3/21/17 15:38 & 3/21/17 15:41 \\\\\n", "STATUS & Complete & Complete & Complete \\\\\n", "PARTICIPATION.TYPE.FOLLOW & 1 & 1 & 1 \\\\\n", "PARTICIPATION.TYPE.USE.APPLICATIONS & 1 & 1 & 1 \\\\\n", "PARTICIPATION.TYPE.USE.DEPENDENCIES & 1 & 1 & 1 \\\\\n", "PARTICIPATION.TYPE.CONTRIBUTE & 1 & 1 & 0 \\\\\n", "PARTICIPATION.TYPE.OTHER & 0 & 0 & 0 \\\\\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE & Frequently & Occasionally & NaN \\\\\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS & Rarely & Rarely & NaN \\\\\n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE & Frequently & Rarely & NaN \\\\\n", "CONTRIBUTOR.TYPE.FILE.BUGS & Frequently & Frequently & NaN \\\\\n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS & Frequently & Frequently & NaN \\\\\n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN & Never & Occasionally & NaN \\\\\n", "EMPLOYMENT.STATUS & Employed full time & Full time student & Employed full time \\\\\n", "PROFESSIONAL.SOFTWARE & Frequently & NaN & Frequently \\\\\n", "FUTURE.CONTRIBUTION.INTEREST & Very interested & Very interested & Very interested \\\\\n", "FUTURE.CONTRIBUTION.LIKELIHOOD & Very likely & Very likely & Somewhat unlikely \\\\\n", "OSS.USER.PRIORITIES.LICENSE & Very important to have & Very important to have & Very important to have \\\\\n", "OSS.USER.PRIORITIES.CODE.OF.CONDUCT & Somewhat important not to have & Somewhat important to have & Not important either way \\\\\n", "OSS.USER.PRIORITIES.CONTRIBUTING.GUIDE & Somewhat important to have & Very important to have & Somewhat important to have \\\\\n", "OSS.USER.PRIORITIES.CLA & Not important either way & Very important to have & Don't know what this is \\\\\n", "OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENT & Somewhat important to have & Very important to have & Very important to have \\\\\n", "OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERS & Somewhat important to have & Very important to have & Very important to have \\\\\n", "OSS.USER.PRIORITIES.WELCOMING.COMMUNITY & Very important to have & Very important to have & Somewhat important to have \\\\\n", "OSS.USER.PRIORITIES.WIDESPREAD.USE & Somewhat important to have & Not important either way & Somewhat important to have \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.LICENSE & Not important either way & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCT & Somewhat important not to have & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDE & Not important either way & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.CLA & Not important either way & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENT & Somewhat important to have & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERS & Somewhat important to have & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITY & Somewhat important to have & NaN & NaN \\\\\n", "OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USE & Somewhat important to have & NaN & NaN \\\\\n", "SEEK.OPEN.SOURCE & Sometimes & Always & Always \\\\\n", "OSS.UX & Generally easier to use & About the same & Generally easier to use \\\\\n", "OSS.SECURITY & Generally more secure & Generally more secure & About the same \\\\\n", "OSS.STABILITY & About the same & Generally less stable & About the same \\\\\n", "INTERNAL.EFFICACY & Strongly agree & Strongly agree & Strongly agree \\\\\n", "EXTERNAL.EFFICACY & Strongly agree & Strongly agree & Neither agree nor disagree \\\\\n", "OSS.IDENTIFICATION & Neither agree nor disagree & Strongly agree & Neither agree nor disagree \\\\\n", "USER.VALUES.STABILITY & Moderately important & Extremely important & Extremely important \\\\\n", "USER.VALUES.INNOVATION & Not at all important & Very important & Moderately important \\\\\n", "USER.VALUES.REPLICABILITY & Very important & Very important & Moderately important \\\\\n", "USER.VALUES.COMPATIBILITY & Very important & Very important & Extremely important \\\\\n", "USER.VALUES.SECURITY & Very important & Very important & Extremely important \\\\\n", "USER.VALUES.COST & Very important & Not at all important & Very important \\\\\n", "USER.VALUES.TRANSPARENCY & Very important & Extremely important & Extremely important \\\\\n", "USER.VALUES.USER.EXPERIENCE & Extremely important & Moderately important & Very important \\\\\n", "USER.VALUES.CUSTOMIZABILITY & Extremely important & Very important & Extremely important \\\\\n", "USER.VALUES.SUPPORT & Slightly important & Moderately important & Not at all important \\\\\n", "USER.VALUES.TRUSTED.PRODUCER & Very important & Slightly important & Moderately important \\\\\n", "TRANSPARENCY.PRIVACY.BELIEFS & People should be able to contribute code witho... & People should be able to contribute code witho... & People should be able to contribute code witho... \\\\\n", "INFO.AVAILABILITY & A lot of information about me & A lot of information about me & A little information about me \\\\\n", "INFO.JOB & Yes & No & No \\\\\n", "TRANSPARENCY.PRIVACY.PRACTICES.GENERAL & I include my real name. & I include my real name. & I don't publish this kind of content online. \\\\\n", "TRANSPARENCY.PRIVACY.PRACTICES.OSS & I include my real name. & I include my real name. & NaN \\\\\n", "RECEIVED.HELP & Yes & Yes & Yes \\\\\n", "FIND.HELPER & Other - Please describe & I asked for help in a public forum (e.g. in a ... & I asked a specific person for help. \\\\\n", "HELPER.PRIOR.RELATIONSHIP & We knew each other well. & Total strangers, I didn't know of them previou... & We knew each other well. \\\\\n", "RECEIVED.HELP.TYPE & Writing code or otherwise implementing ideas. & Installing or using an application. & Installing or using an application. \\\\\n", "PROVIDED.HELP & Yes & Yes & Yes \\\\\n", "FIND.HELPEE & I reached out to them to offer unsolicited help. & They asked for help in a public forum (e.g. in... & They asked me directly for help. \\\\\n", "HELPEE.PRIOR.RELATIONSHIP & Total strangers, I didn't know of them previou... & Total strangers, I didn't know of them previou... & We knew each other well. \\\\\n", "PROVIDED.HELP.TYPE & Writing code or otherwise implementing ideas. & Installing or using an application. & Installing or using an application. \\\\\n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE & Yes & Yes & Yes \\\\\n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION & Yes & No & No \\\\\n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE & Yes & Yes & Yes \\\\\n", "DISCOURAGING.BEHAVIOR.BAD.DOCS & Yes & Yes & Yes \\\\\n", "DISCOURAGING.BEHAVIOR.CONFLICT & Yes & Yes & No \\\\\n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE & No & No & No \\\\\n", "OSS.AS.JOB & Yes, directly- some or all of my work duties ... & NaN & NaN \\\\\n", "OSS.AT.WORK & Frequently & NaN & Frequently \\\\\n", "OSS.IP.POLICY & I am free to contribute without asking for per... & NaN & I'm not sure. \\\\\n", "EMPLOYER.POLICY.APPLICATIONS & Use of open source applications is acceptable ... & NaN & Use of open source applications is encouraged. \\\\\n", "EMPLOYER.POLICY.DEPENDENCIES & Use of open source dependencies is acceptable ... & NaN & Use of open source dependencies is encouraged. \\\\\n", "OSS.HIRING & Very important & NaN & NaN \\\\\n", "IMMIGRATION & No, I live in the country where I was born. & No, I live in the country where I was born. & Yes, and I intend to stay permanently. \\\\\n", "MINORITY.HOMECOUNTRY & NaN & NaN & No \\\\\n", "MINORITY.CURRENT.COUNTRY & No & No & No \\\\\n", "GENDER & Man & Man & Man \\\\\n", "TRANSGENDER.IDENTITY & No & No & No \\\\\n", "SEXUAL.ORIENTATION & No & Yes & No \\\\\n", "WRITTEN.ENGLISH & Very well & Very well & Very well \\\\\n", "AGE & 35 to 44 years & 17 or younger & 35 to 44 years \\\\\n", "FORMAL.EDUCATION & Bachelor's degree & Secondary (high) school graduate or equivalent & Vocational/trade program or apprenticeship \\\\\n", "PARENTS.FORMAL.EDUCATION & Bachelor's degree & Master's degree & Bachelor's degree \\\\\n", "AGE.AT.FIRST.COMPUTER.INTERNET & 13 - 17 years old & Younger than 13 years old & 13 - 17 years old \\\\\n", "LOCATION.OF.FIRST.COMPUTER.INTERNET & At home (belonging to me or a family member) & At home (belonging to me or a family member) & At home (belonging to me or a family member) \\\\\n", "PARTICIPATION.TYPE.ANY.REPONSE & 1 & 1 & 1 \\\\\n", "POPULATION & github & github & github \\\\\n", "OFF.SITE.ID & NaN & NaN & NaN \\\\\n", "TRANSLATED & 0 & 0 & 0 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " 3 \\\n", "RESPONSE.ID 48 \n", "DATE.SUBMITTED 3/21/17 15:42 \n", "STATUS Complete \n", "PARTICIPATION.TYPE.FOLLOW 1 \n", "PARTICIPATION.TYPE.USE.APPLICATIONS 1 \n", "PARTICIPATION.TYPE.USE.DEPENDENCIES 1 \n", "PARTICIPATION.TYPE.CONTRIBUTE 1 \n", "PARTICIPATION.TYPE.OTHER 0 \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE Frequently \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS Rarely \n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE Frequently \n", "CONTRIBUTOR.TYPE.FILE.BUGS Frequently \n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS Frequently \n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN Never \n", "EMPLOYMENT.STATUS Employed full time \n", "PROFESSIONAL.SOFTWARE Frequently \n", "FUTURE.CONTRIBUTION.INTEREST Very interested \n", "FUTURE.CONTRIBUTION.LIKELIHOOD Very likely \n", "OSS.USER.PRIORITIES.LICENSE Very important to have \n", "OSS.USER.PRIORITIES.CODE.OF.CONDUCT Somewhat important not to have \n", "OSS.USER.PRIORITIES.CONTRIBUTING.GUIDE Somewhat important to have \n", "OSS.USER.PRIORITIES.CLA Not important either way \n", "OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENT Somewhat important to have \n", "OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERS Somewhat important to have \n", "OSS.USER.PRIORITIES.WELCOMING.COMMUNITY Very important to have \n", "OSS.USER.PRIORITIES.WIDESPREAD.USE Somewhat important to have \n", "OSS.CONTRIBUTOR.PRIORITIES.LICENSE Not important either way \n", "OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCT Somewhat important not to have \n", "OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDE Not important either way \n", "OSS.CONTRIBUTOR.PRIORITIES.CLA Not important either way \n", "OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENT Somewhat important to have \n", "OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERS Somewhat important to have \n", "OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITY Somewhat important to have \n", "OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USE Somewhat important to have \n", "SEEK.OPEN.SOURCE Sometimes \n", "OSS.UX Generally easier to use \n", "OSS.SECURITY Generally more secure \n", "OSS.STABILITY About the same \n", "INTERNAL.EFFICACY Strongly agree \n", "EXTERNAL.EFFICACY Strongly agree \n", "OSS.IDENTIFICATION Neither agree nor disagree \n", "USER.VALUES.STABILITY Moderately important \n", "USER.VALUES.INNOVATION Not at all important \n", "USER.VALUES.REPLICABILITY Very important \n", "USER.VALUES.COMPATIBILITY Very important \n", "USER.VALUES.SECURITY Very important \n", "USER.VALUES.COST Very important \n", "USER.VALUES.TRANSPARENCY Very important \n", "USER.VALUES.USER.EXPERIENCE Extremely important \n", "USER.VALUES.CUSTOMIZABILITY Extremely important \n", "USER.VALUES.SUPPORT Slightly important \n", "USER.VALUES.TRUSTED.PRODUCER Very important \n", "TRANSPARENCY.PRIVACY.BELIEFS People should be able to contribute code witho... \n", "INFO.AVAILABILITY A lot of information about me \n", "INFO.JOB Yes \n", "TRANSPARENCY.PRIVACY.PRACTICES.GENERAL I include my real name. \n", "TRANSPARENCY.PRIVACY.PRACTICES.OSS I include my real name. \n", "RECEIVED.HELP Yes \n", "FIND.HELPER Other - Please describe \n", "HELPER.PRIOR.RELATIONSHIP We knew each other well. \n", "RECEIVED.HELP.TYPE Writing code or otherwise implementing ideas. \n", "PROVIDED.HELP Yes \n", "FIND.HELPEE I reached out to them to offer unsolicited help. \n", "HELPEE.PRIOR.RELATIONSHIP Total strangers, I didn't know of them previou... \n", "PROVIDED.HELP.TYPE Writing code or otherwise implementing ideas. \n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION Yes \n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.BAD.DOCS Yes \n", "DISCOURAGING.BEHAVIOR.CONFLICT Yes \n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE No \n", "OSS.AS.JOB Yes, directly- some or all of my work duties ... \n", "OSS.AT.WORK Frequently \n", "OSS.IP.POLICY I am free to contribute without asking for per... \n", "EMPLOYER.POLICY.APPLICATIONS Use of open source applications is acceptable ... \n", "EMPLOYER.POLICY.DEPENDENCIES Use of open source dependencies is acceptable ... \n", "OSS.HIRING Very important \n", "IMMIGRATION No, I live in the country where I was born. \n", "MINORITY.HOMECOUNTRY NaN \n", "MINORITY.CURRENT.COUNTRY No \n", "GENDER Man \n", "TRANSGENDER.IDENTITY No \n", "SEXUAL.ORIENTATION No \n", "WRITTEN.ENGLISH Very well \n", "AGE 35 to 44 years \n", "FORMAL.EDUCATION Bachelor's degree \n", "PARENTS.FORMAL.EDUCATION Bachelor's degree \n", "AGE.AT.FIRST.COMPUTER.INTERNET 13 - 17 years old \n", "LOCATION.OF.FIRST.COMPUTER.INTERNET At home (belonging to me or a family member) \n", "PARTICIPATION.TYPE.ANY.REPONSE 1 \n", "POPULATION github \n", "OFF.SITE.ID NaN \n", "TRANSLATED 0 \n", "\n", " 4 \\\n", "RESPONSE.ID 49 \n", "DATE.SUBMITTED 3/21/17 15:38 \n", "STATUS Complete \n", "PARTICIPATION.TYPE.FOLLOW 1 \n", "PARTICIPATION.TYPE.USE.APPLICATIONS 1 \n", "PARTICIPATION.TYPE.USE.DEPENDENCIES 1 \n", "PARTICIPATION.TYPE.CONTRIBUTE 1 \n", "PARTICIPATION.TYPE.OTHER 0 \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE Occasionally \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS Rarely \n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE Rarely \n", "CONTRIBUTOR.TYPE.FILE.BUGS Frequently \n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS Frequently \n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN Occasionally \n", "EMPLOYMENT.STATUS Full time student \n", "PROFESSIONAL.SOFTWARE NaN \n", "FUTURE.CONTRIBUTION.INTEREST Very interested \n", "FUTURE.CONTRIBUTION.LIKELIHOOD Very likely \n", "OSS.USER.PRIORITIES.LICENSE Very important to have \n", "OSS.USER.PRIORITIES.CODE.OF.CONDUCT Somewhat important to have \n", "OSS.USER.PRIORITIES.CONTRIBUTING.GUIDE Very important to have \n", "OSS.USER.PRIORITIES.CLA Very important to have \n", "OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENT Very important to have \n", "OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERS Very important to have \n", "OSS.USER.PRIORITIES.WELCOMING.COMMUNITY Very important to have \n", "OSS.USER.PRIORITIES.WIDESPREAD.USE Not important either way \n", "OSS.CONTRIBUTOR.PRIORITIES.LICENSE NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCT NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDE NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CLA NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENT NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERS NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITY NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USE NaN \n", "SEEK.OPEN.SOURCE Always \n", "OSS.UX About the same \n", "OSS.SECURITY Generally more secure \n", "OSS.STABILITY Generally less stable \n", "INTERNAL.EFFICACY Strongly agree \n", "EXTERNAL.EFFICACY Strongly agree \n", "OSS.IDENTIFICATION Strongly agree \n", "USER.VALUES.STABILITY Extremely important \n", "USER.VALUES.INNOVATION Very important \n", "USER.VALUES.REPLICABILITY Very important \n", "USER.VALUES.COMPATIBILITY Very important \n", "USER.VALUES.SECURITY Very important \n", "USER.VALUES.COST Not at all important \n", "USER.VALUES.TRANSPARENCY Extremely important \n", "USER.VALUES.USER.EXPERIENCE Moderately important \n", "USER.VALUES.CUSTOMIZABILITY Very important \n", "USER.VALUES.SUPPORT Moderately important \n", "USER.VALUES.TRUSTED.PRODUCER Slightly important \n", "TRANSPARENCY.PRIVACY.BELIEFS People should be able to contribute code witho... \n", "INFO.AVAILABILITY A lot of information about me \n", "INFO.JOB No \n", "TRANSPARENCY.PRIVACY.PRACTICES.GENERAL I include my real name. \n", "TRANSPARENCY.PRIVACY.PRACTICES.OSS I include my real name. \n", "RECEIVED.HELP Yes \n", "FIND.HELPER I asked for help in a public forum (e.g. in a ... \n", "HELPER.PRIOR.RELATIONSHIP Total strangers, I didn't know of them previou... \n", "RECEIVED.HELP.TYPE Installing or using an application. \n", "PROVIDED.HELP Yes \n", "FIND.HELPEE They asked for help in a public forum (e.g. in... \n", "HELPEE.PRIOR.RELATIONSHIP Total strangers, I didn't know of them previou... \n", "PROVIDED.HELP.TYPE Installing or using an application. \n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION No \n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.BAD.DOCS Yes \n", "DISCOURAGING.BEHAVIOR.CONFLICT Yes \n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE No \n", "OSS.AS.JOB NaN \n", "OSS.AT.WORK NaN \n", "OSS.IP.POLICY NaN \n", "EMPLOYER.POLICY.APPLICATIONS NaN \n", "EMPLOYER.POLICY.DEPENDENCIES NaN \n", "OSS.HIRING NaN \n", "IMMIGRATION No, I live in the country where I was born. \n", "MINORITY.HOMECOUNTRY NaN \n", "MINORITY.CURRENT.COUNTRY No \n", "GENDER Man \n", "TRANSGENDER.IDENTITY No \n", "SEXUAL.ORIENTATION Yes \n", "WRITTEN.ENGLISH Very well \n", "AGE 17 or younger \n", "FORMAL.EDUCATION Secondary (high) school graduate or equivalent \n", "PARENTS.FORMAL.EDUCATION Master's degree \n", "AGE.AT.FIRST.COMPUTER.INTERNET Younger than 13 years old \n", "LOCATION.OF.FIRST.COMPUTER.INTERNET At home (belonging to me or a family member) \n", "PARTICIPATION.TYPE.ANY.REPONSE 1 \n", "POPULATION github \n", "OFF.SITE.ID NaN \n", "TRANSLATED 0 \n", "\n", " 6 \n", "RESPONSE.ID 51 \n", "DATE.SUBMITTED 3/21/17 15:41 \n", "STATUS Complete \n", "PARTICIPATION.TYPE.FOLLOW 1 \n", "PARTICIPATION.TYPE.USE.APPLICATIONS 1 \n", "PARTICIPATION.TYPE.USE.DEPENDENCIES 1 \n", "PARTICIPATION.TYPE.CONTRIBUTE 0 \n", "PARTICIPATION.TYPE.OTHER 0 \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE NaN \n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS NaN \n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE NaN \n", "CONTRIBUTOR.TYPE.FILE.BUGS NaN \n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS NaN \n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN NaN \n", "EMPLOYMENT.STATUS Employed full time \n", "PROFESSIONAL.SOFTWARE Frequently \n", "FUTURE.CONTRIBUTION.INTEREST Very interested \n", "FUTURE.CONTRIBUTION.LIKELIHOOD Somewhat unlikely \n", "OSS.USER.PRIORITIES.LICENSE Very important to have \n", "OSS.USER.PRIORITIES.CODE.OF.CONDUCT Not important either way \n", "OSS.USER.PRIORITIES.CONTRIBUTING.GUIDE Somewhat important to have \n", "OSS.USER.PRIORITIES.CLA Don't know what this is \n", "OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENT Very important to have \n", "OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERS Very important to have \n", "OSS.USER.PRIORITIES.WELCOMING.COMMUNITY Somewhat important to have \n", "OSS.USER.PRIORITIES.WIDESPREAD.USE Somewhat important to have \n", "OSS.CONTRIBUTOR.PRIORITIES.LICENSE NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCT NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDE NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.CLA NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENT NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERS NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITY NaN \n", "OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USE NaN \n", "SEEK.OPEN.SOURCE Always \n", "OSS.UX Generally easier to use \n", "OSS.SECURITY About the same \n", "OSS.STABILITY About the same \n", "INTERNAL.EFFICACY Strongly agree \n", "EXTERNAL.EFFICACY Neither agree nor disagree \n", "OSS.IDENTIFICATION Neither agree nor disagree \n", "USER.VALUES.STABILITY Extremely important \n", "USER.VALUES.INNOVATION Moderately important \n", "USER.VALUES.REPLICABILITY Moderately important \n", "USER.VALUES.COMPATIBILITY Extremely important \n", "USER.VALUES.SECURITY Extremely important \n", "USER.VALUES.COST Very important \n", "USER.VALUES.TRANSPARENCY Extremely important \n", "USER.VALUES.USER.EXPERIENCE Very important \n", "USER.VALUES.CUSTOMIZABILITY Extremely important \n", "USER.VALUES.SUPPORT Not at all important \n", "USER.VALUES.TRUSTED.PRODUCER Moderately important \n", "TRANSPARENCY.PRIVACY.BELIEFS People should be able to contribute code witho... \n", "INFO.AVAILABILITY A little information about me \n", "INFO.JOB No \n", "TRANSPARENCY.PRIVACY.PRACTICES.GENERAL I don't publish this kind of content online. \n", "TRANSPARENCY.PRIVACY.PRACTICES.OSS NaN \n", "RECEIVED.HELP Yes \n", "FIND.HELPER I asked a specific person for help. \n", "HELPER.PRIOR.RELATIONSHIP We knew each other well. \n", "RECEIVED.HELP.TYPE Installing or using an application. \n", "PROVIDED.HELP Yes \n", "FIND.HELPEE They asked me directly for help. \n", "HELPEE.PRIOR.RELATIONSHIP We knew each other well. \n", "PROVIDED.HELP.TYPE Installing or using an application. \n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION No \n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE Yes \n", "DISCOURAGING.BEHAVIOR.BAD.DOCS Yes \n", "DISCOURAGING.BEHAVIOR.CONFLICT No \n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE No \n", "OSS.AS.JOB NaN \n", "OSS.AT.WORK Frequently \n", "OSS.IP.POLICY I'm not sure. \n", "EMPLOYER.POLICY.APPLICATIONS Use of open source applications is encouraged. \n", "EMPLOYER.POLICY.DEPENDENCIES Use of open source dependencies is encouraged. \n", "OSS.HIRING NaN \n", "IMMIGRATION Yes, and I intend to stay permanently. \n", "MINORITY.HOMECOUNTRY No \n", "MINORITY.CURRENT.COUNTRY No \n", "GENDER Man \n", "TRANSGENDER.IDENTITY No \n", "SEXUAL.ORIENTATION No \n", "WRITTEN.ENGLISH Very well \n", "AGE 35 to 44 years \n", "FORMAL.EDUCATION Vocational/trade program or apprenticeship \n", "PARENTS.FORMAL.EDUCATION Bachelor's degree \n", "AGE.AT.FIRST.COMPUTER.INTERNET 13 - 17 years old \n", "LOCATION.OF.FIRST.COMPUTER.INTERNET At home (belonging to me or a family member) \n", "PARTICIPATION.TYPE.ANY.REPONSE 1 \n", "POPULATION github \n", "OFF.SITE.ID NaN \n", "TRANSLATED 0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "survey_complete_df[0:3].transpose()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create lists of variables for bulk analysis" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "participation_type_vars = ['PARTICIPATION.TYPE.FOLLOW',\n", " 'PARTICIPATION.TYPE.USE.APPLICATIONS',\n", " 'PARTICIPATION.TYPE.USE.DEPENDENCIES', 'PARTICIPATION.TYPE.CONTRIBUTE',\n", " 'PARTICIPATION.TYPE.OTHER']\n", "\n", "contrib_type_vars = ['CONTRIBUTOR.TYPE.CONTRIBUTE.CODE',\n", " 'CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS',\n", " 'CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE', 'CONTRIBUTOR.TYPE.FILE.BUGS',\n", " 'CONTRIBUTOR.TYPE.FEATURE.REQUESTS', 'CONTRIBUTOR.TYPE.COMMUNITY.ADMIN']\n", "\n", "contrib_other_vars = ['EMPLOYMENT.STATUS', 'PROFESSIONAL.SOFTWARE',\n", " 'FUTURE.CONTRIBUTION.INTEREST', 'FUTURE.CONTRIBUTION.LIKELIHOOD']\n", "\n", "contrib_ident_vars = participation_type_vars + contrib_type_vars + contrib_other_vars" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "user_pri_vars = ['OSS.USER.PRIORITIES.LICENSE', 'OSS.USER.PRIORITIES.CODE.OF.CONDUCT',\n", " 'OSS.USER.PRIORITIES.CONTRIBUTING.GUIDE', 'OSS.USER.PRIORITIES.CLA',\n", " 'OSS.USER.PRIORITIES.ACTIVE.DEVELOPMENT',\n", " 'OSS.USER.PRIORITIES.RESPONSIVE.MAINTAINERS',\n", " 'OSS.USER.PRIORITIES.WELCOMING.COMMUNITY',\n", " 'OSS.USER.PRIORITIES.WIDESPREAD.USE']\n", "\n", "contrib_pri_vars = ['OSS.CONTRIBUTOR.PRIORITIES.LICENSE',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.CODE.OF.CONDUCT',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.CONTRIBUTING.GUIDE',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.CLA',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.ACTIVE.DEVELOPMENT',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.RESPONSIVE.MAINTAINERS',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.WELCOMING.COMMUNITY',\n", " 'OSS.CONTRIBUTOR.PRIORITIES.WIDESPREAD.USE']\n", "\n", "oss_values_vars = [ 'SEEK.OPEN.SOURCE',\n", " 'OSS.UX', 'OSS.SECURITY', 'OSS.STABILITY', 'INTERNAL.EFFICACY',\n", " 'EXTERNAL.EFFICACY', 'OSS.IDENTIFICATION']\n", "\n", "user_values_vars = ['USER.VALUES.STABILITY',\n", " 'USER.VALUES.INNOVATION', 'USER.VALUES.REPLICABILITY',\n", " 'USER.VALUES.COMPATIBILITY', 'USER.VALUES.SECURITY', 'USER.VALUES.COST',\n", " 'USER.VALUES.TRANSPARENCY', 'USER.VALUES.USER.EXPERIENCE',\n", " 'USER.VALUES.CUSTOMIZABILITY', 'USER.VALUES.SUPPORT',\n", " 'USER.VALUES.TRUSTED.PRODUCER']\n", "\n", "values_pri_vars = user_pri_vars + contrib_pri_vars + user_values_vars + oss_values_vars " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "privacy_transp_vars = ['TRANSPARENCY.PRIVACY.BELIEFS',\n", " 'INFO.AVAILABILITY', 'INFO.JOB',\n", " 'TRANSPARENCY.PRIVACY.PRACTICES.GENERAL',\n", " 'TRANSPARENCY.PRIVACY.PRACTICES.OSS']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "help_vars = ['RECEIVED.HELP', 'FIND.HELPER',\n", " 'HELPER.PRIOR.RELATIONSHIP', 'RECEIVED.HELP.TYPE', 'PROVIDED.HELP',\n", " 'FIND.HELPEE', 'HELPEE.PRIOR.RELATIONSHIP', 'PROVIDED.HELP.TYPE']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "paid_work_vars = ['OSS.AS.JOB',\n", " 'OSS.AT.WORK', 'OSS.IP.POLICY', 'EMPLOYER.POLICY.APPLICATIONS',\n", " 'EMPLOYER.POLICY.DEPENDENCIES', 'OSS.HIRING']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "discouraging_vars = ['DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE',\n", " 'DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION',\n", " 'DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE',\n", " 'DISCOURAGING.BEHAVIOR.BAD.DOCS', 'DISCOURAGING.BEHAVIOR.CONFLICT',\n", " 'DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE']" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "demographic_vars = ['IMMIGRATION',\n", " 'MINORITY.HOMECOUNTRY', 'MINORITY.CURRENT.COUNTRY', 'GENDER',\n", " 'TRANSGENDER.IDENTITY', 'SEXUAL.ORIENTATION', 'WRITTEN.ENGLISH', 'AGE',\n", " 'FORMAL.EDUCATION', 'PARENTS.FORMAL.EDUCATION',\n", " 'AGE.AT.FIRST.COMPUTER.INTERNET', 'LOCATION.OF.FIRST.COMPUTER.INTERNET',\n", " 'PARTICIPATION.TYPE.ANY.REPONSE', 'POPULATION', 'OFF.SITE.ID',\n", " 'TRANSLATED']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "survey_vars = [contrib_ident_vars, values_pri_vars, privacy_transp_vars, \\\n", " help_vars, paid_work_vars, discouraging_vars, demographic_vars]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Negative incidents\n", "### Load into pandas" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_df = pd.read_csv(\"data_for_public_release/negative_incidents.csv\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "negative_incidents.csv length: 6029\n" ] } ], "source": [ "print(\"negative_incidents.csv length:\", len(survey_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explore the negative dataset with some sample responses" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
012
NEGATIVE.WITNESS.RUDENESS110
NEGATIVE.WITNESS.NAME.CALLING100
NEGATIVE.WITNESS.THREATS000
NEGATIVE.WITNESS.IMPERSONATION001
NEGATIVE.WITNESS.SUSTAINED.HARASSMENT000
NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT000
NEGATIVE.WITNESS.STALKING000
NEGATIVE.WITNESS.SEXUAL.ADVANCES000
NEGATIVE.WITNESS.STEREOTYPING000
NEGATIVE.WITNESS.DOXXING001
NEGATIVE.WITNESS.OTHER000
NEGATIVE.WITNESS.NONE.OF.THE.ABOVE000
NEGATIVE.EXPERIENCE.RUDENESS010
NEGATIVE.EXPERIENCE.NAME.CALLING000
NEGATIVE.EXPERIENCE.THREATS000
NEGATIVE.EXPERIENCE.IMPERSONATION000
NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT000
NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT000
NEGATIVE.EXPERIENCE.STALKING000
NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES000
NEGATIVE.EXPERIENCE.STEREOTYPING000
NEGATIVE.EXPERIENCE.DOXXING000
NEGATIVE.EXPERIENCE.OTHER000
NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE101
NEGATIVE.RESPONSE.ASKED.USER.TO.STOP000
NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT000
NEGATIVE.RESPONSE.BLOCKED.USER000
NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS000
NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP000
NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL000
NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT000
NEGATIVE.RESPONSE.OTHER000
NEGATIVE.RESPONSE.IGNORED010
RESPONSE.EFFECTIVENESS.ASKED.USER.TO.STOPNaNNaNNaN
RESPONSE.EFFECTIVENESS.SOLICITED.COMMUNITY.SUPPORTNaNNaNNaN
RESPONSE.EFFECTIVENESS.BLOCKED.USERNaNNaNNaN
RESPONSE.EFFECTIVENESS.REPORTED.TO.MAINTAINERSNaNNaNNaN
RESPONSE.EFFECTIVENESS.REPORTED.TO.HOST.OR.ISPNaNNaNNaN
RESPONSE.EFFECTIVENESS.CONSULTED.LEGAL.COUNSELNaNNaNNaN
RESPONSE.EFFECTIVENESS.CONTACTED.LAW.ENFORCEMENTNaNNaNNaN
RESPONSE.EFFECTIVENESS.OTHERNaNNaNNaN
NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING001
NEGATIVE.CONSEQUENCES.PSEUDONYM000
NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE000
NEGATIVE.CONSEQUENCES.CHANGE.USERNAME000
NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE000
NEGATIVE.CONSEQUENCES.SUGGEST.COC000
NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION000
NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION010
NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES000
NEGATIVE.CONSEQUENCES.OTHER000
NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE100
NEGATIVE.WITNESS.ANY.RESPONSE111
NEGATIVE.EXPERIENCE.ANY.RESPONSE111
NEGATIVE.RESPONSE.ANY.RESPONSE010
NEGATIVE.CONSEQUENCES.ANY.RESPONSE111
POPULATIONgithubgithubgithub
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{llll}\n", "\\toprule\n", "{} & 0 & 1 & 2 \\\\\n", "\\midrule\n", "NEGATIVE.WITNESS.RUDENESS & 1 & 1 & 0 \\\\\n", "NEGATIVE.WITNESS.NAME.CALLING & 1 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.THREATS & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.IMPERSONATION & 0 & 0 & 1 \\\\\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.STALKING & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.STEREOTYPING & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.DOXXING & 0 & 0 & 1 \\\\\n", "NEGATIVE.WITNESS.OTHER & 0 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.RUDENESS & 0 & 1 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.NAME.CALLING & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.THREATS & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.IMPERSONATION & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.STALKING & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.STEREOTYPING & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.DOXXING & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.OTHER & 0 & 0 & 0 \\\\\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE & 1 & 0 & 1 \\\\\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.BLOCKED.USER & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.OTHER & 0 & 0 & 0 \\\\\n", "NEGATIVE.RESPONSE.IGNORED & 0 & 1 & 0 \\\\\n", "RESPONSE.EFFECTIVENESS.ASKED.USER.TO.STOP & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.SOLICITED.COMMUNITY.SUPPORT & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.BLOCKED.USER & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.REPORTED.TO.MAINTAINERS & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.REPORTED.TO.HOST.OR.ISP & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.CONSULTED.LEGAL.COUNSEL & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.CONTACTED.LAW.ENFORCEMENT & NaN & NaN & NaN \\\\\n", "RESPONSE.EFFECTIVENESS.OTHER & NaN & NaN & NaN \\\\\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING & 0 & 0 & 1 \\\\\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION & 0 & 1 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.OTHER & 0 & 0 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE & 1 & 0 & 0 \\\\\n", "NEGATIVE.WITNESS.ANY.RESPONSE & 1 & 1 & 1 \\\\\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE & 1 & 1 & 1 \\\\\n", "NEGATIVE.RESPONSE.ANY.RESPONSE & 0 & 1 & 0 \\\\\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE & 1 & 1 & 1 \\\\\n", "POPULATION & github & github & github \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " 0 1 2\n", "NEGATIVE.WITNESS.RUDENESS 1 1 0\n", "NEGATIVE.WITNESS.NAME.CALLING 1 0 0\n", "NEGATIVE.WITNESS.THREATS 0 0 0\n", "NEGATIVE.WITNESS.IMPERSONATION 0 0 1\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT 0 0 0\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT 0 0 0\n", "NEGATIVE.WITNESS.STALKING 0 0 0\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES 0 0 0\n", "NEGATIVE.WITNESS.STEREOTYPING 0 0 0\n", "NEGATIVE.WITNESS.DOXXING 0 0 1\n", "NEGATIVE.WITNESS.OTHER 0 0 0\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE 0 0 0\n", "NEGATIVE.EXPERIENCE.RUDENESS 0 1 0\n", "NEGATIVE.EXPERIENCE.NAME.CALLING 0 0 0\n", "NEGATIVE.EXPERIENCE.THREATS 0 0 0\n", "NEGATIVE.EXPERIENCE.IMPERSONATION 0 0 0\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT 0 0 0\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT 0 0 0\n", "NEGATIVE.EXPERIENCE.STALKING 0 0 0\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES 0 0 0\n", "NEGATIVE.EXPERIENCE.STEREOTYPING 0 0 0\n", "NEGATIVE.EXPERIENCE.DOXXING 0 0 0\n", "NEGATIVE.EXPERIENCE.OTHER 0 0 0\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE 1 0 1\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP 0 0 0\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT 0 0 0\n", "NEGATIVE.RESPONSE.BLOCKED.USER 0 0 0\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS 0 0 0\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP 0 0 0\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL 0 0 0\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT 0 0 0\n", "NEGATIVE.RESPONSE.OTHER 0 0 0\n", "NEGATIVE.RESPONSE.IGNORED 0 1 0\n", "RESPONSE.EFFECTIVENESS.ASKED.USER.TO.STOP NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.SOLICITED.COMMUNITY.SUPPORT NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.BLOCKED.USER NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.REPORTED.TO.MAINTAINERS NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.REPORTED.TO.HOST.OR.ISP NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.CONSULTED.LEGAL.COUNSEL NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.CONTACTED.LAW.ENFORCEMENT NaN NaN NaN\n", "RESPONSE.EFFECTIVENESS.OTHER NaN NaN NaN\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING 0 0 1\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM 0 0 0\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE 0 0 0\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME 0 0 0\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE 0 0 0\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC 0 0 0\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION 0 0 0\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION 0 1 0\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES 0 0 0\n", "NEGATIVE.CONSEQUENCES.OTHER 0 0 0\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE 1 0 0\n", "NEGATIVE.WITNESS.ANY.RESPONSE 1 1 1\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE 1 1 1\n", "NEGATIVE.RESPONSE.ANY.RESPONSE 0 1 0\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE 1 1 1\n", "POPULATION github github github" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_df[0:3].transpose()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create lists of variables for bulk analysis" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_witness_vars = ['NEGATIVE.WITNESS.RUDENESS', 'NEGATIVE.WITNESS.NAME.CALLING',\n", " 'NEGATIVE.WITNESS.THREATS', 'NEGATIVE.WITNESS.IMPERSONATION',\n", " 'NEGATIVE.WITNESS.SUSTAINED.HARASSMENT',\n", " 'NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT',\n", " 'NEGATIVE.WITNESS.STALKING', 'NEGATIVE.WITNESS.SEXUAL.ADVANCES',\n", " 'NEGATIVE.WITNESS.STEREOTYPING', 'NEGATIVE.WITNESS.DOXXING',\n", " 'NEGATIVE.WITNESS.OTHER', 'NEGATIVE.WITNESS.NONE.OF.THE.ABOVE', 'NEGATIVE.WITNESS.ANY.RESPONSE']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_exp_vars = ['NEGATIVE.EXPERIENCE.RUDENESS', 'NEGATIVE.EXPERIENCE.NAME.CALLING',\n", " 'NEGATIVE.EXPERIENCE.THREATS', 'NEGATIVE.EXPERIENCE.IMPERSONATION',\n", " 'NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT',\n", " 'NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT',\n", " 'NEGATIVE.EXPERIENCE.STALKING', 'NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES',\n", " 'NEGATIVE.EXPERIENCE.STEREOTYPING', 'NEGATIVE.EXPERIENCE.DOXXING',\n", " 'NEGATIVE.EXPERIENCE.OTHER', 'NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE', 'NEGATIVE.EXPERIENCE.ANY.RESPONSE']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_resp_vars = ['NEGATIVE.RESPONSE.ASKED.USER.TO.STOP',\n", " 'NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT',\n", " 'NEGATIVE.RESPONSE.BLOCKED.USER',\n", " 'NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS',\n", " 'NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP',\n", " 'NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL',\n", " 'NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT',\n", " 'NEGATIVE.RESPONSE.OTHER', 'NEGATIVE.RESPONSE.IGNORED', 'NEGATIVE.RESPONSE.ANY.RESPONSE']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_effect_vars = ['RESPONSE.EFFECTIVENESS.ASKED.USER.TO.STOP',\n", " 'RESPONSE.EFFECTIVENESS.SOLICITED.COMMUNITY.SUPPORT',\n", " 'RESPONSE.EFFECTIVENESS.BLOCKED.USER',\n", " 'RESPONSE.EFFECTIVENESS.REPORTED.TO.MAINTAINERS',\n", " 'RESPONSE.EFFECTIVENESS.REPORTED.TO.HOST.OR.ISP',\n", " 'RESPONSE.EFFECTIVENESS.CONSULTED.LEGAL.COUNSEL',\n", " 'RESPONSE.EFFECTIVENESS.CONTACTED.LAW.ENFORCEMENT',\n", " 'RESPONSE.EFFECTIVENESS.OTHER']" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_conseq_vars = ['NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING',\n", " 'NEGATIVE.CONSEQUENCES.PSEUDONYM',\n", " 'NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE',\n", " 'NEGATIVE.CONSEQUENCES.CHANGE.USERNAME',\n", " 'NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE',\n", " 'NEGATIVE.CONSEQUENCES.SUGGEST.COC',\n", " 'NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION',\n", " 'NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION',\n", " 'NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES', 'NEGATIVE.CONSEQUENCES.OTHER',\n", " 'NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE', 'NEGATIVE.CONSEQUENCES.ANY.RESPONSE']" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_anyresp_vars = ['NEGATIVE.WITNESS.ANY.RESPONSE', 'NEGATIVE.EXPERIENCE.ANY.RESPONSE',\n", " 'NEGATIVE.RESPONSE.ANY.RESPONSE', 'NEGATIVE.CONSEQUENCES.ANY.RESPONSE']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sns.set(font_scale=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contributor identity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### People participate in open source in different ways. Which of the following activities do you engage in?\n", "\n", "Choose all that apply." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NoYes
PARTICIPATION.TYPE.FOLLOW12874742
PARTICIPATION.TYPE.USE.APPLICATIONS4545575
PARTICIPATION.TYPE.USE.DEPENDENCIES9465083
PARTICIPATION.TYPE.CONTRIBUTE17224307
PARTICIPATION.TYPE.OTHER5742287
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & No & Yes \\\\\n", "\\midrule\n", "PARTICIPATION.TYPE.FOLLOW & 1287 & 4742 \\\\\n", "PARTICIPATION.TYPE.USE.APPLICATIONS & 454 & 5575 \\\\\n", "PARTICIPATION.TYPE.USE.DEPENDENCIES & 946 & 5083 \\\\\n", "PARTICIPATION.TYPE.CONTRIBUTE & 1722 & 4307 \\\\\n", "PARTICIPATION.TYPE.OTHER & 5742 & 287 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " No Yes\n", "PARTICIPATION.TYPE.FOLLOW 1287 4742\n", "PARTICIPATION.TYPE.USE.APPLICATIONS 454 5575\n", "PARTICIPATION.TYPE.USE.DEPENDENCIES 946 5083\n", "PARTICIPATION.TYPE.CONTRIBUTE 1722 4307\n", "PARTICIPATION.TYPE.OTHER 5742 287" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "participation_type_resp= survey_df[participation_type_vars].apply(pd.Series.value_counts).transpose()\n", "participation_type_resp.columns = [\"No\", \"Yes\"]\n", "participation_type_resp" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
PARTICIPATION.TYPE.OTHER4.76%
PARTICIPATION.TYPE.CONTRIBUTE71.44%
PARTICIPATION.TYPE.FOLLOW78.65%
PARTICIPATION.TYPE.USE.DEPENDENCIES84.31%
PARTICIPATION.TYPE.USE.APPLICATIONS92.47%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "PARTICIPATION.TYPE.OTHER & 4.76\\% \\\\\n", "PARTICIPATION.TYPE.CONTRIBUTE & 71.44\\% \\\\\n", "PARTICIPATION.TYPE.FOLLOW & 78.65\\% \\\\\n", "PARTICIPATION.TYPE.USE.DEPENDENCIES & 84.31\\% \\\\\n", "PARTICIPATION.TYPE.USE.APPLICATIONS & 92.47\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "PARTICIPATION.TYPE.OTHER 4.76%\n", "PARTICIPATION.TYPE.CONTRIBUTE 71.44%\n", "PARTICIPATION.TYPE.FOLLOW 78.65%\n", "PARTICIPATION.TYPE.USE.DEPENDENCIES 84.31%\n", "PARTICIPATION.TYPE.USE.APPLICATIONS 92.47%" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "participation_type_prop = survey_df[participation_type_vars].mean() * 100\n", "participation_type_prop = participation_type_prop.sort_values()\n", "pd.DataFrame(participation_type_prop, columns=[\"percent\"])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnkAAAF0CAYAAABffy/iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxhjTQv8H1hvpzoqELPgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = participation_type_prop.plot(kind='barh')\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[19:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "plt.xlim(0,100)\n", "ax.set_yticklabels(labels)\n", "\n", "ax.set_xlabel(\"Percent of respondents\")\n", "t = plt.title(\"% of people who participate in the following activities:\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contributon type: How often do you engage in each of the following activities?" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FrequentlyOccasionallyRarelyNever
CONTRIBUTOR.TYPE.COMMUNITY.ADMIN2874178672412
CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS46012141665661
CONTRIBUTOR.TYPE.FEATURE.REQUESTS57316251346451
CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE9969449741090
CONTRIBUTOR.TYPE.FILE.BUGS10672073768106
CONTRIBUTOR.TYPE.CONTRIBUTE.CODE116013831301189
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrr}\n", "\\toprule\n", "{} & Frequently & Occasionally & Rarely & Never \\\\\n", "\\midrule\n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN & 287 & 417 & 867 & 2412 \\\\\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS & 460 & 1214 & 1665 & 661 \\\\\n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS & 573 & 1625 & 1346 & 451 \\\\\n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE & 996 & 944 & 974 & 1090 \\\\\n", "CONTRIBUTOR.TYPE.FILE.BUGS & 1067 & 2073 & 768 & 106 \\\\\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE & 1160 & 1383 & 1301 & 189 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Frequently Occasionally Rarely Never\n", "CONTRIBUTOR.TYPE.COMMUNITY.ADMIN 287 417 867 2412\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.DOCS 460 1214 1665 661\n", "CONTRIBUTOR.TYPE.FEATURE.REQUESTS 573 1625 1346 451\n", "CONTRIBUTOR.TYPE.PROJECT.MAINTENANCE 996 944 974 1090\n", "CONTRIBUTOR.TYPE.FILE.BUGS 1067 2073 768 106\n", "CONTRIBUTOR.TYPE.CONTRIBUTE.CODE 1160 1383 1301 189" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contrib_type_responses = survey_df[contrib_type_vars].apply(pd.Series.value_counts).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "contrib_type_responses = contrib_type_responses[[\"Never\", \"Rarely\", \"Occasionally\", \"Frequently\"]]\n", "contrib_type_responses = contrib_type_responses[[\"Frequently\", \"Occasionally\", \"Rarely\", \"Never\"]]\n", "contrib_type_responses = contrib_type_responses.sort_values(by='Frequently')\n", "contrib_type_responses" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4cAAAG7CAYAAABwyuBpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYQQQgghhAD+H7wnoM6HqZrvAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "contrib_type_responses.plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[17:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"How often do you engage in each of the following activities?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Employment status\n", "EMPLOYMENT.STATUS" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Employed full time3615
Full time student1048
Employed part time349
Temporarily not working314
Other - please describe184
Retired or permanently not working (e.g. due to disability)90
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Employed full time & 3615 \\\\\n", "Full time student & 1048 \\\\\n", "Employed part time & 349 \\\\\n", "Temporarily not working & 314 \\\\\n", "Other - please describe & 184 \\\\\n", "Retired or permanently not working (e.g. due to... & 90 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Employed full time 3615\n", "Full time student 1048\n", "Employed part time 349\n", "Temporarily not working 314\n", "Other - please describe 184\n", "Retired or permanently not working (e.g. due to... 90" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['EMPLOYMENT.STATUS'].value_counts()))\n", "prop_df.columns=[\"count\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Employed full time64.55%
Full time student18.71%
Employed part time6.23%
Temporarily not working5.61%
Other - please describe3.29%
Retired or permanently not working (e.g. due to disability)1.61%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Employed full time & 64.55\\% \\\\\n", "Full time student & 18.71\\% \\\\\n", "Employed part time & 6.23\\% \\\\\n", "Temporarily not working & 5.61\\% \\\\\n", "Other - please describe & 3.29\\% \\\\\n", "Retired or permanently not working (e.g. due to... & 1.61\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Employed full time 64.55%\n", "Full time student 18.71%\n", "Employed part time 6.23%\n", "Temporarily not working 5.61%\n", "Other - please describe 3.29%\n", "Retired or permanently not working (e.g. due to... 1.61%" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['EMPLOYMENT.STATUS'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA48AAAGNCAYAAACxPkQtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xk8VPv/B/CXRIqEFu1R3Zmb7LvI1uK2au/bol2b0l7K\nTftCt1ULElq1SGWplJJ2SqkoXJKiRZFWMZjfHx5zfo6ZMUOqW72fj0ePe53POZ/zOWfOnDnv89lk\n+Hw+H4QQQgghhBBCSBXq/OgCEEIIIYQQQgj576PgkRBCCCGEEEKIRBQ8EkIIIYQQQgiRiIJHQggh\nhBBCCCESUfBICCGEEEIIIUQiCh4JIYQQQgghhEhEwSMhhBBCyH9YaGgouFwu7O3tf3RRCCG/ubo/\nugCEEEIIIbXN3t4eOTk51dpmx44d6N69+zcqESGE/PwoeCSEEELIL+uPP/5A27ZtpVq3adOm37g0\n5Efi8XgwNjZGr169sH79+m+6r1OnTmHhwoXYt28fzMzMaiXP27dvY9SoUVi3bh0GDRpUK3kSUl0U\nPBJCCCHklzVw4EBMnDjxRxeD/AekpKTgy5cv32Vf9+7d+ynyJKS6qM8jIYQQQgj55X3P4CsxMbHW\n86TgkfwXUPBICCGEEFKJYJCacePGAQAOHjyI/v37Q19fH126dMGsWbPw7NkzAEBBQQFWr14Ne3t7\naGtrw87ODps3b0ZJSQkrT29vb3C5XLi6uqKkpAS+vr7o3bs39PT0YGxsjNGjR+PixYvVLmtMTAym\nTp0KS0tLaGtrw9TUFMOHD0dgYCCKioqY9d68eYPOnTuDy+Xi0qVLYvO7ceMGuFwutLW1kZ+fDwDg\ncrngcrl4+fIlkpKSMHnyZJibm8PAwACDBw/GmTNnmO1PnDiBQYMGwcDAAMbGxpg6dSqePHkicl9l\nZWUIDQ3F2LFjYWZmBm1tbVhZWcHFxQVXr14VuY29vT24XC6io6Px9u1brF+/Hj179oSOjg5MTU0x\nZcoUJCcnM+tnZ2eDy+Vi1apVTPkEx5OdnS3VOY6NjcW0adNgZWUFbW1tmJiYoG/fvvDy8sLz58+Z\n9QSfsWD/Y8aMAZfLhZOTEyu/x48fw8PDAw4ODtDT04O2tjZsbGwwb948PHr0iLWu4FqMiooCACxe\nvJg1gJLg+Ko6HicnJ3C5XHh7e7OWl5SU4NChQxg1ahTMzMzQuXNnWFpaYtiwYQgKCsLnz5+lOj/k\n90HNVgkhhBBCqrBhwwbs3bsXBgYG+PPPP5GcnIyzZ8/iwYMHOH78OJycnJCfn49OnTpBQUEBGRkZ\n8PHxQXFxMRYtWiSUX1FREebNm4fz58+jQ4cOMDY2Rnp6Om7duoVbt25h6dKlGD16tFRlW758OYKD\ngwEAGhoa6Ny5M969e4ekpCQkJiYiPDwcAQEBUFFRQZMmTWBra4vo6GicPHkStra2IvM8e/YsAMDG\nxgZqamqstKSkJMyfPx+tWrWClpYW0tLSkJSUhDlz5kBRURGJiYnw9fVlnauYmBikpaUhMjIS9evX\nZ/IqLi7GtGnTcPXqVcjKyoLL5UJFRQVZWVmIjo5GdHQ0JkyYIPIcAsC7d+8wYsQI5ObmQl9fHy1a\ntMD9+/dx6dIlxMfH49SpU2jbti3q16+Pbt264eHDh3jx4gVatGgBLS0tAGCVRxx/f39s2LABAKCp\nqQkul4vi4mIkJydjz549OHnyJIKCgsDhcNC+fXt069YNFy5cAAAYGhpCVVUVf/zxB5PfrVu3MGnS\nJHz58gWNGjWCvr4+ACAtLQ0RERGIioqCj48PrKysAAAtWrRAt27dcO3aNXz58gVaWlpo0aIFGjdu\nLLHsVeHz+XBxccGlS5dQp04daGlpQU1Njbl+7t27hzNnzmDPnj1QUlL6qn2RXwifEEIIIeQXY2dn\nx+dwOHx/f/8abX/8+HE+h8PhW1lZ8e3s7PhPnjxh0u7fv8/v1KkTn8Ph8Hv37s2fOnUqv7CwkElf\nv349n8Ph8A0MDPjFxcXM8m3btvE5HA7fyMiIb2lpyU9JSWHSSkpK+IsXL+ZzOBy+rq4u//Xr10Jl\nsbOzY5XxxIkTfA6Hw+/cuTP/7NmzrLTMzEzmHCxcuJBZfvHiRT6Hw+Hr6Ojw3717J3TcJSUlfAsL\nCz6Hw+GfP3+eWc7hcPgcDodvbW3NP3ToELO8qKiIP2TIED6Hw+E7ODjwLSwsWMf18OFD5lxFRkay\n9rVmzRo+h8Ph9+3bl5+VlcVKi4yM5GtrawuVg8///8/W2tqaP2XKFP779++ZtJcvX/ItLS35HA6H\nv3btWtZ2ixYt4nM4HP6iRYuEjluc9+/fM+U4d+4cK62wsJA/d+5cPofD4U+ZMoWVJjhfN2/eFMpz\n4MCBfA6Hw584cSK/qKiIWf7lyxe+q6srn8Ph8Lt37y60neC4jx8/zlr+7NkzZn/Pnj0TeRyjR4/m\nczgc/rZt25hlly9f5nM4HL6ZmRn/8ePHrPWfP3/O79u3L5/D4fADAgLEnB3yO6Jmq4QQQgghYuTm\n5mLevHlo164ds0xHRwc6OjoAgKysLKxevRoKCgpM+rBhwwAAnz59wtOnT4Xy/PDhA+bPnw8ul8ss\nk5WVhbu7O5SUlPDlyxemiWJV/P39AQAjR46Eg4MDK01DQwNubm4AgIiICOTl5QEArK2t0axZMxQV\nFbGamgrcunULeXl5UFNTg42NjVB6x44dMWLECOZveXl5DB48GACQmZmJyZMns46rU6dO0NXVBQBW\nU9L8/HymxnTz5s1CI+L27t2bGegoMDBQ5PEXFhbin3/+QcOGDZll6urq6NevH4Da6SOYkZGB4uJi\nqKqqokePHqw0BQUFeHh4YMaMGfjrr7+kyq+4uBgGBgZwcHCAq6sr5OXlmbR69erB1dUVAPD06VOx\nTX1ri6B5rKmpKTQ1NVlpLVq0wNq1azF37lx06tTpm5aD/FwoeCSEEELIL8vLy4vpD1bVvzVr1ojc\nXlZWlulbVlGrVq0AALq6ukLNBwVpQHl/yMrq1q0rFOwBgKKiIoyMjABIDnxevHiBf//9FwDQt29f\nkevY2tpCXl4eJSUliI+PZ45HMM3DiRMnhLYRNFnt168f5OTkhNIrB1AA+3hFnauWLVsCKG9mKnDt\n2jUUFxejQ4cO6Nixo8jyC87RnTt3RI6SamdnJ7I5pSAQffv2rch8q0MQmBYUFOD69etC6Y0aNcLM\nmTMxYMAAqfKTl5fH0qVLsW3bNiaorqhNmzbM/79586aGpZaO4NgSExNZ/TYFdHR0MGXKFJibm3/T\ncpCfC/V5JIQQQsgvS9p5HjkcjsjlampqIvvFCWqMWrRoITYNgNCgOUB5gCCur52grDk5OVWWVxA4\nAuLLLi8vj7Zt2yI9PR2PHz9mlg8ePBi+vr64e/cusrKymFrVsrIynD9/HgDEziPYunVrkfsRqOp8\nVDwXaWlpAIC8vDxMnz5d5L4E65eVleHp06dCx6mhoSFyu3r16gEon9fxa3Xo0AE2NjaIjY3FpEmT\nYG1tjR49esDMzEzkuZDWu3fvcOHCBaSnp+P169f49OmT0DqlpaVfU3SJHBwc4Ofnh+fPn6Nv377o\n3bs3bGxsYGJiAhUVlW+6b/LzouCREEIIIb+sr53nsWJgJIqo2jlJGjVqJDZNUJMmKpio6P3798z+\nKzaZrUxQu/ThwwdmWdu2bWFiYoL4+HicPHkSs2bNAlDeZPXNmzfQ0tLCn3/+KTI/Sccr7fkQ1EIW\nFBQwg8tUpWL5BSR9NrVl27ZtWLlyJU6dOoWYmBjExMQAKB88p1evXnBychIaWKgqp0+fxt9//y3x\nM/7W1NTUsHfvXri7uyM+Ph7Hjh3DsWPHUKdOHejp6WHgwIEYOHDgdzvP5OdAwSMhhBBCyHdUp474\nXkN8Pl/iOgAgIyNTrX1WXn/o0KHMiKSC4FHQZHXgwIHVyvtrmJiY4MCBA99tfzWhoKCAtWvXYsaM\nGTh//jyuXLmCW7duITMzEzt37sShQ4ewa9cuGBoaSswrLS0NCxcuBI/Hg6mpKSZOnAg9PT0oKytD\nVlYWAFh9Rr+1tm3bYv/+/UhKSsLFixdx+fJlJCcn4+7du7h79y4OHToEf39/NG3a9LuVify3UZ9H\nQgghhJDv6OPHj2LTBDVskqZGUFZWBlDeNLOwsFDseoIavsq1nQ4ODlBWVkZOTg7u37+P0tJSREVF\nQU5OTmwfytqkqqoKoHxAop9Fy5YtMXbsWPj7+yM+Ph5btmyBpqYmCgoKMH/+fJFNlCs7evQoeDwe\nWrZsCX9/f9ja2kJVVZUJHKv6LL9GcXFxlena2tpwdXVFSEgIrl27Bnd3dygqKiIlJQWenp7fpEzk\n50TBIyGEEELId5SVlSX2YT4rKwsAe+AUUSr2/xP0H6ysqKgIz549AwDWPINAeb9AQZB45swZXLt2\nDXl5ebC1ta1WE8yaEtSuPX/+vMpg+r+qXr166NWrF4KDgyEvL4+cnBypRkcVfL7m5uZM38yKEhIS\nql2Wik2Fi4qKhNL5fD6zX2moqalhzJgx2LRpE4DywY0IEaDgkRBCCCHkOyoqKsKlS5eEln/8+BF3\n7twBABgYGFSZh7q6OhOAhYeHi1zn/Pnz4PF4qF+/PkxNTYXShwwZAgCIiopCZGQkAPED5dS2Ll26\nQF5eHjweDyEhISLXiY2NxfDhw3HkyJFa2aeg6a40NYQC4eHhmD17ttgASlVVFYqKigBEB26VB70R\n1CiLGj22rKwMu3btErutuOXKysrMsWVnZwutf+3aNZEjz27fvh1TpkxBfn6+yP0IRskVdVzk90XB\nIyGEEELId6SsrIz169cjMzOTWVZSUoKVK1fi8+fPUFJSEjmVR2VTp04FABw+fBjR0dGstNTUVKa5\n4YgRI1hzIQp07twZWlpayMnJQWRkJJo0aQJra+uvOTSpqaioMPNFbtmyBVeuXGGl37lzB4sXL0Zi\nYiJrio+vIWi6m5qaKnUA+erVK5w5cwbLly9Heno6K43P5yMoKAhv375F48aNWbXBgtFKk5KSWNsI\nBiKKjY1l1Qbm5+dj1qxZkJeXZ6Y+qThCblV51q9fn5nuZO/evfj8+TOTlpmZCQ8PDyYQrOj+/fu4\ndOkS3NzchKaUKS4uxs6dOwEAFhYWIs8N+T3RgDmEEEII+WWdOHFC6qaArVu3xpIlS75xicoDCHV1\ndfTt2xfa2tpo2LAhUlNTkZubCxkZGXh4eIgM9irr3bs37t+/j8DAQLi4uEBDQwOtW7fGy5cv8fjx\nY5SVlaFr166YPXu22DyGDBmClStXgsfjoV+/fqhb9/s9Gs6dOxcZGRm4evUqJk2aBA6HA3V1dbx8\n+ZKZisTa2hrjx4+vlf0ZGxsjMDAQaWlpsLGxgZKSEtzc3GBnZyd2m9GjRyM6Ohp3795Fnz59mDKW\nlpYiIyMDr169gpycHFavXs1qPmpkZIQLFy5g06ZNCA0NhYyMDM6cOYNRo0Zh7969yMvLg6OjI3R1\ndVFaWor79+9DXV0d+/fvh6enJ3JycvDPP/8gJiYGixcvRseOHWFkZITk5GQcPnwY169fB4/HQ3h4\nOBo2bAhnZ2csXLgQ165dQ8+ePdGpUyd8/PgR9+/fR79+/SAvLy9Ug7tkyRIkJSUhNjYWVlZW6NSp\nE1RVVVFYWIjk5GR8+vQJzZo1g5ubW62cf/JroOCREEIIIb+sf//9lzUnYlXETU/xLXh6ekJLSwun\nTp1CamoqZGVlYWZmhqlTp6JLly5S5+Pm5gYLCwsEBwfj/v37uHnzJpSUlGBqagpHR0c4Ojoyg7GI\n0qtXL6xcuRLA92uyKqCgoAA/Pz+EhYXh5MmTSElJQUZGBpSUlGBmZoaBAwfC0dFR4siz0urWrRsm\nT56M0NBQvH//HgoKClVOmyIo4759+xAaGoozZ84gMzMTT548gYyMDFq0aIHhw4dj7Nix6NChA2s7\nd3d3FBYW4u7du8jNzUXnzp0BlDdb3b9/PzZt2oT4+HgkJiaiRYsWGD16NJydnaGmpoa5c+ciJycH\nKSkpyMzMZI7fxcUFr169wrVr1/D69Wu0adOG+WwdHR1Rt25dBAYGIj09Hbdv30abNm2waNEiODk5\nYdmyZULHpqGhgVOnTuHIkSO4ePEicnJy8PDhQ9SrVw8aGhqwtbXFmDFjaM5HwiLDF4wJTQghhBBC\nvhlvb29s374dpqam2L9//48uDoDywXJmz54NAwMDHD58+EcXhxDyH0d9HgkhhBBCfkM8Ho8ZoGXC\nhAk/uDSEkJ8BBY+EEEIIIb+ZoqIiLF26FKmpqdDT00OPHj1+dJEIIT8B6vNICCGEEPKbOHXqFCIj\nI/Hw4UO8fv0aqqqq8PLyYqZ6IISQqlDNIyGEEELIbyI3NxeXL1/Gp0+fYG9vj8OHD0NDQ+NHF4sQ\n8pOgAXMIIYQQQgghhEhENY+EEEIIIYQQQiSi4JEQQgghhBBCiEQUPBJCCCGEEEIIkYiCR0IIIYQQ\nQgghElHwSAghhBBCCCFEIgoeCSGEEEIIIYRIRMEjIYQQQgghhBCJKHgkhBBCCCGEECIRBY+EEEII\nIYQQQiSi4JEQQgghhBBCiEQUPBJCCCGEEEIIkYiCR0IIIYQQQgghElHwSAghhBBCCCFEIgoeCSGE\nEEIIIYRIVPdHF4AQQgj5L0tISPjRRSCEEEK+KyMjI5HLKXgkhBBCJBD3I/orSUhI+C2OE6Bj/VXR\nsf56fpfjBP5bx1rVS1NqtkoIIYQQQgghRCIKHgkhhBBCCCGESETBIyGEEEIIIYQQiSh4JIQQQggh\nhBAiEQWPhBBCCCGEEEIkouCREEIIIYQQQohEFDwSQgghhBBCCJGIgkdCCCGEEEIIIRJR8EgIIYQQ\nQgghRCIKHgkhhBBCCCGESFT3RxeAEEII+a/rN++UxHXCNzp+h5IQQgghPw7VPBJCCCGEEEIIkYiC\nR0IIIYQQQgghElHwSAghhBBCCCFEIurzSAghhBDym5OmX+/3Qv2HCfnvouCREEIIIYT8Etzc3HDi\nxIkq15kxYwZmzpwJLpcLAPDz84ONjY3IdZcvX47g4GAMHDgQ69evF7sPWVlZNGvWDN26dYOrqysa\nNWoEAMjOzka3bt0wa9YsTJ8+XWL5X716hcDAQMTGxuL58+eoU6cO2rRpgx49emDcuHFo2LAhs+7q\n1atx4MABHD58GPr6+kJ5vXjxAr169YKpqSn8/PwQFxeHMWPGQF5eHteuXYOysrLIMvTp0wfp6elY\nt24dBg0aBACwt7dHTk5OlWXft28fzMzMmP20bt0ap0+fRr169YTWtbe3x8CBAzFz5kw4OTkhPj5e\n4rm5cOECWrduLTKNx+Ph+PHjOHHiBLKysvD+/Xs0bNgQnTt3hrOzMywsLAAAc+bMwenTpyXu68iR\nI0LnVLDt2LFjsWTJElZaUFAQ1q1bJzHfxYsXY9y4cXB0dISsrCxCQ0NFrifILzw8HBwOh1l+8eJF\nHDp0CKmpqcjPz0e9evXQoUMHDB06FMOGDZO4/9pAwSMhhBBCCPllyMrK4siRI2LTmzVrxvy/nJwc\nwsLCRAaPPB4PZ86cgZycnMR9FBYWIjExET4+PoiPj8fx48chLy9frXLfunUL06ZNg7KyMsaOHYtO\nnTqhrKwMd+7cwd69exEaGoqAgABoamoCAGbNmoWzZ89i5cqVCAkJQZ067N5o69evB5/Px9KlS1nL\n+Xw+zpw5g+HDhwuV4eHDh8jKyhJZPl1dXXh4eIgtv6BcAtnZ2dizZ4/EoHnFihX49OkT8/euXbtw\n4cIFhISEICUlBX/++ScA9udW2bx583Dx4kWMHDkSs2bNgry8PLKysrB3715MmjQJvr6+sLKywty5\nczFhwgRmu+DgYBw/fhz+/v5QUVFhlnfo0IGV/7t37xAdHY2GDRsiIiICCxcuRN26/x9G9evXD0ZG\nRszfCQkJWLduHRYtWgQTExNmecuWLas8F1UJCAiAp6cnHBwcsGLFCqiqquLVq1cIDQ3F0qVL8fbt\nW0yZMqXG+UtLYp9HNzc3cLlcoX+6urro378/AgICUFJSUiuFcXJyQo8ePWolL3F27twJLpeL7Ozs\nb7of8u04OTnBycnpRxfjp8DlcuHt7S02PTQ0FFwuF7dv3/6OpSoXGxsLbW1tJCQkfPd9V9ft27fB\n5XLFviH8Wbm7uzNv3oFvdw+W9jpzc3ODlpYWqzwVv+tcLhfu7u41Lsfjx4+hr6+PY8eO1TgPQsjP\nQUdHR+w/dXV1Zj0jIyNcuHABHz9+FMrj6tWr+PLlC+u+JG4fpqammDx5Mjw8PJCWloaoqKhqlTc/\nPx+urq5o27YtwsLCMHbsWJiamsLc3BzTp09HaGgoeDweXF1dmefuhg0bYuHChUhOTkZISAgrv5s3\nb+Ls2bOYMmUK2rRpw0ozMjLCqVOimymHh4fDwMBAZJqiomKV51VJSYm1/l9//QU/Pz+8fPmyymNv\n3749Kx9VVVUA5ee3Ypq4YDwrKwtRUVGYOHEilixZgi5dusDY2BiDBw/GoUOHoKKigqCgIABAmzZt\nWPtq2rQpAODPP/9kLW/QoAFrHxERESguLsa8efOQl5eH2NhYVnrjxo1Z27dr1w4A0LZtW9byxo0b\nV3kuquLr6wtzc3Ns27YN9vb2MDAwwF9//QVfX19YWFhg3759KC4urnH+0pJqwBxZWVmEhISw/m3f\nvh1GRkbw9PQUeqMhDR6PBz09PVYQt2LFCuzYsaPaeZFfl6jr5L/o9u3bsLe3/9HFqDY7OzuEhISg\nU6dO33W/L168wMKFCzFlyhTWmzry/06dOvXdX5L86HvwjBkzcPToUbHpISEhrDfYO3fuhJubm9T5\nt2/fHu7u7li1ahVSUlK+qqyEkF9D165dUVRUhPPnzwulhYeHw8LCQmSzS3Gsra0BAPfv369WOYKD\ng5Gfn49Vq1YJBWEA0KpVKyxYsABpaWmssvbv3x+mpqbYtGkT3r17BwAoKSnBmjVroKmpiUmTJgnl\nZWNjgzt37gg9W5WVlSEiIgJ2dnbVKrs406dPh5KSEry8vGolP3FevXoFAEJBMgAoKSkhKioK/v7+\nX7WP0NBQaGtrY+jQoVBTU8PJkye/Kr/qKi4uRkFBAdq2bSuUJiMjgx07duDKlSvVru2uCalHW638\ndsHa2hrLli3DoEGDEBoaynxw0kpJScGXL19Yy9q3b89q10uIqOvkv+jevXs/ugg1oqqqCh0dHSgq\nKn7X/f7zzz+Ql5f/Ls0rflY/4pr60ffg1q1bQ1tbW2y6jo4OWrVqxfxdk3M0dOhQaGpqYvXq1TUq\nIyHk16KmpgZTU1OhmriPHz/i4sWL6NmzZ7XyEzRl5PP51douNjYW7du3R+fOncWu06tXL8jLy+PS\npUus5cuWLcPHjx+xdetWAMChQ4eQlpaGZcuWiQwmrK2tUb9+fYSFhbGWx8XFITc3t9ZaoCgqKmLu\n3LmIjIz8pi2c2rdvj7p168LX1xePHj0SShcVjFdHWloakpKS4OjoiLp166JPnz6IiYlBQUHBV+Vb\nHfLy8tDQ0EBERITIFx2KiopCzZa/la/ei56eHoDymgSBgoICeHh4wMrKCtra2ujZsyd8fX1RWloK\nAPD29saQIUMAAN26dWNqbCo3mbK3t8f8+fPh4+MDY2NjHDhwAED5mxE/Pz84ODhAW1sblpaW8PDw\nwNu3b1llS0xMxODBg6GjowNbW9tqvXW4du0aRo4cCX19fejp6WHo0KGIjo5mrcPlcrF582asWLEC\nBgYGiImJEZmXoMnWnTt3sGjRIhgbG0NfXx9Tp04VqspPTU3F1KlTYWRkBD09PQwZMgTnzp1jrSPq\nvGRnZ4PL5eLYsWPYvn07LC0tYWBggDlz5uDLly+Ijo5Gnz59oK+vj2HDhiE1NZWV540bNzB69Gjo\n6+vD0NAQw4YNE6qSF+z35s2bGDJkCPT09NCtWzemKYCANJ+P4Jz8+++/WLVqFbp06QIjIyNMnDgR\nz549AyD+OqnIwcGBWaeiJ0+egMvlYvfu3VV+JlXtXyApKQkTJ06EoaEhdHR00K9fP1azNycnJ3h5\neSEnJwdcLldkTcjjx4/B5XKF3lTZ29ujc+fOKCwsZO2Py+XiwoULAMqbY7i6usLMzAza2tpwcHCA\nn58fysrKWGUYMWIEQkND0aVLF3h6eoo87s+fP2PAgAFwcHDA27dvhZoTent7g8vlIj8/H/PmzYOZ\nmRnMzMwwa9Ys5Ofns/Ly8/ODra0tdHV1MWrUKKSlpWHQoEESa8syMjJw+vRpjBs3jvWj9uXLF3h5\necHOzg7a2tqwtbWFl5cX69yIc/z4cfTs2RM6OjoYNGgQbt26BVdX1xrVBufm5sLFxQX6+vowNTWF\nu7s7Pn/+zFpHXDPMys1AAem+05XZ29vj4MGDiI+PZzU9Likpgbe3N3r06AFtbW2Ym5tj7ty5eP78\nucTjiomJQZ8+fZhrSNSAEpXvwc+fP8f8+fPRtWtX6OjowN7eHuvXr0dRURGzzsePH+Hp6Qlra2to\na2vD3t4eK1aswPv374XyLywsxJIlS2Bqago9PT1MnjyZ9dtRudlqZRWbrXK5XFy6dAknTpwAl8vF\nrl270KlTJ5FvuI8ePQoul8vUBEyePBm3bt3CzZs3JZ43Qsivr1+/foiLi2NVhERHR6O0tLTagdTd\nu3cBoMp7mSiZmZn4448/qlxHXl4e7du3R0ZGBmt5x44dMXbsWBw+fBg3btyAt7c3+vbtywwSU5mC\nggJ69OghFDyGhYVBX19fZA1eTQ0cOBC6urpYvXo167mlNjVp0gSurq54+vQpBgwYgMGDB8PLywsx\nMTFSPUNIEhoaygSNAODo6Agej4eIiIivzrs6lixZgpKSEsyYMQPdu3eHh4cHwsPDhZ7PvrWvDh5T\nUlIgIyPDjH7E4/EwYcIEREdHw9XVFQEBAejfvz+8vb2ZB9phw4ZhxowZAMo7xe7atUts/o8fP8aN\nGzfg4+ODbt26AQDWrFmDrVu3om/fvggMDMTs2bNx4cIFTJw4kQlQ8/Pz4ezsjMLCQmzYsAErVqzA\n3bt3ER7V/ZzqAAAgAElEQVQeLvGYbt68CWdnZzRs2BCbN2/G9u3b0aJFC8yYMUMooLpy5QoKCgrg\n7+/PBNLiLFu2DE2bNsXOnTuxZMkSXLt2DS4uLkz6s2fPMHLkSOTm5sLT0xM7d+6EhoYGXF1dhQJX\nUecFKH+IzsnJwT///IOJEyfi9OnTWLJkCXx9fTF//nx4eXkxD4QCjx49grOzM5SUlODj4wNvb2/U\nq1cP06dPF3qDk5mZibVr12LChAnw8fGBhoYG1q1bh8uXLzPrSPP5CKxYsQJ169bF5s2bsWDBAty6\ndQvz5s0DIN114ujoiAcPHiAzM5O1/Ny5c5CRkUHfvn2r/Eyq2j9QHuiMHj0aHz9+xPr16+Hn5wcj\nIyP8/fffCA4OZvKws7ND06ZNERISwpS5ovbt20NdXZ35UQHKX7g8f/4cioqKrBqU27dvo27dujAz\nM0N+fj5GjhyJtLQ0LF26FHv27EHv3r2xadMmbNq0ibWP9+/fIzg4GBs3bsT//vc/oTLw+XwsWLAA\nr169gr+/P9OnQJQ5c+agQ4cO8Pb2xqRJk3D27FmsWrWKSRfsx9zcHLt27cJff/2FmTNnIi8vr8rz\nDZQ3xywrK0P//v1Zy2fPno3g4GCMGTMGgYGBGDduHA4fPsy6VkW5fPkylixZAk1NTWzfvh2jRo2C\nm5ub0DUhrdmzZ+PGjRtYuHAhtm7dClVVVWaEveqqzne6ol27dqFz587o3LkzQkJCmBHUPDw84OPj\ng0GDBmHPnj1YvHgx7t69izFjxlT5A5meno6ZM2dCWVkZ27Ztw4IFCxASEiKxv+mMGTPw6NEjLF26\nlBl04Pjx46xr4e+//8bhw4fh6uqKffv2Ydy4cTh27Bj+/vtvofw2bNgAZWVlbN26FUuWLEFCQoLI\n74s0QkJC0LRpU6bp9f/+9z+YmZkhMjJS6AElKioK7dq1g66uLgCgR48eUFBQ+O7Njggh30dpaanI\n8Tq4XK7IoM7BwQF169ZlPSOGh4fDxsaGNbppVQoLC3Hz5k2sWrUKrVq1wl9//VWtMn/+/FmqVkCK\nioqswWUEXFxcoK6uDmdnZ/D5fIlN+vv164fMzEzmpVpRURHOnTvHBEii3LhxQ+x5HTdunMhtZGRk\n8PfffyMlJQWHDx+WeHw1NWXKFOzfvx8ODg54/Pgx9uzZg6lTp6JLly5Yt24d66VndZSUlCAsLAxW\nVlZMf0UdHR107NhR4qi+tc3GxgZhYWEYPnw4CgsLceTIEcyfPx9WVlZwdXWtdivQmqrxaKt5eXmI\niopCSEgI+vbtiyZNmgAAzp49i+TkZAQEBMDS0hIAYGpqik+fPmHfvn2YOnUq1NXVmaZHHA5H7LC7\nQHlgc/nyZaZD64sXLxAcHAxnZ2fMnDkTAGBiYoKmTZtiypQpiImJQffu3REeHo7379+zgjpLS0up\n3iDt2LEDTZo0gbe3N1MzYm5uDgcHB/j6+rJG5Hr27BkOHz4sVRvjdu3aMQ/CpqamePnyJXbs2IGk\npCRoa2vDz88PMjIy2L17N3OBdunSBU+ePIG3tze6d+8u9rwI2q1/+vSJGSrYwsICISEhiIqKQnR0\nNFq0aMFsu3PnTnz48AENGzZETk4OzM3NsXbtWqipqQEAMyz0uXPnWP3hHj16hIiICLRv3x4A0KJF\nCzg4OCAuLg7W1tZSfz4CzZs3x+LFiwEAZmZmuHXrFiIjI1FYWCjVddK/f39s27YNYWFhmDVrFrM8\nKioKxsbGzDGLU9X+69evD39/f/D5fOzatYs5NxYWFkhJSYGvry9GjBiB9u3bQ0VFBfLy8tDR0RG7\nL3Nzc9y5c4f5Oz4+HhoaGmjbti0SEhJgbm4OoHyELkHH8+3bt+PNmzcIDAxkmhOamZnh6dOn2L9/\nP6ZNm8b82KSnp+PYsWPMA3JlGzduxNWrV7Fv3z6JbxX19fWZvmWmpqa4cOEC4uLimPRDhw4xLw5k\nZGRgaWkJWVlZrFixQmR7/IquX7+ODh06MNcuANy5cwcxMTFYtWoVEyiZmJhATk4OK1euxKNHj8T2\nyzx06BAaNmyILVu2oH79+gDK30JOnjyZ1cRRGikpKUhISMC8efMwcuRIAOWf94sXL4Te9EqjOt/p\nirhcLvO5Cq6pZ8+eITQ0FOPHj8e0adOYdZs0aYIJEyYgIiICQ4cOFZnf0aNHUVpaii1btjADRZiY\nmIgdmh4ob0GSnJwMd3d3ptmWoaEh2rRpg9zcXADlrQxkZWUxY8YMpgWAoaEhHjx4gMjISBQXF7Pu\njRoaGswDjYWFBd69e4eNGzfi4cOH1X5LLxg8QUVFhTlHjo6OcHNzQ1xcHPPG/f3794iLi8PkyZOZ\nbeXl5WFoaEg1j4T8omRlZXH8+HGRaTIyMkLLGjZsCDs7O4SFhWHSpEl48+YNbty4gY0bN4rdhyBA\nrczExARr1qwRGnBFEiUlJZEtNir78OGDyCk2GjRogNmzZ2PhwoVwdXVl/caK0qVLFzRp0gRhYWHQ\n1dVFTEwMPn/+jF69eondRk9PDytWrBCZVlXgq6enhwEDBmDr1q3o06cPM41JbTM1NYWpqSlKSkqQ\nlJSEmzdvIjQ0FEFBQcjOzq5Rn/5Lly4hLy8PdnZ2rBq+7t27w8fHB//++6/EGuOvUfl61dTUxMqV\nK7Fy5Uqkp6cjPj4eYWFhiIqKQnJystipUWqTVMGjuC+IiooKRo0axaqpuX79OhQVFZnAUaBbt24I\nCAhAUlIS05lYGpqamqwvQFxcnMhmBJaWlpCXl0diYiK6d++OBw8eoEGDBqwH6bp168LS0rLKkfZ4\nPB7u3r0LR0dH1kOPnJwcLC0tceLECfB4PGbYZn19fak7p1ZuQmdhYYEdO3YgIyMD2trauH79OoyN\njVkjMcnIyMDOzg7btm3Dly9foKCgIPK8CJiZmbH+bt68OZSUlFhBlOD/BcFj9+7dhR5i27Rpgzp1\n6gg1q9XU1GQCRwDMw7nghift5yNQsdYUKO/zxOfz8f79eyYQqErr1q1hZGSE8PBwJnh8/vw5kpKS\nxN7gKpK0/7i4OBgYGDCBo4CtrS02b96MnJwcqQMUc3NzhIeHM+f99u3b0NPTQ5s2bVhBZUJCAjN8\ndlxcHNq2bSvUD83W1hYRERFITk6GqakpAKB+/fpig9eTJ09iz5498Pb2llhDDgifl1atWiEpKQlA\necCQnp6OYcOGsW5q/fv3Z9VIiZOSkiL0Rvb69esAIHTd2NvbY+XKlUhMTBQbPKalpUFfX591vVhb\nW9doRLMHDx4AABPIC9jY2NSoeUp1vtOS3L59G3w+X+izMTc3R7169XDnzh2xweODBw+Y2m+BRo0a\nwcDAgDn3ldWvXx8NGjTAsWPHoK+vz9xLu3btyqxTp04dkQ9X7dq1Q2lpKV6/fs36flQuu7GxMQAg\nOTm52sGjKD179sSKFSsQFhbGBI8XL14Ej8cTaoWgpaWF69ev4+3bt1XWwlfHzzBysCS/wjFIi471\nv+trypuXlwc+ny/U3UBc/k+ePEFCQgK0tLQQFRWFEydOIDk5GXJyclBRUUFCQgI+fPiAvLw8Zru8\nvDzUqVOH1Xe6Tp06UFFRgbKyMt68eYM3b94AAF6/fg2g/NmkquNq0aIFEhMTq1yHx+MhMzMTVlZW\nQscB/P+zWGFhoch80tLSAJR3j3n16hUz6mrPnj2xf/9+dOrUCU+fPsXTp09Z5wYor5ksKSkRe14/\nf/7MHGvl/QDlv+9nz56Fu7s7xo8fj6KiIrHnRHDuBGk1vR5MTEygp6eHDRs2IDo6GhcvXhQKXAXP\nuffv32dN1SEQEBAAoLz14LJly4TSfXx8mJfNFaWnpzP/FfUbU1JSgk+fPgkdm+BvQeupjIyMKl8q\ncLlcLFiwAAcOHMDp06cRFBTE/LZ+K1IFj5Xf4Hz48AGTJk1Cz549mVobgdzcXHz69ElksAmg2lWq\nlR/aBW+8Bw8eXGX++fn5UFVVFYrYq5ojBgDevn0LHo/HesgSaNq0KXg8Ht6+fcvkU7l8ValcCybY\nVtAXMDc3l+m7KEpubi5TqyNuv5WXy8nJCV20gs7cgqZdPB4PQUFBCAsLQ3Z2NuvGULnDt6CGuWL+\nFfOS9vMRqBwA16SjuaOjI5YuXYo7d+7A0NAQ586dg5ycnFRNRiTtPzc3lzU/T+XtcnNzpQ4eLSws\nUFZWhsTERHTt2hXx8fGYNGkSWrZsicDAQJSWliIrKwt5eXno0qULk7+4a1GQLiDqegfK+/76+fmB\ny+UKPbyLU/m8yMnJMZ9xQUEBysrKhK4FJSUliW86P378CB6PJ3RNCo6jctAmUNV9Iz8/nwmgBWRk\nZNCuXbtq328EzW4rf48k3TfEqc53Wpq8AAhdD7KysmjcuDHrWqgsPz9f5DFUdVz16tXDli1b4Obm\nhqFDh6Jp06bo2rUrBg0axPpOJCcnw9fXFwkJCcjPz2c1Ga38Pa5cdkFQXVuDDigqKqJbt244d+4c\nli9fjnr16uHcuXPo3Lkz66UXAOYaFPxW1IaffeTghISEn/4YpEXHKsKh/86o5jX9bBISEtC4cWPI\nyMhInYeGhgaMjIygo6ODPXv2IDs7G8nJyejZsyfzEqphw4Zo3Lgxk6dgH+KedSoStAxr2bJllWUa\nMGAA1q1bh+LiYrF9FSMjI8Hj8ZiuKZXzE0zhITimygTp2traaN26NeTk5BAVFYVPnz7h/v378PDw\nYG1XMZ969epBWVlZqvNaeT8CLi4u2Lx5M2bOnIl69eqJPSeC5wsjIyOprt/09HQ8efJEbGuewYMH\nIzk5GS1btmTmjBQQdLvS1dUVeobJy8vDvXv34ODgILI70LZt2xAXFwcvLy/Iysqy0gQBX8eOHUWW\nX9BvX09Pj3n2rHishw4dQoMGDdCtWzfIycnh1atXuHXrFhwcHETOO1qvXj2cPn0ajRo1qpV7W1UB\nu9TNViu/9R81ahSCgoIwatQooQ9CTU2NidQrE/UgXJWKE3BWtHPnTpETbQpGVBIXfEjqrCvq4VtA\nkGfFdcSVTxRxoyBVzM/a2hpz584VuV7FB73q7FcST09P7N+/H0OHDsWSJUvQqFEjsTfFqs5PRZI+\nn9r0119/YdWqVYiIiGCCRysrK5FvkKpL3PGKuhYkadGiBdq1a4c7d+6gU6dOePLkCQwNDaGuro7C\nwkKkpqYiOTkZDRo0gL6+frX3L+6auHr1Krp27YorV65g7969YvslVFTVcfF4PLHrSDofgnm0xPUh\nOXbsmMibYlUvaXg8Xo3KIoq4+4a0LzNErSftd1oSae5N1U2XdD+0sbHBxYsXcenSJVy6dAkXL15E\naGgoZsyYgZkzZ+LFixcYPXo0VFVVMW/ePHTo0AHy8vI4duwYDh48KPEYavI9ksTR0RERERGIiYmB\ntbU1rl69ijlz5gitJ2j2JWpuN0LI70deXh4ODg44d+4cMjIyMHXq1O+6/yFDhiAwMBDLly9HcHCw\n0O/eq1evsGHDBujr6zNTbXwtXV1dtGvXDlu3bgWfz6/2yLLVNXbsWBw7dqzWR7s+cOAAjhw5guPH\nj4tsxRIXFwcFBQWpX9YKhIWFoaSkBGPHjhUZkL18+RKLFy/G1atXq+wGIkrv3r0RGRmJvXv3YuLE\niay09PR0nDt3Do6Ojswz0Y0bN7Bo0SJ8/PhRZCAbHx8PAGJfVtemGkcgU6ZMQUhICNatW4e9e/cy\ny5s3b464uDjmIaK2CYJPRUXFKuemU1VVRWJiIvh8PuvBpOLIfuK2q1evnsgJTV+9egV5efkav6UW\nVMMLVK7laN68OQoLC7/7nHvh4eEwNDRkfZnfvHkjNLiNNKT9fGqTsrIy7OzscP78eUyZMgV3797F\nP//8Uyt5N2/eXOy1AFT/ZYig3yOXy4Wamho6dOgAoLxPZ0JCApKSkmBsbMzcLJo3by5yjsvq7H/o\n0KFYvXo15s2bh02bNsHKygodO3asVrkrEgR+lUc3FjRZqermLHh58OHDB9by5s2bAyj//lV3lDdl\nZWWhsgDA06dPq30PqlgbVfFtaeXRTAUvggRvVwUETXYEavM7LfisX716xTpHJSUlrNpqUVRVVUUO\nZiTpfgiUN1/t1asXevXqheLiYkybNg2+vr6YPHkyoqOj8fnzZ+zYsYO1f3H3jsr3QMHfXzNpcmWW\nlpZo2rQpzp07h7KyMvB4PPTu3VtoPcFb4W/xQosQ8uMJuiGIoqCgILKfmmA0dRUVlSrvqTWRm5sr\nskyNGzdGy5YtmXEOJk2aBEdHR0yYMAHa2tooLS3F/fv3ERAQAFVVVWzZsqVWX7j169cP27dvh729\nvcS+iJ8+faryvAqORRx5eXksXrwYU6dO/apjsLa2RufOnZmBFKdNm4Zr165h3LhxcHJygomJCfMs\nHxYWhosXL8Ld3b3a/VBDQ0PRtm1bsTV5Dg4OWLlyJU6ePFnt4LF79+7o378//vnnH2RnZ8PW1haZ\nmZmIi4vDnj170Lp1a1a3wN69eyMsLAyrVq3Cw4cP0b17dygrK6OgoABXrlxBcHAw+vbtCwMDg2qV\noyZqHDyqqKjA2dkZGzduRHR0NFNVLBik5cyZM3B0dGTWv3HjBi5fvgxXV1fUr1+fuWiqO2yvubk5\n6tSpg/DwcFYTt/z8fGzcuBHOzs7Q0NCAlpYWIiMjcefOHeZDLy4uxrVr16rMv27dujAxMcHVq1dZ\ngz0UFxfj+vXrMDQ0rHGtX2xsLGsUK8FgDYK3BIJzl52dzXpwPXDgAGRkZDBq1Kga7VcSHo8nVAMi\nmBalugGktJ+PtKS9ThwdHREVFYX169dDQUGhRlM0iGJhYYGTJ08iPz+f9RYwNjYWbdu2ZZoiy8jI\nSHWuzM3NERERgQ4dOsDQ0JBZbmhoiISEBDx8+BAjRoxg7X/Tpk1IS0tj9Xu8dOkSFBUVq5wPSkAQ\ndHh4eCA+Ph4LFizA0aNHRdbwSaNBgwZo3bq10DQVkZGREs+BkpIS5OTkhII9CwsLbN26FeHh4axJ\n4NPT03Hw4EG4uLgINZMV+OOPP3Dv3j3W9/X69etC/e2kIXhjee3aNVZ/6cpzagkCjopB5fv374Xe\nBH/td7ri+TQzM0OdOnVw4cIFVn+Ga9euobi4WKjpbuXjCg4OxsuXL5lAPT8/v8p5Eh88eIBDhw7B\nw8OD6U8qLy8PKysrXL16FZ8+fWKC54r3j/z8fJw9exaA8PdWMF2IgGAQpqoGmpKk8jUnKyuLPn36\n4NixY/jw4QNMTU1FvmQRXIPV6XpAyK8sfKOj5JV+EqWlpSKn8RLQ1NRk7lMVmZiYoHnz5rCxsanx\nb6Q4wcHBzCjtFY0aNQoeHh4Ayu+FkZGR8Pf3x5EjR7BlyxbUqVMHmpqamDBhApycnKQaD6I6BMGj\npNHpgfJ+gVWd1+HDh2PlypVV5mFnZ8e0hqqp0tJS1u+Luro6jhw5ggMHDuD8+fM4cOAAPn78CFVV\nVejq6iIoKEhsU2BxHjx4gLS0NGbwR1EUFRXRo0cPREVF4f379yIHMqqKl5cXTE1NERISgpMnT4LH\n46Ft27ZwcnLCpEmTWC835eXl4ePjg2PHjiE8PBwXLlxAQUEBFBUVweVysXr1agwYMKBa+6+pr2r7\nOGbMGOzfvx8bNmxgvmgODg4ICAjA8uXLUVhYiD/++ANpaWnYsmULtLW1WaMhAsC+fftgaGgIBwcH\nqfaprq6OkSNH4sCBA1BWVkb37t3x+vVr7Nq1C/n5+cxopoIvw5IlSzB//nzIy8sjICAAampqQrUD\nlbm4uMDJyQmurq4YOXIk+Hw+goOD8fr1a2zYsKHG5+vhw4fw9PSEra0tnj59Cn9/f5iamjJBgbOz\nMyIjIzFx4kQsWLAAjRo1wtWrV+Hn54fZs2fXeL+SGBsbIzY2FidPnkSrVq1w9uxZ5Ofno127dkhM\nTMStW7dE9vsTRdrPR1rSXifW1tZQVVXF6dOn0b9//1q7uTo7OyMiIgLTp0+Hs7MzFBQUEBkZiXv3\n7rFqN5s0aYLc3FwcPnwYrVu3ZjqzV2Zubo7Pnz/j9OnTmDJlCrPc0NAQq1atQkFBAesGN2LECBw8\neBCzZ8/GzJkzoaKigqtXr+Ls2bOYM2dOtY6zUaNGWLNmDZydnbF9+3aRTfmkNXjwYGzduhWrVq1C\n9+7dkZGRgZCQECYwqQqXyxWaAsbAwAB2dnbYsWMH6tatCyMjIzx79gzbtm2DoqIi622olpYWhgwZ\nwvxADR48GAsXLsSiRYswZMgQZioSLpfLapJ48uRJLFmyBPv37xf7FlFHRwdaWlrw8/ODqqoq2rVr\nh/PnzyMrK4u1nrGxMRo0aABfX1+mr6mfnx/++OMP1nQsX/Odbtq0KWJiYnDq1Cm0atUKxsbG+N//\n/of9+/dDVVUVBgYGePbsGbZs2QIOhyOydk1g8ODBOHz4MGbNmoXp06eDx+Nh+/bt0NDQYAY2qKxJ\nkyY4c+YMXrx4AScnJzRu3BjPnj1DUFAQrKysoKamxpzHTZs2YcKECcjNzcX27dsxaNAgBAQEIDw8\nHIMGDWLyTElJgaenJ2xsbJCVlQV/f3+YmJjUuCa8adOmiI+Px+nTp9GuXTvmZcqAAQMQFBSEy5cv\ni20e9ejRIzRv3rzW+jsSQv4b1q9fL/X0SpXnvK5Tp47QlGwAsH///hrvo3Xr1kL7qUqTJk3g5uYm\ncaoNUczMzKrcl6h0DQ0NkdtUXnbx4sVaK4ekedfXrFmDNWvWiE0XVRGkpqYGV1dXuLq6Sl1OoHxq\nMlHPQzo6OlJ9bhs2bBAZG9jZ2UncXkZGBkOHDmUGu5PUv1NeXh6jRo36ZpVJ0vqqeR4VFBQwc+ZM\nPHnyhPliycnJISAggAnexowZAx8fHwwdOhTbtm1jtrWwsICNjQ0OHz6MtWvXVquGy93dHfPmzcPF\nixcxduxYeHh4oGPHjjh06BDzIKCurg4fHx/Ur18fc+bMgYeHB7p06cJMA1AVQ0ND7NmzB+/evcPM\nmTMxa9YsfPz4EXv27JE6iBJlwYIFKCgowMyZM7FmzRpYWVlh8+bNTHqbNm0QHBwMTU1NuLm5Yfz4\n8bhw4QKWL1/OCjRq27Jly2BkZIQVK1Zg9uzZ4PP5WLduHSZNmoS8vDyx/bXEkebzkZa014mcnBxT\noyHN2zNptWnTBgcPHoSioiLmz5+PadOmITU1FVu3bkW/fv2Y9YYNG4YOHTpg9erVVc5jpKamBg6H\ng7dv37JuEIaGhigoKEDjxo1Z7dWVlZVx8OBBdOzYER4eHnB2dkZsbCw8PDxqdE1YW1tj+PDh2L17\n91f1l5g8eTLGjRuHiIgIuLi44OrVq9i+fbtUzUS7dOmC9PR0oSaMW7Zswfjx43H48GGMGTMGXl5e\n6Nq1K4KCglhvgEtLS1nXgaOjI+bOnYtbt27BxcUFJ06cwMaNG4VqlMrKylBaWlpl/0AZGRls374d\nxsbGWLduHVxdXVFYWCj0JlVFRQWbNm2CnJwcZs2ahXXr1jHzDFb0Nd/pcePGQVVVFe7u7oiKigJQ\nPqfi1KlTceTIEYwfPx4bN25E165dsXfv3irPvba2NjZu3IiCggK4uLjA09MTo0ePFvuSAyjvo7tv\n3z7IyclhyZIlcHJywpYtW+Dg4MDct3R1dbF06VI8evQIEydOREBAAJYuXQoXFxdoa2vD19eX9cCx\nbNkyFBQUwNXVFevWrYO5uTnrHlhd06ZNA4/HY6bnEOjUqRM4HA7Th6my4uJi3LlzR+wATYQQQggR\nTYZfnWEtSY2EhoZi8eLFOHjw4DcfPvd3tnHjRpw6dQoxMTFCo16R78PCwgJ6enrw8fERu056ejr6\n9euHhQsXYvz48d+sLEOGDEFRURFr0mfy+xg+fDhatmwpMjg9ffo05syZI3VTpoSEBCyXYiTKn73Z\nH41A+muiY/01/S7H+rscJ/DfOtaqyvJVNY+E/FcUFBTg6NGjGD58OAWO38HJkycxa9Ys1oAxDx8+\nRH5+vtDoy5V17NgRvXr1QlBQEIqLi7+6LLGxsXBxcWH1o3z9+jVSU1MlloX8muLj45GYmCi2ac/u\n3bthbGxc7T4whBBCyO+u9uZ7IOQHePnyJTIyMrB161YoKCh805os8v9UVFQQFRUFPp+PkSNH4v37\n99i8eTMaNGggdqL6ihYsWIABAwZg9+7dcHFx+aqyNGvWDLGxsXB1dcWUKVNQWlqKXbt2obS0FE5O\nTl+VN/m5ZGRk4NGjR1i/fj169OghsqVHSEgIMjIycPTo0R9QQkIIIeTnRjWP5Kd24sQJTJo0CSUl\nJQgMDKz2MMykZmxtbbF582ZkZ2dj2rRpWLRoEZo3b459+/ZJNcJpixYt4OXlhV27dn31XFWdOnXC\n7t27UVpailmzZjGd5f38/FgjppJf35o1a+Dm5gYjIyORg1lkZmZizZo1WLp0KdVKE0IIITVANY/f\nwaBBg1gjDpLaM23aNEybNu1HF+O3JJj7r6ZsbGyQlJRUK2WxsLCgJogEAQEBVaZramqyRsMlhBBC\nSPVQ8EgIIYRI8LMPhkMIIYTUBmq2SgghhBBCCCFEIgoeCSGEEEIIIYRIRMEjIYQQQgghhBCJKHgk\nhBBCCCGEECIRBY+EEEIIIYQQQiSi4JEQQgghhBBCiEQUPBJCCCGEEEIIkYiCR0IIIYQQQgghElHw\nSAghhBBCCCFEIgoeCSGEEEIIIYRIRMEjIYQQQgghhBCJKHgkhBBCCCGEECIRBY+EEEIIIYQQQiSi\n4JEQQgghhBBCiEQUPBJCCCGEEEIIkYiCR0IIIYQQQgghElHwSAghhBBCCCFEIgoeCSGEEEIIIYRI\nRMEjIYQQQgghhBCJKHgkhBBCCCGEECIRBY+EEEIIIYQQQiSi4JEQQgghhBBCiEQUPBJCCCGEEEII\nkYiCR0IIIYQQQgghEtX90QUghBBC/uv6zTtVq/mFb3Ss1fwIIYSQ74FqHgkhhBBCCCGESETBIyGE\nEF72W8EAACAASURBVEIIIYQQiSh4JIQQQgghhBAiEQWPhBBCCCGEEEIkouCREEIIIYQQQohEFDwS\nQgghhBBCCJGIgkdCSI1lZmbCw8MD3bt3h46ODoyNjTF06FAEBgaiqKhI4vZxcXHgcrk4e/bsdyjt\nt2Vvbw83N7cfXYxac+rUKXC5XMTFxf3oojC8vb3B5XLx8uVLAICbmxu0tLR+cKkIIYSQ3wfN80gI\nqZHTp09j4cKFaN++PZydndGhQwcUFRXh+vXr2Lp1K06cOIGAgAA0adKE2cbd3R3NmzfHzJkzf2DJ\nyc9q2LBhsLW1RePGjX90UQghhJDfEgWPhJBqe/z4Mdzc3NClSxfs2LEDcnJyTJqlpSX69OmDUaNG\nwc3NDf7+/kzavXv30Lx58x9RZPILUFdXh7q6+o8uBiGEEPLbomarhJBq8/f3R1lZGVavXs0KHAW0\ntLTg7OyMK1eu4P79+8jOzgaXy8W///6L7du3i2wOuWvXLnTt2hU6Ojr43//+h3///ZeVnpqaiqlT\np8LIyAh6enoYMmQIzp07x1rH3t4e8+fPh4+PD4yNjXHgwIGvPlY3NzeYmZnh8ePHcHJygp6eHszM\nzLB69WoUFxeL3a6srAx+fn5wcHCAtrY2LC0t4eHhgbdv37LWy8rKwpw5c2BmZgZdXV306tULgYGB\nKCsrY9YpLi7Gpk2b0KNHD+jq6qJLly6YPXs2cnJyWHlFR0dj6NCh0NXVhZGRESZPnozU1FSJx/j4\n8WOMGTMGurq6sLS0hJeXF0pLS4XWy8nJwbx582BmZgYdHR3069cPR44cYa3z7t07LF++HHZ2dtDR\n0UHXrl3h7u6OgoIC1nrBwcHo06cPdHV10bNnT/j4+KCkpATA/zdnPnPmDFOujx8/CjVbrXgOx40b\nB319fZiZmWHFihVCn01Nzw0hhBBC/h8Fj4SQart8+TLMzc3RrFkzses4OjoCAC5duoRmzZohJCQE\nQHnTw5CQEHTu3JlZ9+DBg8jKyoKXlxc8PDyQmpoKDw8PJv3Zs2cYOXIkcnNz4enpiZ07d0JDQwOu\nrq6Ijo5m7ffx48e4ceMGfHx80K1bt1o53o8fP2LhwoXo3bs39uzZg4EDB2L//v3YvHmz2G3WrFmD\nrVu3om/fvggMDMTs2bNx4cIFTJw4kQnMvnz5gvHjxyMlJQVr167Fnj17YG5ujvXr1yM4OJjJa9Om\nTThw4ACcnZ0RFBSEpUuXIiMjAxMmTACfzwcAnD17Fi4uLmjdujV8fX3h6emJvLw8jB49WijIrKi4\nuBiTJ09GZmYmVq5cCU9PT7x79w67d+9mrffu3TuMGjUK9+/fx99//43du3fDwsICHh4e2Lt3L7Pe\n33//jQsXLmDu3LnYu3cv5s2bh6tXr2LOnDnMOn5+flixYgUcHBywe/dujBgxAt7e3kLnc/fu3bC0\ntERgYCAUFBT+j707D6uqWvg4/jtMDpAz4ZRDJicUHAHBecAhc8rxNeWmec1w5KYmSjnlkJYjBGo5\nXMVMAyvJqXLInBBJS6/a9XqzckbQa9o1Ec77h+85r0eGDU4ofj/Pw/N41l577bX2tvTnWnudLPtv\nsVj05ptvqmXLllqwYIH+53/+Rx9//LFdW3d7bwAAgD2WrQLIk99//13Jycnq2LFjjvUqVKigp556\nSidOnJCLi4t8fHwkSU8//bTt11YWi0Xvvvuu7fP333+vtWvX6vr16ypcuLAWLVokk8mkDz/80Pa+\nW8OGDXXy5ElFREQoKCjIdu7Ro0e1Y8cOubu7368h6+bNm+rUqZN69+4tSfL19dXhw4f16aefatSo\nUXJ0dLSrf/bsWa1atUoDBw60vd/p5+cnd3d3DRo0SNu2bVNQUJDOnj0rs9msvn37qlGjRra2t2/f\nrg0bNqhPnz6SpF27dqlhw4bq2bOn7Rpms1nbt2/XtWvX5Obmpjlz5qhevXqaPXu2TCaTJKlu3boK\nCgrSsmXLFB4enuXYduzYod9++01z5sxR+/btJUmNGzfW//zP/9jVW7Vqlc6fP68vv/xS1apVkyQF\nBATo3LlzioqKUp8+feTk5KRdu3apR48ett8f9erVU9WqVfXDDz8oPT1d6enpWrhwoXr16qXhw4dL\nkho0aKCff/5ZmzdvVmhoqO2apUuX1qBBg3J8NhkZGerUqZPtXgUEBOjw4cOKi4uzPZu7vTcAAMAe\n4RFAnvzxxx+SJFdXV8O6rq6uunbtmmG9li1b2n0uV66cJOnSpUsqV66cdu/eLV9fX7uNUkwmk1q0\naKH58+fbQqYkVa1a1TA4ZmRk2C0LdXBwkINDzgsx7uxjQECAEhMTlZycnOk9zoSEBKWnp6t169Z2\n5Y0aNZKLi4sOHjyooKAgVa1aVdHR0XZ1TCaTKlasaDcjVqZMGe3du1ebN29Wy5Yt5ezsrGeffVbP\nPvusJOnMmTM6efKkevXqZQtH0q3wVatWLf3www/ZjuvQoUO28dyuWbNmOnDggO3z7t279dxzz9mC\n4+33ZfPmzfrll19UrVo1lSlTRps2bVLz5s3VoEEDOTg4qHbt2qpdu7akW++9Xr16VYGBgXbtTJ48\nOVPf/P39s+337e6cYfbz89POnTt1+vRpOTk53fW9eZCSkpLy5bpGHtV+PQiMtWBirAXPkzJO6fEY\nK+ERQJ5YQ+OVK1cM6/7+++8qVqyYYb07d890crr1vybr8s4LFy7Y3pvMyoULF1SpUiVJUqlSpQyv\nN27cOH322We2zy+99JLdzGdWrIH2zj6npqZmCo8XLlyQJHXr1i3Lts6fP2/79aZNmxQTE6N//vOf\n+s9//mMrr1Chgu3XkydP1uDBgzV8+HAVLVpUDRo00Isvvqj27dvL0dHRdr0ZM2ZoxowZma6X0yZF\nqampkqSSJUvald+5JPnChQv6+eefc3wG1apV0+zZszV8+HD169dPxYsXV8OGDdW5c2e1aNHCVk/K\n3XPKTZ2s+mp9NpcvX7b9I8Hd3JsHqX79+vly3ZwkJSU9kv16EBhrwcRYC54nZZzSozXWnEIs4RFA\nnri5ualChQo6cuRIjvVOnz6ta9euydPT875ct2nTpnrjjTeyPHZ7eLAGz5wMHz5cr7zyiu1z8eLF\nc6xvMpkyzUxa3zXMacYyKipK5cuXz1Tu5uYmSfr66681YsQI+fv7a9q0aSpbtqwcHR01YcIEXbx4\n0Vb/mWee0bp167Rv3z5t3bpVW7du1ahRoxQbG6ulS5fa6g0ePFht2rTJdL2c+mgdx51un5m1ev75\n57MN2RUrVpQkeXt7a/Pmzdq1a5e2bt2qbdu2aePGjbaAbp39S0tLy7ZPVrl5liaTyW5GUcp6THdz\nbwAAgD3CI4A8a9mypW2Tm8qVK2dZZ/369ba696ps2bL673//Ky8vr3tuS5LKly+fZajLjsVi0cWL\nF+2Ww2Y3YyfJ9nUSrq6uOfZ53bp1cnZ21qJFi1SkSBFb+e+//56prslkUoMGDdSgQQONHTtWkZGR\nioiIUEJCgqpWrWqrk9d7ZO1/amqq3Qzw2bNn7eqVLVtWv/zyS67ad3Z2VvPmzdW8eXOlp6dr/Pjx\nio2N1eDBg233Jjk52e6cGzdu6Pr167ZgnVtZPRtr8C5durTtfdS7uTcAAMAe/+QKIM9effVVFSlS\nRGFhYfrvf/+b6fhPP/2khQsX6oUXXsg085jVV0AYCQwM1Pfff69Tp07ZlcfExGjlypV5bu9ufPvt\nt3af9+7dq1KlSmW542xAQIAcHBwUHx9vV56amqrw8HCdPHlS0q3Zt2LFitkFxz179ujf//637T5d\nunRJEyZM0OHDh+3asi4DvXz5ssqWLauqVatqw4YNtq+7kG4Fq6lTp2rXrl3ZjqtGjRqSlKnO9u3b\n7T4HBgbqzJkz2r9/v135hg0bFBkZKYvFol9//VXjxo2z+yoNR0dHNWvWzNZXs9msokWLasuWLXbt\nzJkzR40aNcry95ORO/uakJCg0qVLq3z58vd0bwAAgD1mHgHkWfny5TVnzhwNHz5cXbp0Ub9+/VS9\nenXduHFDCQkJWr58uZ5//vlMm6C4u7tr69at8vLyUvXq1XN9vYEDB2r9+vUaMGCARo8ereLFi2vn\nzp1atGiR3e6cD4qjo6M++eQT/fnnnzKbzdqyZYsSExM1dOjQTEsmpVszjy+//LJiYmJUrFgxBQUF\nKTk5WdHR0UpNTdWoUaMk3dpZddu2bZo7d66aNGmiQ4cOKS4uTi+++KI2btyorVu3qn79+jpw4IB2\n796tIUOGqHLlyrpy5Yo+/PBDubu72za6CQ0NVWhoqEJCQvTqq68qPT1da9as0ZYtW7JcrmnVvHlz\nubu725aUlipVSp9++qld0JKk3r17a9WqVRo+fLjGjh2rcuXK6eDBg4qIiFDnzp1lMplUpkwZ7dix\nQ8eOHdPAgQNVrlw5JScnKyIiQtWrV5eXl5ecnZ01cOBAzZs3TzNnzlTLli31j3/8QytWrFBwcHCu\nNmK6nclk0urVq3Xjxg0999xz2rlzp/bu3ashQ4bYns3d3hsAAGCP8AjgrjRr1kxffvmlPvzwQ330\n0Ue6cOGCChUqpOrVq+vNN99Ujx49Mr2zNmLECM2YMUNhYWGaOnVqpo1ysvPMM89o1apVmj17tsLC\nwnT9+nVVqVJFEydOVK9evR7E8DKZOXOmJk+erPfee0+FChXSq6++qpCQkGzrh4eHy8PDQ3FxcVqx\nYoWKFi2qJk2aKDQ01LZUNDg4WL/++qs++eQTxcTEyNfXV9HR0bp8+bL279+v0aNH6+9//7uWLFmi\nWbNm6f3339fly5dVokQJ1atXT5MmTbK11a5dO0VGRmrhwoUaNGiQHBwc5OPjoyVLlsjPzy/bfhYp\nUkQfffSRJk2apHHjxumpp55Sp06d1KFDBw0ZMsRWr1ixYvr44481a9YsTZkyRVevXlW5cuU0ZMgQ\nvfrqq5KkokWLKiYmRrNnz9Y777yjK1euqEyZMmrYsKFGjBghZ2dnSbfePyxatKhWrVql5cuXq1Sp\nUho+fLitnbxwdXXV+++/r/Hjx2vmzJkqXLiwXnnlFQ0ePNhW527vDQAAsGeyZLdbAgBAYWFhWrdu\nneEGQSi4kpKSNPHjU8YV8yB+Vuf72t798Cjt9PegMdaCibEWPE/KOKVHa6w59YV3HgEAAAAAhgiP\nAAAAAABDhEcAAAAAgCHCIwDk4N133+V9RwAAALHbKgAAhh7FDW4AAHjYmHkEAAAAABgiPAIAAAAA\nDBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REAAAAAYIjwCAAAAAAwRHgEAAAAABgi\nPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REAAAAAYIjwCAAAAAAwRHgE\nAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REAAAAAYIjwCAAA\nAAAw5JTfHQAA4FHXceQX+d0FO/GzOud3FwAATyBmHgEAAAAAhgiPAAAAAABDhEcAAAAAgCHCIwAA\nAADAEOERAAAAAGCI8AgAAAAAMER4BJCtsLAwmc1mw5+EhIT87uojYceOHTKbzdq0aZMkadWqVTKb\nzUpOTs7nnj36/va3v6ldu3bZHv/zzz9lNps1efLkh9grAABwO77nEUC2hg4dqj59+tg+x8XFadWq\nVYqOjpa7u7utvGrVqvnRvUdOvXr1FBsbq0qVKuV3V3LUtGlTzZ8/X3Xq1MnvruSai4uLYmNjVbp0\n6fzuCgAATyzCI4BsVaxYURUrVrR9/u677yRJnp6eduW4xc3NTT4+PvndjRydO3dO58+fz+9u5JnJ\nZHrk7y0AAAUdy1YB3Dd//PGHpk+frubNm8vb21stW7bUnDlz9Oeff9rqvP/++6pRo4bOnDmj/v37\nq06dOmrRooU+//xz3bhxQ5MmTVKDBg0UEBCgSZMm6caNG5L+f9ninDlz9PHHH6tly5by9vZWhw4d\ntHXrVrt+/P7775o8ebKaNm0qb29vNW3aVJMmTdLvv/+eqR8HDhxQ27Zt7WZY4+Pj9dJLL8nHx0cN\nGjRQ//79dfjwYdtxa18++OADvfXWW6pbt652796dadnq7ebPny+z2azffvst07GuXbvqpZdeyvKe\nWq8VFRWl+Ph4tW/fXrVr11b79u0zXcdo3KtWrVKzZs0kSb169co2jHXp0kWvvfaaXdmsWbNkNpv1\n+eef25W3adNGI0eOlCTduHFDc+bMUatWreTt7a3AwECNHj3aLqxal/Lu3btXXbp0UYsWLbLsgyTN\nnTtXNWvW1I4dOzItWz1x4oTMZrO++OILLVu2TK1atVKdOnXUtWtX7du3z66d/fv3q1u3bvLx8VFQ\nUJBiY2O1ePFilhQDAJBHhEcA983QoUMVGxurV199VUuXLlXfvn21fPlyjR07NlPd8PBwvfDCC7Yl\nsG+99ZbefPNNFS5cWPPnz1fPnj318ccf69NPP7U7b+vWrdq4caPGjx+vBQsWyMHBQcOHD9e//vUv\nSVJGRoYGDRqkdevWadCgQVqyZIlef/11rVu3TkOGDMnUj9mzZ2vkyJF66623JElfffWVRo0apVq1\namnp0qWaOnWqzp8/rwEDBiglJcXu3C1btujPP//U4sWL5eXlleO96dSpkyTpiy++sCs/deqU/vGP\nf6hDhw45nr9z506tWrVKo0eP1vz58+Xk5KQ33nhDv/76a67H3bZtW9s4p0+frk8++STLawUEBOjg\nwYOyWCy2ssTERJUoUULff/+9rSw5OVm//PKLAgMDJUljx47V4sWL1atXLy1evFhjxoxRQkKCXnnl\nFds/AljNnTtXwcHBmjdvXpZ9iI+PV3R0tCZMmKCmTZtme1/WrFmjhIQETZw4UTNnztSlS5c0aNAg\nXb16VdKtmdaBAwfqzz//1HvvvaewsDDFxMRo8+bNOd5vAACQGctWAdwXe/bs0a5duzRjxgx16dJF\nkuTn5ydJmjFjhoYMGaJq1apJktLT09WqVSv17NlT0q0Zq9dee003btzQmDFjJEn+/v6KjY3V999/\nbzcr+NtvvykmJkbFixeXJJUrV07t27dXXFycxowZo127dikpKUlTpkxRjx49bG2lp6drypQpSkpK\nUv369W39aN26tdq0aWNrPzk5Wa1atdLEiRNlMpkkSU5OTho0aJB2796tjh072uqePXtWa9askZOT\n8f9Kq1Spojp16ig+Pl5Dhw61lX/11VdycHAwDI8nTpzQli1b5ObmZut7SEiIEhMTValSpVyPu3Ll\nypKkZ599VjVr1szyWoGBgVq6dKlOnDih5557TtevX9fhw4fVp08f7dy501Zv//79kqSGDRvqxIkT\n+vLLLxUSEmI3a1msWDGFhIRo06ZNtgAtSbVr11a3bt2yvP7BgwcVHh6u119/3fZ7JDspKSlavny5\nHB0dJUnnz5/XlClTdPjwYQUEBOizzz7TH3/8oRkzZtjG6+Pjo9atW+fY7qMuKSnpsWr3UcRYCybG\nWvA8KeOUHo+xEh4B3Bd79uyRJLsgJkktW7bUjBkz9MMPP9jCoyTbbJUklS1bVtKtEGJlMplUtmxZ\nXblyxa69+vXr24KjJFWrVk3u7u7697//LUm2JYutWrWyO6958+aZwqN0K2Ddrk+fPnZhVZJtA5yz\nZ89m6ktugqNVp06dNHnyZP3444+qVauWpFvh0dfXVx4eHjme6+/vbwuOklShQgVJst2fvI47J76+\nvnJyctL333+v5557TgcOHJCzs7O6deumv//977p8+bJKlCihpKQkValSReXLl7fNYt55/caNG8vR\n0VFJSUl24fHO+2519uxZDRkyRG3atFFoaKhhX5s3b24LjlLm+3L8+HEVL17cLih7eHioYcOG2rZt\nW67ux6Mot88yL/Lye+Rxx1gLJsZa8Dwp45QerbHmFGJZtgrgvrhw4YIkqW7dunZf49G2bVtJyrRJ\nS8mSJW2/tgaw28us5RkZGXZl5cuXz3Tt0qVLKzU11dYPZ2dnlSpVyq6OdXdYaz+t7qx39epVvf/+\n+2rTpo18fHxkNpv1wgsvZDnmO8810r59ezk7O2vdunWSbt2TgwcP2s1mZqdMmTJ2n633zHp/8jru\nnLi6usrHx0cHDhyQdGvJau3atVW9enUVL17ctnR1//79tn8EsLZ/Zwh2cXFRiRIlDO+7dOv9zpCQ\nEF28eFGvv/66beY3J0b3JSUlJctrsUMwAAB5x8wjgPvGwcFBcXFxWf6l/359xUJWbVssFjk4OGR7\n3Fonq+N3zhyOGDFCe/bs0WuvvaZGjRrJzc1NZ8+eVUhISKY28zLrKN0Kx02bNtWGDRs0btw4ffPN\nN3JycrIF7JwYBam8jttIQECANm7cKOlWePT395fJZFLdunWVlJQkPz8//fTTTxo8eLBh+xaLxfC+\nS9KZM2dUokQJlSlTRm+99ZZWrlxpN6uYFaNxpaWl5XnsAAAga8w8ArgvPDw8lJGRoTJlysjLyyvT\nz9NPP31frnPx4sVMZampqbZZSw8PD6WlpdlmIq2sM585LQ9NTU3Vzp079dJLLyk0NFR+fn7y8vKy\nWy56rzp37qyUlBTt379fmzdvVtOmTe2W4d6texl3VgICAnTy5EmdO3dOP/74o3x9fSXd+i7LpKQk\n2+xjQECApP9fenzu3Dm7dv7880/95z//ydX13d3dFRMTo8mTJ+vAgQP68MMP89TnrBQrVkyXLl3K\nVG7daAgAAOQe4RHAfWFdvhgfH29XfvToUU2ZMiXLv8Dfjf379+vatWu2zydOnFBycrLMZrNdP7Zs\n2WJ33vbt2yVl/66ddGuWSlKmoLty5UpJtzapuVctWrRQ8eLFtXLlSiUmJuZqyWpu5Hbc1lk4o7HU\nq1dPhQsX1sqVK3Xz5k3Vrl3bVv6Pf/xDe/fuVc2aNVWsWDFJt0KkyWTK9LUpO3bsUHp6eo733crN\nzU2urq5q1aqVunbtqsjISB05csTwvJx4enrq0qVLOnHihK3s4sWL2rVr1z21CwDAk4hlqwDuiwYN\nGqhRo0aaM2eOTCaTateurV9++UXz589XqVKlbCHjXrm7u+u1117TX//6V7m4uGjmzJkqXLiwunfv\nbutHYGCgZs6cqYyMDD377LM6evSo5s2bp5YtW9o2qsnK008/rUqVKikuLk41a9aUq6urVq1apUqV\nKsnR0VG7d+9W06ZN9dxzz911/11cXNSuXTutXr1arq6uatmy5V23dbvcjtv6DuTq1auVnJysxo0b\nZzmz6uLiorp16+rTTz+Vl5eXihYtKunWTqUWi0WfffaZ3U6ozzzzjLp27arFixfrqaeeUq1atXTy\n5EnbdzXmdXfT8PBw7d27V6NHj9batWvv9raoc+fOtq8NCQkJkcViUXR0tLy9vZWYmHjX7QIA8CQi\nPAK4L0wmkyIjIxUREaHly5crOTlZJUqUULt27TRkyBDDd9dyq0GDBvL09NS0adN09uxZVa1aVVFR\nUXrmmWds/fjggw80e/ZsRURE6PLly3J3d9fLL7+s4cOHG45h7ty5mjRpkkaOHKlSpUqpR48etvcd\nV6xYoRkzZtzzcsrOnTtr9erVat26tQoVKnRPbVnldtzPP/+8OnXqpE2bNum7777TF198ke2y3MDA\nQO3Zs0edO3e2lRUqVEje3t46cOCA3Y65kjR58mR5eHho5cqVmj17tkqWLKlWrVrpjTfeyPP7oW5u\nbpo+fbr69eunWbNmaeTIkXk636patWqaO3euZs2apdDQUFWpUkUjRozQoUOHlJiYyPuQAADkgcly\n+7dAA8Aj6s8//1StWrXUp08fjR8/Pr+7c0+OHTumzp07a/ny5WrQoEF+d+eJNGXKFK1YsUIHDhyw\nzapmJykpSRM/PvWQepY78bM6G1fKo0dpm/gHjbEWTIy14HlSxik9WmPNqS+88wgAD9miRYtUvXp1\nguNDcOLECY0cOVL79++3lWVkZGj37t2qXLmyYXAEAAD/j2WrAPAQXL9+XUePHtWmTZu0fv16ffTR\nR/ndpSeCh4eH9u3bpx9++EGjRo1S8eLF9dlnn+nEiROP/Qw2AAAPG+ERAB6Cc+fO6eWXX1bJkiU1\nffp0NWnSJL+79ERwc3PT8uXLNWvWLE2aNEm///67KlWqpAkTJujll1/O7+4BAPBYITwCeCwUKlRI\nP/30U353465VqVJFR48eze9uPJGqVq2qyMjI/O4GAACPPcIjAAAGHsQGNQAAPG7YMAcAAAAAYIjw\nCAAAAAAwRHgEAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REA\nAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAA\nAMAQ4REAAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACA\nIcIjAAAAAMCQU353AACAR13HkV/kdxdyFD+rc353AQDwBGDmEQAAAABgiPAIAAAAADBEeAQAAAAA\nGCI8AgAAAAAMER4BAAAAAIYIjwAAAAAAQ4RHAI+VsLAwmc3mHH8iIiIeWn8e9vVy49y5c49kv/Ii\nIiJCZrNZ586dy++uAACA/8P3PAJ47Dg6Omr16tXZHn/66acfYm+Qk6ioKP3666969913c6zXr18/\nderUSV27dpUk9ezZU82bN1fp0qUfRjcBAEAuEB4BPJZ8fHzyuwvIhR9++EElS5bMsU5GRoYOHTqk\nTp062co8PDzk4eHxoLsHAADygGWrAAqshIQEmc1mffvtt5o0aZL8/f3l5+end955RxkZGVqzZo2C\ngoJUt25d9e/fX2fOnLGdGxwcrK5du+rAgQPq1q2bfHx81LhxY0VGRspisWR7zWvXrmnq1KlqU0yD\neQAAIABJREFU1qyZvL291bhxY40fP16XL1+WJH355Ze2Pt1p5MiR8vPz040bNyRJiYmJ+stf/qI6\ndeqobt266tu3rxITE+3OuXr1qsaOHStfX1/Vq1dPw4YN08WLFw3vzdq1a2U2m/X9999rzJgx8vX1\nVZ06dfT6669nWiq6Z88e9e3bV3Xq1FG9evXUs2fPTP1v2bKlRo0apQULFsjX11cxMTEym83avn27\nPvvsM5nNZq1duzZTPxISEuTl5WUbh9ls1qlTpzItWw0LC1PTpk11/Phx9e7dW7Vr11abNm20bds2\nXb16VaNHj5afn58aN26s2bNn2z2jjIwMLVq0SG3btpW3t7caNWqk8ePH69KlS4b3CQAA/D/CI4AC\nLzo6WoULF1ZERIRefPFFxcTE6M0339TmzZs1ceJETZgwQQcPHtTkyZPtzrtw4YImTJig4OBgLV26\nVAEBAYqIiNDKlSuzvI7FYtGQIUMUFxenv/71r1qyZImGDRumTZs26fXXX1dGRoaCgoLk6uqqdevW\n2Z1748YNbd++XW3atJGLi4sOHjyo/v37y9HRUfPnz9fcuXNVqFAh9e/fXz/++KPtvIkTJ2rdunUa\nNGiQoqKi5OPjo/Dw8FzfmwkTJsjd3V1RUVEaN26cdu3apSFDhtiOHz16VAMHDpSbm5sWLFigiIgI\nFSpUSIMHD9bRo0ft2vr3v/+tPXv2aMGCBWrVqpViY2Pl7u6uFi1aKDY2Vi1atMh0/Zo1ayo6OlqS\nNHToUMXGxma77DgtLU1vv/22evfurcjISDk5OWnMmDEaPXq0qlSposjISLVq1UoLFy7U119/bTtv\n6tSpmjdvnjp06KClS5cqNDRUW7Zs0YABA5Senp7rewUAwJOOZasACrzixYtrzJgxkqTatWsrNjZW\n3333nbZv364iRYpIknbv3q3t27fbnZecnKxJkyapVatWkqR69erpwIEDWr16tfr27ZvpOomJidqz\nZ4/Gjx+vPn36SJL8/f1lMpn09ttvKyEhQYGBgWrbtq02btyoa9euydXV1Xb9q1evqmPHjpKk+fPn\nq1y5crbgK0kBAQFq27atFixYoKioKF2+fFkbNmxQjx49NHDgQFudq1ev6tixY7m6N5UrV9aoUaNs\nfT137pw++OADHT58WN7e3jp9+rQCAgI0bdo0lSpVSpL0zDPPqHXr1vrqq6/k5eVla+vo0aPasWOH\n3N3dJUnlypWTi4uLSpQoke0yYzc3N3l6ekqSKlSokONy5NTUVE2YMEHt2rWTJJ0/f17h4eFyd3e3\nBd7atWsrLi5OSUlJatOmjc6ePatVq1Zp4MCBGjZsmCTJz89P7u7uGjRokLZt26agoKBc3atHWVJS\n0iPVzuOAsRZMjLXgeVLGKT0eYyU8AnjspKeny2w2Z3nM0dFRR44csSsLDAy0/bpw4cIqWbKkatSo\nYQuO0q2gc+XKFbvznJ2d1bRpU9tnBwcH+fv7Kz4+XhaLRSaTya7+vn37JMkWNq2aNWsm6dYfCoGB\ngerUqZPWrl2rr7/+Wl26dJEkbd68WR4eHvL391daWpr27dunXr162YKjJBUqVEgNGza0LRk9cuSI\n0tPTFRAQkOl6CxcuzPL+3Klly5Z2nwMDA/XBBx/oxIkT8vb2VlBQUKZw9cwzz8jBwSHT8taqVava\nguODcvuzLFeunCSpYcOGtjLr87U+y4SEBKWnp6t169Z27TRq1Mg2w1sQwmP9+vXvuY2kpKT70s7j\ngLEWTIy14HlSxik9WmPNKcQSHgE8dhwdHRUXF5flsTsDnaRMG7Y4OztnKnNycsr0LmOZMmXk7Oxs\nV1a6dGmlpaXpypUrKl68uN2xCxcuSMq826s1UFmPN2jQQGXLltW6devUpUsX3bx5U1u3btVLL70k\nBwcHpaSkKC0tTTExMYqJiclyjGlpaUpJSZEk24ygVV52m7UGMCtrW9b3AdPS0rRs2TKtW7dOp06d\n0h9//GGre+f9urMf95ujo6PdPXdyuvVHWFbP19o36z3v1q1blm2eP3/+QXQVAIACifAI4LF0+3LJ\nB8XBIfNr4dZQktWxvLTbsWNHLV68WBcvXtTx48d1+fJl25JVq+7du2e5PNbaRnYb9+S0oU9W7WTF\nGsJnzJihFStWqEePHho3bpyKFy8uk8mUZRizhrlHUVRUlMqXL5+p3M3NLR96AwDA4+nR/ZMeAPJZ\nSkqKMjIy7AJWamqqnJ2d9dRTT2WqX7ZsWUm3ZrNun9Gzzm7d/tUTnTt31ocffqhvvvlGx44d07PP\nPquaNWtKujWT5uLiops3b+YYkq0zbtYZSKvbd401cufOrHfOZsbHx6tevXqaMmWK3TmPy0Yz1nvu\n6ur6UP7BAQCAgozdVgEgG9evX1dCQoLtc0ZGhhISEmwbvNzJ+j7e1q1b7cq3bdsm6dZyVavq1aur\nRo0a2rhxozZv3qwOHTrYjjk5Ocnf319bt27V1atX7dqKjIzUhg0bJN2afTWZTNq9e7ddnTs3/snJ\nnV+5sXfvXkmyvVOalpaWaRmsdSltbgOkUT3rLOeDCKQBAQFycHBQfHy8XXlqaqrCw8N18uTJ+35N\nAAAKKmYeATyWDh06lO2xwoULq3r16vd8jdKlS2vatGkaMGCAKlasqDVr1uj06dMaOnRolvXr1q2r\n5s2ba9asWTKZTKpevbr++c9/avbs2WrcuLF8fX3t6nfu3FnTp0+XpExLVocOHarg4GD1799fw4YN\nk4uLizZs2KDVq1fr/fffl3TrncyWLVtq7dq1qlSpkmrVqqV9+/bZAmBuHDlyRDNmzFDz5s3166+/\n6qOPPpK/v78tIPv6+urbb7/V559/rgoVKmjTpk1KTU1V5cqVdfDgQSUmJsrPzy/b9t3d3bVv3z5t\n2LBBlStXts2u3q5UqVJydHTU+vXrVbx4cdWqVSvX/Tfi4eGhl19+WTExMSpWrJiCgoKUnJys6Oho\npaam2naaBQAAxgiPAB476enp6t69e7bHq1atqk2bNt3zdVxdXfXOO+9o2rRpOnr0qEqUKKGRI0eq\na9eu2Z4zd+5czZkzRwsWLFBKSorKlCmjHj16aMSIEZnqdujQQTNnzlTNmjVVqVIlu2N169bVsmXL\nNH/+fI0YMUI3b96U2WxWRESE2rRpY6s3bdo0TZ482fZdiYGBgZo/f36m3UWzM3r0aG3atEnDhg3T\njRs31LhxY7vvu5wwYYLGjx+vSZMmqWjRomrbtq2mT5+udevW6d1339Ubb7yh7777Ltv2Q0JCNG7c\nOIWFhSk0NDTL8FikSBGFhIRoyZIlOnz4sBYtWpSrvudWeHi4PDw8FBcXpxUrVqho0aJq0qSJQkND\nM222AwAAsmey5GVnBQB4QgQHB+vcuXN2XzZ/v125ckVNmjRRWFiYevfu/cCuk5W1a9dq7NixWrly\nZaYZUdhLSkrSxI9P5Xc3chQ/q/M9t/EobRP/oDHWgomxFjxPyjilR2usOfWFdx4BIJ8sX75czs7O\nmZasAgAAPIpYtgoAD5n1XcHo6GiNGTOGr4sAAACPBcIjADxkffv2VaFChRQSEqLg4OD87g4AAECu\nEB4BIAsrVqx4YG0fPnz4gbWdW127ds1x4x8AAIA7ER4BADBwPzakAQDgcceGOQAAAAAAQ4RHAAAA\nAIAhwiMAAAAAwBDhEQAAAABgiPAIAAAAADBEeAQAAAAAGCI8AgAAAAAMER4BAAAAAIYIjwAAAAAA\nQ4RHAAAAAIAhwiMAAAAAwBDhEQAAAABgiPAIAAAAADBEeAQAAAAAGCI8AgAAAAAMER4BAAAAAIYI\njwAAAAAAQ4RHAAAAAIAhwiMAAAAAwBDhEQAAAABgiPAIAAAAADBEeAQAAAAAGCI8AgAAAAAMER4B\nAAAAAIac8rsDAAA86jqO/CK/u/BwfHwqv3vw8GQx1vhZnfOhIwDw+GDmEQAAAABgiPAIAAAAADBE\neAQAAAAAGCI8AgAAAAAMER4BAAAAAIYIjwAAAAAAQ4RHAJAUFhYms9mc7U+jRo3y1F5ERITMZrPt\nc3BwsIKDg/PURkJCgsxms7744gn5mojb1KhRQ2FhYfndDQAAcBu+5xEA/o+jo6NWr16d5TFnZ+cH\nfv2oqCj9+uuvevfddyVJNWvWVGxsrJ555pkHfu171bp1a02ZMkUNGjTI764YSktLk6+vr9avX6+K\nFSvmd3cAAHhsEB4B4DY+Pj75du0ffvhBJUuWtH12c3PL1/7kVmpqqn799df87kauHTt2TNevX8/v\nbgAA8Nhh2SoA5EF2S0mjoqJkNpt16tSpu2rXbDZr+/bt+uyzz2Q2m7V27dpM11q7dq3MZrOOHDmi\nv/3tb6pXr54CAwMVHR0tSYqOjlaTJk3k6+ur4cOH6z//+Y/dNb755hv16NFDtWrVUv369fXaa6/p\np59+Muzb1q1b1atXL/n6+qpu3brq3r27Nm/ebOtTYGCgJOkvf/mLbaluWFiYatSokamt1q1b2y3f\nvXnzpqZPn66AgADVqVNH/fr10y+//JLpvIyMDC1atEht27aVt7e3GjVqpPHjx+vSpUu2Otb7c/z4\ncb3zzjtq2LCh6tevrwEDBui3336TdGs5cffu3SVJrVq1UsuWLQ3HDwAAbiE8AsAjIDY2Vu7u7mrR\nooViY2PVokWLbOtOnTpVXl5eio6Olq+vr+bOnatRo0bpX//6l2bOnKnQ0FB9/fXXioiIsJ2zadMm\nDRkyRBUrVtTChQs1Y8YMpaSkqG/fvjp9+nS21zpy5IiGDh2q5557Th988IGioqL0/PPPa8SIEdq/\nf79atGihSZMmSZImTZqk2NjYPI07IiJCy5YtU/fu3bVgwQK1bt1ao0aNksViyTTmefPmqUOHDlq6\ndKlCQ0O1ZcsWDRgwQOnp6XZ1J02aJCcnJ82ZM0ejR49WYmKiRo4cKUnq2bOnhg4dKulW2LYGbwAA\nYIxlqwDwCPDx8ZGLi4tKlChhuFTVbDbrtddekySVL19eX331lY4cOaL169fLZDIpMDBQGzduVFJS\nku2cOXPmqF69epo9e7ZMJpMkqW7dugoKCtKyZcsUHh6e5bUSEhKUnp6usWPHys3NTZIUGBioatWq\nycXFRSVLllTVqlUlSVWrVs3TMtuMjAx98sknatKkiUaNGiVJCggIkJOTk3788UdbvbNnz2rVqlUa\nOHCghg0bJkny8/OTu7u7Bg0apG3btikoKMhWv2zZsho7dqwkqUGDBkpMTNT69ev13//+Vx4eHqpQ\noYIkydPTk3ceYef2/2YKkoI6rqww1oLnSRmn9HiMlfAIAI8Z6zJR6VZQkm6FLmsotJYfPHhQknTm\nzBmdPHlSvXr1sqtTunRp1apVSz/88EO21ypdurQkae7cuQoJCbF97t+//z2P47ffftPly5cVEBBg\nV968eXO7z9YA27p1a7vyRo0aycXFRQcPHrQLj61atbKrV7FiRVksFl25ckVFihS5536j4Kpfv35+\nd+G+S0pKKpDjygpjLXielHFKj9ZYcwqxhEcA+D/p6el2X69xu+bNm2vhwoUPuUdZu31THesusLeX\nWcutSz8vXLggSZoxY4ZmzJiRqT1rAM1Kx44ddeDAAa1cuVIxMTHy8vJSq1at1KtXL7m7u9/TOFJS\nUiRJpUqVsiu/s11r/7t165ZlO+fPn8/xfCenW3/U3bkUFgAA5A3hEQD+j6Ojo+Li4rI8Zl2ymZ3H\nIZgMHjxYbdq0yVTu4JD96+8mk0kTJkzQgAED9PXXX2v79u364IMPtGzZMsXExOj555/PUx9uv0/Z\n3bPsyqOiolS+fPlM5UbPBgAA3B+ERwC4jZeXV47HrUHr5s2bduXJyckPrE/3yjqzaDKZDMeXnYoV\nK6p///7q37+/jh8/rp49e2rx4sV67733sqxvMpmUkZGhjIwMu3B68eJFlStXTtL/z5ZaZyCtzpw5\nY/fZw8NDkuTq6nrX/QcAAPeO3VYBIA+eeuopSfYB5+bNm9q5c+d9af/OnUPvh7Jly6pq1arasGGD\nXei1WCyaOnWqdu3ale25K1eu1LJly+zKqlevrooVK9q+CsT6HmVGRoatzlNPPSWLxWJ3n/bs2aP/\n/ve/ts+VKlWSm5ubdu/ebdf+9u3b7T4HBATIwcFB8fHxduWpqakKDw/XyZMnsx98FrLqLwAAMMbM\nIwDkQbVq1VS+fHl98skneu6551SsWDGtXLlSZcqUsX2X4N1yd3fXvn37tGHDBlWuXPk+9fiW0NBQ\nhYaGKiQkRK+++qrS09O1Zs0abdmyJculrFY3btzQe++9p8uXL6thw4ZycHDQd999p+PHj9t2fC1T\npowk6dNPP9WVK1cUGBiopk2b6u9//7umTJmifv366fz58/roo49sO7NKt95F7Nq1q5YvX6733ntP\nTZs21dGjR/XZZ5/JxcXFVs/Dw0Mvv/yyYmJiVKxYMQUFBSk5OVnR0dFKTU217dSaW9b+Ll++XPXq\n1VPbtm3l6OiYpzYAAHgSER4BIA+cnZ01Z84cTZkyRWPHjlWJEiXUr18/ubq66sCBA/fUdkhIiMaN\nG6ewsDCFhoaqZs2a96nXUrt27RQZGamFCxdq0KBBcnBwkI+Pj5YsWSI/P79sz+vfv78cHBwUGxur\nZcuWydHRUVWqVNHMmTPVsWNHSdKzzz6rbt266csvv9Tu3bsVGxurxo0b629/+5tWr16tQYMGycvL\nS9OnT9fUqVPt2h81apRu3LihTz/9VDExMapdu7bmzp2r3r1729ULDw+Xh4eH4uLitGLFChUtWlRN\nmjRRaGhops2CjAQGBqpZs2b65JNPtGnTJgUFBREeAQDIBZPlcdjlAQCAfJKUlKSJH5/K727gIYif\n1Tm/u3DfPUrb/z9ojLXgeVLGKT1aY82pL7zzCAAAAAAwRHgEAAAAABgiPAIAAAAADBEeAQAAAACG\n2G0VAAADBXEjlTs9Sps1PGhP0lgB4H5i5hEAAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIAAAAADBEe\nAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REAAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIA\nAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAAAMAQ4REAAAAAYIjwCAAAAAAwRHgEAAAA\nABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIZPFYrHkdycAAHhUJSUlaeLHp/K7GwAA\nZBI/q/N9bzMpKUn169fP8hgzjwAAAAAAQ4RHAAAAAIAhwiMAAAAAwBDhEQAAAABgiPAIAAAAADBE\neAQAAAAAGCI8AihQwsLCZDabc/yJiIh4aP152NfLjXPnzuWqXzt27FDz5s1Vs2ZNrV+/PtftBwcH\nKzg42Pb5bu5BRESEzGazzp07l6fzAADAg+OU3x0AgPvN0dFRq1evzvb4008//RB78/iaN2+eChUq\npKVLl6patWoP9Fr9+vVTp06d1LVrV0lSz5491bx5c5UuXfqBXhcAAOQe4RFAgeTj45PfXXjsXbp0\nSX5+fvL393+g18nIyNChQ4fUqVMnW5mHh4c8PDwe6HUBAEDesGwVwBMrISFBZrNZ3377rSZNmiR/\nf3/5+fnpnXfeUUZGhtasWaOgoCDVrVtX/fv315kzZ2znBgcHq2vXrjpw4IC6desmHx8fNW7cWJGR\nkbJYLNle89q1a5o6daqaNWsmb29vNW7cWOPHj9fly5clSV9++aWtT3caOXKk/Pz8dOPGDUlSYmKi\n/vKXv6hOnTqqW7eu+vbtq8TERLtzrl69qrFjx8rX11f16tXTsGHDdPHixVzdl9OnT+vzzz+X2WzW\n2rVrs11K2q9fP7Vs2TLnm53Dtby8vGz9NJvNOnXqVKZrhYWFqWnTpjp+/Lh69+6t2rVrq02bNtq2\nbZuuXr2q0aNHy8/PT40bN9bs2bPtnkFGRoYWLVqktm3bytvbW40aNdL48eN16dKlu+ozAABPKsIj\ngCdedHS0ChcurIiICL344ouKiYnRm2++qc2bN2vixImaMGGCDh48qMmTJ9udd+HCBU2YMEHBwcFa\nunSpAgICFBERoZUrV2Z5HYvFoiFDhiguLk5//etftWTJEg0bNkybNm3S66+/royMDAUFBcnV1VXr\n1q2zO/fGjRvavn272rRpIxcXFx08eFD9+/eXo6Oj5s+fr7lz56pQoULq37+/fvzxR9t5EydO1Lp1\n6zRo0CBFRUXJx8dH4eHhOd6PmjVrKjY2Vu7u7mrRooViY2PVokWLu7y7OatZs6aio6MlSUOHDlVs\nbGy2y4rT0tL09ttvq3fv3oqMjJSTk5PGjBmj0aNHq0qVKoqMjFSrVq20cOFCff3117bzpk6dqnnz\n5qlDhw5aunSpQkNDtWXLFg0YMEDp6ekPZFwAABRELFsF8MQrXry4xowZI0mqXbu2YmNj9d1332n7\n9u0qUqSIJGn37t3avn273XnJycmaNGmSWrVqJUmqV6+eDhw4oNWrV6tv376ZrpOYmKg9e/Zo/Pjx\n6tOnjyTJ399fJpNJb7/9thISEhQYGKi2bdtq48aNunbtmlxdXW3Xv3r1qjp27ChJmj9/vsqVK2cL\nvpIUEBCgtm3basGCBYqKitLly5e1YcMG9ejRQwMHDrTVuXr1qo4dO5bt/XBzc5OPj49cXFxUokSJ\nB7oE2M3NTZ6enpKkChUq5Hit1NRUTZgwQe3atZMknT9/XuHh4XJ3d9eQIUMk3Xp+cXFxSkpKUps2\nbXT27FmtWrVKAwcO1LBhwyRJfn5+cnd316BBg7Rt2zYFBQU9sPEBAFCQEB4BFDjp6ekym81ZHnN0\ndNSRI0fsygIDA22/Lly4sEqWLKkaNWrYgqMklStXTleuXLE7z9nZWU2bNrV9dnBwkL+/v+Lj42Wx\nWGQymezq79u3T5JsYdOqWbNmkqSkpCQFBgaqU6dOWrt2rb7++mt16dJFkrR582Z5eHjI399faWlp\n2rdvn3r16mULjpJUqFAhNWzY0Lbk9ciRI0pPT1dAQECm6y1cuDDL+/Oou/1ZlStXTpLUsGFDW5n1\n+VmfVUJCgtLT09W6dWu7dho1amSbwSU8AgAeV0lJSQ/1eoRHAAWOo6Oj4uLisjx2Z6CTpJIlS9p9\ndnZ2zlTm5OSU6V3GMmXKyNnZ2a6sdOnSSktL05UrV1S8eHG7YxcuXJCUebdXd3d3u+MNGjRQ2bJl\ntW7dOnXp0kU3b97U1q1b9dJLL8nBwUEpKSlKS0tTTEyMYmJishxjWlqaUlJSJEmlSpWyO/647jbr\n6Ohod0+dnG79EZbV87M+K+s97datW5Ztnj9//kF0FQCAh6J+/fr3vc2cAinhEUCB5OXl9cCv4eCQ\n+bVxa2jJ6lhe2u3YsaMWL16sixcv6vjx47p8+bJtyapV9+7ds1wea20ju417ctrQ527c7/YehKio\nKJUvXz5TuZubWz70BgCAxxPhEQDuUkpKijIyMuyCYmpqqpydnfXUU09lql+2bFlJt2a7rEsurZ8l\n2X01RefOnfXhhx/qm2++0bFjx/Tss8+qZs2akm7NtLm4uOjmzZs5hmTrjJx1BtLq9l1j88I6a5uW\nlmZXnpycfFftPQzWe+rq6vpQ/kEBAICCjN1WAeAuXb9+XQkJCbbPGRkZSkhIsG0Acyfr+3pbt261\nK9+2bZukW8tVrapXr64aNWpo48aN2rx5szp06GA75uTkJH9/f23dulVXr161aysyMlIbNmyQdGv2\n1WQyaffu3XZ17tz4J7esgfj28Hny5EmdPHnyrtqzsobSB7HzaUBAgBwcHBQfH29XnpqaqvDw8Hvu\nOwAATxJmHgEUSIcOHcr2WOHChVW9evV7vkbp0qU1bdo0DRgwQBUrVtSaNWt0+vRpDR06NMv6devW\nVfPmzTVr1iyZTCZVr15d//znPzV79mw1btxYvr6+dvU7d+6s6dOnS1KmJatDhw5VcHCw+vfvr2HD\nhsnFxUUbNmzQ6tWr9f7770u69U5my5YttXbtWlWqVEm1atXSvn37tHfv3rsab+PGjeXg4KDZs2dr\n+PDhunbtmqKiovT888/bvqfybpQqVUqOjo5av369ihcvrlq1at11W3fy8PDQyy+/rJiYGBUrVkxB\nQUFKTk5WdHS0UlNTNWrUqPt2LQAACjrCI4ACJz09Xd27d8/2eNWqVbVp06Z7vo6rq6veeecdTZs2\nTUePHlWJEiU0cuRIde3aNdtz5s6dqzlz5mjBggVKSUlRmTJl1KNHD40YMSJT3Q4dOmjmzJmqWbOm\nKlWqZHesbt26WrZsmebPn68RI0bo5s2bMpvNioiIUJs2bWz1pk2bpsmTJ9u+SzEwMFDz58/PtPto\nblSrVk3vvPOOFi1apJCQEFWpUkVvvvmmPv/8c33//fd5bs+qSJEiCgkJ0ZIlS3T48GEtWrTortvK\nSnh4uDw8PBQXF6cVK1aoaNGiatKkiUJDQzNttgMAALJnsjwOOx0AwCMmODhY586ds/sy+vvtypUr\natKkicLCwtS7d+8Hdh3kLCkpSRM/PpXf3QAAIJP4WZ3ve5tJSUnZ7uLKO48A8Ihavny5nJ2dMy1Z\nBQAAyA8sWwWAR8zBgweVmJio6OhojRkzhq+TAAAAjwTCIwA8Yvr27atChQopJCREwcHB+d0dAAAA\nSYRHALgrK1aseGBtHz58+IG1DQAAcLcIjwAAGHgQGxI8anLaIKGgYawFE2MteJ6UcUqPz1jZMAcA\nAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAACAIcIjAAAA\nAMAQ4REAAAAAYIjwCAAAAAAwRHgEAAAAABgiPAIAAAAADJksFoslvzsBAMCjKikpKb+7AADAQ1W/\nfv0sywmPAAAAAABDLFsFAAAAABgiPAIAAAAADBEeAQAAAACGCI8AAAAAAEOERwAAAAAnWDeMAAAY\n/UlEQVSAIcIjAAAAAMAQ4REAgDvs2LFDPXv2VK1atdSgQQONGTNGFy9ezO9u5VpwcLDMZnOWP9u2\nbbPVW7p0qdq2bStvb2+1aNFC8+bN082bN+3aunr1qiZPnqzGjRvL29tbHTt2VHx8/MMekp39+/er\nSZMmMpvNWR6/n+P6+eefNXjwYPn6+qpOnTrq16+fDh069EDGlZWcxprdMzabzbp27Zqt3uMw1i1b\ntqhr167y8fFR48aNFRISon/96192dQrKczUaa0F6rl988YW6du2qunXrytfXV6+//rqOHTtmV6cg\nPFejcRakZyoLAACw2bNnj8XLy8syYsQIy969ey2bN2+2tGrVytKhQwfLn3/+md/dy5W+fftaXnrp\nJcuPP/6Y6efKlSsWi8ViiYyMtDz//POWiIgIy/79+y0xMTGW2rVrW95++227tl555RWLv7+/JTY2\n1rJ//37L1KlTLZ6enpb4+Pj8GJplyZIllpo1a1oaNmxo8fT0zHT8fo4rJSXFEhgYaOncubNly5Yt\nlt27d1teffVVS506dSw///zzgx6q4Vg9PT0tb731VpbPOT09/bEZ64YNGyyenp6WN954w7J7927L\n+vXrLW3atLE0aNDAkpKSYrFYCs5zzc1YC8pzXbZsmcXT09MydepUy549eyzx8fGWFi1aWOrXr285\ne/asxWIpGM81N+MsKM/UYrFYCI8AANymV69elhdeeMFy8+ZNW1lSUpLF09PT8umnn+Zjz3Kvb9++\nlr59+2Z7/MqVK5ZatWpZ3nrrLbvy6Ohoi9lstpw8edJisVgs3333ncXT09Oybt06u3r9+/e3NG/e\n3JKRkXH/O5+DXbt2WerUqWPZtGmTZdy4cZkC1f0e16xZsyw1atSwnD592lbn6tWrFn9/f8vo0aMf\nxBBtjMZqsdz6C+n8+fNzbOdxGGu7du0s3bt3t/v9dOjQIYunp6clKiqqQD1Xo7FaLAXjuV6/ft1S\np04dy4gRI+zK9+3bZ/H09LQsWbKkQDzX3IzTYikYz9SKZasAAPyf1NRUHThwQG3atJGjo6OtvF69\neipXrpy2bt2aj727f3bu3Knr16+rffv2duUvvviiLBaLbWnrli1b5OzsrNatW9vVa9++vc6cOZNp\n+dmDVrp0aa1evVpt27bN8vj9HteWLf/b3r1HVVWmDxz/cvdCIqBpqIQEntCjhAdNRRGBhMGYFAdz\nLJrGKwY6TpqXElM0byEwIYKgJSB5X6ZZXkbRMfNSLtbojIppiimiGCgDiIjA7w87O48HBBFFz+/5\nrOUfZ+93v/t99nOWi+e8+917D66urtjZ2SltmjdvTv/+/R/7d6G2WOvqaY+1qqqKCRMmMH36dIyM\njJTt2tt0c3NzDSavdYm1rp72WMvLy5k8eTKjRo3S2d6tWzcAcnJyDCKvdYmzrp7mOO8lxaMQQgjx\nmzNnzgDg7Oyst++ll17i9OnTT3pIj4V2fZWTk5PO9g4dOmBhYaHEefbsWdq3b0+TJk102mmPe9LX\nQ6VS0alTpxr3N2Rc5eXlZGdn6/WlbVdUVMTly5cfKZ4HqS3WunraYzUyMiIgIACNRqOz/dy5cwC8\n+OKLBpPXusRaV097rJaWlrz99tt07dpVZ/vFixcBsLe3N4i81iXOunqa47yXFI9CCCHEbwoKCgCw\ntrbW22dtba3sfxYUFBQwZcoUPD096datG8HBwcqv0g+Ks2XLlsr+goKCGq8FQH5+/uMafr00ZFxF\nRUXcuXPnqY//xIkTvPvuu/Ts2ZPu3bsTGhqq8/CVZzHWqqoqFixYQNOmTXnjjTcMOq/3x6plaHkt\nLy/n+PHjvP/++3Tq1ImgoCCDzGt1cWoZSk6leBRCCCF+U1ZWBoC5ubnePjMzM2X/syAnJ4eOHTsS\nGxvLp59+SkVFBe+99x4//vgjZWVlGBsbY2pqqnfcvXGWlZXVeC20+58mDRlXbd8FbbvG9tNPPzFo\n0CCWL1/O1KlTOX78OCEhIdy4cQN49mKtqqpi3rx5HDp0iFmzZtGqVSuDzWt1sWoZUl7j4uJQq9UE\nBwdjb2/PqlWrsLS0NLi81hSnlqHkVD9bQgghxP9TFhYWwN1fj+93+/ZtZf/TLi4uDlNTU50/XHr1\n6oWfnx9RUVF07tyZyspKKioqdNZ2wt04tbdNWVhY1HgtAL3bqxqbhYVFg8VV23dB264xHThwgBYt\nWihjdXNzw8nJibfeeouVK1cyefLkZyrWiooKZs2axcaNG5k6daoya2OIea0pVjC8vA4fPhwvLy8u\nXLjAypUrCQ4OZuXKlQaX15ri7Nixo0HlVGYehRBCiN+0bt0aoNrbU/Pz85X9T7uWLVvqFI4AVlZW\n9OjRg5MnTyozHPfHWVlZyfXr15X9rVq1qvZaaN95ee9MydOgIeNq0aIFZmZmD2zX2N+H1q1b6/2g\n4e7uTsuWLTl58iTw7MRaUVHB+++/z+bNm5k3b57OA0gMLa8PilV7fkPJq/YcXbt25fXXX2f16tXc\nunWL6Ohog8trTXFq9xlKTqV4FEIIIX7j7OyMsbExP/30k96+M2fO4OLi0gijeniVlZV6L9mGu7cz\nWVhYKE931D4gSOv8+fOUl5crcapUKi5dusStW7d02mmvT+fOnR/H8OutIeMyNTXFyclJry9tOxsb\nG9q0afM4wqgz7UxDddu1f6g+K7HOnz+fPXv2EBsbS3BwsM4+Q8vrg2IFw8hrbm4u69at03uCbPPm\nzbG3t+fMmTMGkde6xAmGkVMtKR6FEEKI31hZWdGrVy927typU3wdPHiQX3/9FX9//0YcXd1cvHiR\nbt26kZiYqLO9oKCAzMxM3N3d8fDwwNLSkm+++UanzdatWzEzM8PX1xcAPz8/ysvL2blzp067bdu2\n4eTkVO0T/xpTQ8fl5+fHsWPHuHTpktKmsLCQ/fv3N/p3YcuWLbi6uvLDDz/obP/++++5efMmPXr0\nAJ6NWL/55htWr17NvHnzGDhwoN5+Q8prbbEaSl6LioqYNWsW69at09leXFzMuXPnsLOzM4i81iVO\nQ8mplsns2bNnP/azCCGEEM8IR0dHvvjiC+VX3OPHjzNnzhycnZ2ZNm2azvvZnkZWVlacPn2aDRs2\nUFlZCcCxY8f46KOPKCgoYPHixdjZ2dGkSROSkpKoqqrC1NSUnTt3Eh8fz1//+lflPWN2dnZkZWWx\ndu1abGxsuHnzJgkJCWRkZLBgwQIcHByeaGyXLl3iwoUL5OXl8d1333H+/Hm8vLzIy8vjxo0btG3b\ntkHjcnFxYevWrezZs4e2bduSk5PDnDlzKCwsZMmSJXq3Bj/JWF1dXdmxYwfbtm3D0tKSmzdvsm/f\nPiIjI2nTpg2RkZGYm5s/9bHeuXOH9957j3bt2vGnP/2JvLw8nX+GlNe6xGooebW1teXs2bNs2rRJ\n+SEuKyuLyMhIsrOziYiIwMnJ6ZnPa13i9PDwMIicahlVVVVVPdYzCCGEEM+Yw4cPExMTw6lTp2jW\nrBmvvfYaU6ZMwcrKqrGHVidlZWV8/vnnbNy4kStXrtCsWTM0Gg0TJ07UudU0PT2d1NRUcnJyaNOm\nDcOGDWPMmDEYG/9+Y1JpaSnR0dFs376dwsJCnJycCAsLU2YFnqTp06ezefPmave1a9dOeRVJQ8Z1\n8eJFFi1axKFDh6isrESj0TBt2rRq3wXakOoS69WrV4mLiyMjI4PCwkKsra0ZMGAAkyZNwtbW9pmI\n9dKlS/j4+NS435DyWtdYDSGvcPf/oYSEBL799lsuX76MlZUVL730EqNHj8bT01Np96zntS5xGkpO\nQYpHIYQQQgghhBB1IGsehRBCCCGEEELUSopHIYQQQgghhBC1kuJRCCGEEEIIIUStpHgUQgghhBBC\nCFErKR6FEEIIIYQQQtRKikchhBBCCCGEELWS4lEIIYQQQgghRK1MG3sAQgghhBCGprS0lHXr1vHP\nf/6Ts2fPUlJSgo2NDQ4ODgQEBBAUFIS5uXljD/OxW7p0KWlpaRQXFzNp0iTGjBnT2EMSQjwCo6qq\nqqrGHoQQQgghhKH4+eefCQ0N5cqVKwQHB9OvXz+ee+45cnNz2b59OxkZGXTp0oXExERat27d2MMF\nICMjg/Hjx3P69OkG6/Pnn38mICAAV1dXPvjgA+zs7GjXrl2D9S+EePJk5lEIIYQQooGUlJQQGhpK\nQUEBa9asQa1W6+wPDAxk/fr1REREEBERQWJiYiONVNfhw4cbvM/8/HwA+vbtS48ePRq8fyHEkydr\nHoUQQgghGsiGDRv45ZdfmDRpkl7hqDVs2DDmzp3L3//+d53tu3fv5u2336Z79+6o1Wp8fX2ZP38+\n//vf/5Q2R44cQaVSERUVpdevt7c3Hh4eyue4uDhUKhWnTp0iNjYWb29vXF1d8ff3Z+3atTrHpaSk\nAKBSqfD29n5gjKWlpcTExODn54darcbNzY0333yTLVu2KG2mT59OSEgIAPHx8ahUKuLi4mrs09vb\nm6CgIDIyMvD29sbPz0/ZV1xczKJFi/D19UWtVtOzZ0/GjRvHsWPHdPq4efMmMTEx+Pv788orr+Du\n7s7QoUNZv369TjuVSsXYsWPJzMxk+PDhuLq6otFoCA8PJzc3V6dtQUEBc+fOxdvbG7Vajbu7O3/5\ny1/417/+pdMuJCSEV199lfz8fKZMmULv3r2V6/Ljjz/qtM3KymLixIl4enqiVqvp27cvEyZMICsr\nS6fd7du3WbZsGQEBAajVajQaDSEhIXrnrqioYMWKFQQGBqLRaHBzcyMwMJCkpCQqKytrvOZC1IfM\nPAohhBBCNJBdu3ZhYmLCkCFDHthu2LBhOp/XrVvHrFmz6NevHwsXLsTKyopjx46xdOlSjh49ytq1\na+u9RnL+/Pm88MILREZGUlZWRkxMDB9//DHOzs5oNBoSEhKYMWMGJ06cYOPGjQ88T0VFBaNHj+bY\nsWOMGzcOd3d3SktL2bx5M1OnTiU/P5+RI0cSHh7OK6+8wscff8ywYcMYNmwYzz///APHqS3+Zs6c\nqbQtKysjJCSE7Oxsxo8fj5ubG9euXSM5OZm33nqLL774QpnVjIiIYM+ePUyePBkXFxdu3brFjh07\niIiIUPrRys7OJiIigpEjR/Liiy+SmZlJTEwM586dY+vWrZiamlJSUsKIESPIy8sjPDycLl26UFhY\nSFpaGuPGjSM2NhZ/f3+daxMaGkr//v0JDg7m4sWLLFy4kPDwcPbs2YOlpSX5+fm888472NvbExER\nga2tLTk5OSQnJzNixAi2b99OmzZtqKqqIiwsjIMHDzJq1Cg8PDwoKipSzh0VFcXrr78OwGeffUZy\ncjJhYWH07NmTiooK9u/fT2xsLAUFBUyfPr1e3xshqiPFoxBCCCFEAzl79iwdOnTA0tKyzseUlZUR\nHR2Ng4MDCQkJmJmZAfDqq68CsGTJEnbs2MEf//jHeo2pWbNmLF68WPlcWVlJeHg4u3fvRqPRoFKp\naN68OQBdu3Z9YF+7du3i6NGjTJgwgfDwcGW7l5cXgYGBxMfHM2LECNq3b0/Hjh0BeP7552vtF+D8\n+fMsX74cLy8vZdu6des4efIk0dHRDBo0SNneu3dv/Pz8+PTTT5WZxX379tGnTx+dIrFv376oVCpe\neOEFnXNduHCB1NRU5Rq7u7uTl5dHWloa+/btw9fXlzVr1nD+/HkWLlyo82OAh4cH3t7eREdH6xSP\nRUVF+Pv7M2rUKOBu/rKyskhLS+Po0aN4eXmRmZlJYWEhoaGh+Pr6AtC9e3c0Gg1bt26ltLQUuLsG\ndf/+/UyePJmxY8cq5/D09CQwMJBFixYREBCAsbExe/fuxdnZmbCwMKVdr1696NSpU63XXIiHJbet\nCiGEEEI0kJKSEqUQq6v//Oc/3LhxAx8fH6Vw1PLx8QEebU3iwIEDdT536NABgBs3bjx0XwcOHADQ\nKZoAjI2N8fLyori4mP/+97/1GqexsbHObbdwtyA0MzPTO5+1tTW9evXi+PHj3L59G4C2bdty+PBh\nvvrqK27evKm0DQkJUQq1e4/XFo5a2qJV+9CgAwcOYGRkpHf9mjdvTu/evblw4YLeba73t7W3twd+\nv9Zt2rQBYMWKFRw/fhztcyvt7OwIDQ3FwcFBiRvQ+8HA3Nwcb29v8vLy+OWXX5S4z549S0pKCoWF\nhUrbwYMHM3jwYIRoSDLzKIQQQgjRQCwtLXXWKNbF1atXAfRmx+D3YkPbpj5atWql81lboNbngftX\nrlwB7hYs93vUsbZo0UKveL58+TLl5eV07ty5xuOuXr1Khw4diIuL429/+xvTpk1j5syZqNVqPDw8\nCAoK0nvKa3XX2tbWFvj9QT9XrlzBysqq2h8D7o313r7uf3quNh7t2sNu3boxe/ZsoqKiCA4Oxtra\nmh49euDt7c2gQYOUW4YvX74MQP/+/WuMOzc3FwcHBz755BMmTZrE/PnzWbhwIS4uLvTu3ZvBgwfj\n7Oxc4/FC1IcUj0IIIYQQDUSlUvHDDz9QUFCAjY3NQx37oGLOyMio3sfX5diGVN/zmZrq/1lqZGRE\n06ZNWbNmTY3HaQs2R0dHtm7dyr///W++//57Dh06xLJly0hKSiIqKkrnITzVjVF7/YyNjfW21eT+\nfuoS+5///GcCAwM5cOAAhw4d4rvvvmPXrl0kJyezevVqbGxslH7S0tJ47rnnqu2nffv2wN3409PT\nycrKUvpMSUnh888/Z8aMGbzzzju1jkmIupLiUQghhBCigfj7+3PkyBFWr17NxIkTa2y3cOFCzM3N\nmThxojJzdf8tkPdus7OzA34vbO7cuaPTrqKigmvXrmFlZdUgcdREO47Lly/rranTjrW6Wb36ateu\nHefOncPOzq5OsRkZGeHm5oabmxvh4eFkZ2cTEhLCokWLdIrHvLw8vWO1M47aGUg7Ozuys7MpLi7W\nW8P6qLFaWlri7++v3I6bnp5OZGQk6enpTJgwQZkptbS0xMXFpU59vvzyy7z88suMHj2aa9euMXLk\nSBYvXszw4cPr/bAlIe4nax6FEEIIIRrI0KFDcXZ2JikpSVkfeL/169ezatUqLl26hKmpKWq1Ghsb\nG3bv3k15eblO2507dwLQr18/AFq2bAlATk6OTrt9+/bpHVsf9xel9/P09ARgx44desdlZGRgY2ND\nly5dHnkcWgMGDADuvgLlfosWLVK2nz9/npkzZ+q97sLBwYHOnTtz/fp1ne3Xrl3Te9WH9hUY2vF7\nenpSVVWl5ECrqKiIQ4cOoVKpan2C7P2+/vprIiMj9bb/4Q9/AH5fG/mguJcvX05ycjJwt+CdM2cO\nBw8e1GnTunVrevToQXl5OSUlJQ81RiEeRGYehRBCCCEaiIWFBYmJiYwdO5axY8fyxhtv4OPjg7W1\nNbm5uWzbto29e/fi6+vL3LlzgbsPQZk6dSrTp08nLCyM4cOH07RpUzIzM0lMTKR3797Kg3McHR1x\ndHRk7969pKSk0KVLF06fPk16ejqOjo4Pvd5SS7uGLzExEUdHRwYOHFjtbaQ+Pj706dOHpKQkTExM\ncHd3p6ioiA0bNpCdna3MqDaU4OBgNm3aRHR0NKWlpfTp00c53+7du5k9e7Yy/n379nHw4EHGjx9P\nx44dqaqq4siRIxw4cIChQ4fq9NuuXTs++OADxowZg6OjI5mZmaSnp+Pi4kLfvn0BePPNN9m0aROf\nfPIJxcXFdO7cmV9//ZWUlBRKS0uZMWPGQ8djbm5Oeno6eXl5DBkyBFtbW65fv86XX36JiYkJAQEB\nwN21jgMGDODLL7/E2NgYf39/ysrK2L59Oxs3bmTMmDEA2NjYkJmZybfffktYWBguLi4YGRlx4sQJ\nNm/eTN++fbG2tn6EDAihS4pHIYQQQogG1L59e7766ivWrl3Lzp07+eijjygpKaF169Y4OzsTHx+P\nj4+Pzvq4IUOG0LJlS5KTk5k8eTLl5eW0b9+ecePGMXbsWOV2VRMTE/7xj3+wYMECli5dSkVFBRqN\nhvj4eD788MN6F49jxozh1KlTJCQkYGNjg7e3d7XFo7GxMYmJiSxbtowtW7aQkJCAubk5Xbp0ISkp\n6YEPeKkPc3NzUlNTlfMtX74cMzMz1Go1y5YtU4rqZs2asWHDBuLi4oiPjyc/P58mTZrQoUMHpk2b\nxogRI3T6bdWqFdOmTWPJkiWcPHkSExMTXnvtNWbOnKlc66ZNm7J69Wo+++wzVq1aRV5eHs2bN8fN\nzY20tDTc3NweOh4/Pz8SEhJISUnhww8/pKSkBGtra9RqNampqWg0GuDu7bdxcXGsWLGCr7/+mvXr\n12NsbIyzszMLFiwgKChIaZeamsrSpUtJTU3l2rVrmJiYYGdnx+jRo3n33Xcf4eoLoc+oqj6P2hJC\nCCGEEOIZpFKpcHV1Vd4PKYSoO1nzKIQQQgghhBCiVlI8CiGEEEIIIYSolRSPQgghhBBCCCFqJWse\nhRBCCCGEEELUSmYehRBCCCGEEELUSopHIYQQQgghhBC1kuJRCCGEEEIIIUStpHgUQgghhBBCCFEr\nKR6FEEIIIYQQQtTq/wCulfFQpvDV5gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['EMPLOYMENT.STATUS'].value_counts()).plot(kind='barh')\n", "plt.suptitle(\"Employment status\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### In your main job, how often do you write or otherwise directly contribute to producing software?\n", "PROFESSIONAL.SOFTWARE" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Frequently2747
Occasionally542
Rarely339
Never279
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Frequently & 2747 \\\\\n", "Occasionally & 542 \\\\\n", "Rarely & 339 \\\\\n", "Never & 279 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Frequently 2747\n", "Occasionally 542\n", "Rarely 339\n", "Never 279" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['PROFESSIONAL.SOFTWARE'].value_counts()))\n", "prop_df.columns=[\"count\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Frequently70.31%
Occasionally13.87%
Rarely8.68%
Never7.14%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Frequently & 70.31\\% \\\\\n", "Occasionally & 13.87\\% \\\\\n", "Rarely & 8.68\\% \\\\\n", "Never & 7.14\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Frequently 70.31%\n", "Occasionally 13.87%\n", "Rarely 8.68%\n", "Never 7.14%" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['PROFESSIONAL.SOFTWARE'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAGRCAYAAABvzBdYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwIRwBAAAYEI4AgAAMCEcAQAAmPwf0T838U5eFkIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['PROFESSIONAL.SOFTWARE'].value_counts()).plot(kind='barh')\n", "plt.title(\"In your main job, how often do you write or\\notherwise directly contribute to producing software?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How interested are you in contributing to open source projects in the future?\n", "FUTURE.CONTRIBUTION.INTEREST" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Very interested3929
Somewhat interested1430
Not too interested125
Not at all interested24
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Very interested & 3929 \\\\\n", "Somewhat interested & 1430 \\\\\n", "Not too interested & 125 \\\\\n", "Not at all interested & 24 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Very interested 3929\n", "Somewhat interested 1430\n", "Not too interested 125\n", "Not at all interested 24" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FUTURE.CONTRIBUTION.INTEREST'].value_counts()))\n", "prop_df.columns=[\"count\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Very interested71.33%
Somewhat interested25.96%
Not too interested2.27%
Not at all interested0.44%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Very interested & 71.33\\% \\\\\n", "Somewhat interested & 25.96\\% \\\\\n", "Not too interested & 2.27\\% \\\\\n", "Not at all interested & 0.44\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Very interested 71.33%\n", "Somewhat interested 25.96%\n", "Not too interested 2.27%\n", "Not at all interested 0.44%" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FUTURE.CONTRIBUTION.INTEREST'].value_counts(normalize=True).round(4).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAGRCAYAAAD7Kr6qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRERkEgx+RERERCbB4EdERERkEv8AGVaQZV/Ouq8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['FUTURE.CONTRIBUTION.INTEREST'].value_counts()).plot(kind='barh')\n", "plt.title(\"How interested are you in contributing\\nto open source projects in the future?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How likely are you to contribute to open source projects in the future?\n", "\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Very likely3271
Somewhat likely1719
Somewhat unlikely440
Very unlikely81
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Very likely & 3271 \\\\\n", "Somewhat likely & 1719 \\\\\n", "Somewhat unlikely & 440 \\\\\n", "Very unlikely & 81 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Very likely 3271\n", "Somewhat likely 1719\n", "Somewhat unlikely 440\n", "Very unlikely 81" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FUTURE.CONTRIBUTION.LIKELIHOOD'].value_counts()))\n", "prop_df.columns=[\"count\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Very likely59.35%
Somewhat likely31.19%
Somewhat unlikely7.98%
Very unlikely1.47%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Very likely & 59.35\\% \\\\\n", "Somewhat likely & 31.19\\% \\\\\n", "Somewhat unlikely & 7.98\\% \\\\\n", "Very unlikely & 1.47\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Very likely 59.35%\n", "Somewhat likely 31.19%\n", "Somewhat unlikely 7.98%\n", "Very unlikely 1.47%" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FUTURE.CONTRIBUTION.LIKELIHOOD'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAGRCAYAAAAkZMS1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZL/wCeQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['FUTURE.CONTRIBUTION.LIKELIHOOD'].value_counts()).plot(kind='barh')\n", "plt.title(\"How likely are you to contribute to\\nopen source projects in the future?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Priorities and values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### When thinking about whether to use open source software, how important are the following things?\n", "OSS.USER.PRIORITIES.*" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "user_pri_responses = survey_df[user_pri_vars].apply(pd.Series.value_counts).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "user_pri_responses = user_pri_responses[[\"Very important to have\",\n", " \"Somewhat important to have\",\n", " \"Not important either way\",\n", " \"Somewhat important not to have\",\n", " \"Very important not to have\",\n", " \"Don't know what this is\"]]\n", "user_pri_responses = user_pri_responses.sort_values(by=\"Very important to have\")" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Very important to haveSomewhat important to haveNot important either waySomewhat important not to haveVery important not to haveDon't know what this is
CLA49010242282336157488
CODE.OF.CONDUCT84814611993166120209
WIDESPREAD.USE984206715761144728
CONTRIBUTING.GUIDE121218661516956262
WELCOMING.COMMUNITY20621822812673318
RESPONSIVE.MAINTAINERS25751850302313520
ACTIVE.DEVELOPMENT27681722267303116
LICENSE31251160435313347
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrrr}\n", "\\toprule\n", "{} & Very important to have & Somewhat important to have & Not important either way & Somewhat important not to have & Very important not to have & Don't know what this is \\\\\n", "\\midrule\n", "CLA & 490 & 1024 & 2282 & 336 & 157 & 488 \\\\\n", "CODE.OF.CONDUCT & 848 & 1461 & 1993 & 166 & 120 & 209 \\\\\n", "WIDESPREAD.USE & 984 & 2067 & 1576 & 114 & 47 & 28 \\\\\n", "CONTRIBUTING.GUIDE & 1212 & 1866 & 1516 & 95 & 62 & 62 \\\\\n", "WELCOMING.COMMUNITY & 2062 & 1822 & 812 & 67 & 33 & 18 \\\\\n", "RESPONSIVE.MAINTAINERS & 2575 & 1850 & 302 & 31 & 35 & 20 \\\\\n", "ACTIVE.DEVELOPMENT & 2768 & 1722 & 267 & 30 & 31 & 16 \\\\\n", "LICENSE & 3125 & 1160 & 435 & 31 & 33 & 47 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Very important to have Somewhat important to have \\\n", "CLA 490 1024 \n", "CODE.OF.CONDUCT 848 1461 \n", "WIDESPREAD.USE 984 2067 \n", "CONTRIBUTING.GUIDE 1212 1866 \n", "WELCOMING.COMMUNITY 2062 1822 \n", "RESPONSIVE.MAINTAINERS 2575 1850 \n", "ACTIVE.DEVELOPMENT 2768 1722 \n", "LICENSE 3125 1160 \n", "\n", " Not important either way \\\n", "CLA 2282 \n", "CODE.OF.CONDUCT 1993 \n", "WIDESPREAD.USE 1576 \n", "CONTRIBUTING.GUIDE 1516 \n", "WELCOMING.COMMUNITY 812 \n", "RESPONSIVE.MAINTAINERS 302 \n", "ACTIVE.DEVELOPMENT 267 \n", "LICENSE 435 \n", "\n", " Somewhat important not to have \\\n", "CLA 336 \n", "CODE.OF.CONDUCT 166 \n", "WIDESPREAD.USE 114 \n", "CONTRIBUTING.GUIDE 95 \n", "WELCOMING.COMMUNITY 67 \n", "RESPONSIVE.MAINTAINERS 31 \n", "ACTIVE.DEVELOPMENT 30 \n", "LICENSE 31 \n", "\n", " Very important not to have Don't know what this is \n", "CLA 157 488 \n", "CODE.OF.CONDUCT 120 209 \n", "WIDESPREAD.USE 47 28 \n", "CONTRIBUTING.GUIDE 62 62 \n", "WELCOMING.COMMUNITY 33 18 \n", "RESPONSIVE.MAINTAINERS 35 20 \n", "ACTIVE.DEVELOPMENT 31 16 \n", "LICENSE 33 47 " ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in user_pri_responses.index:\n", " idx.append(i[20:])\n", "idx = pd.Series(idx) \n", "user_pri_responses.set_index(idx)\n" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "user_pri_responses_prop = survey_df[user_pri_vars].apply(pd.Series.value_counts, normalize=True).round(4).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "user_pri_responses_prop = user_pri_responses_prop[[\"Very important to have\",\n", " \"Somewhat important to have\",\n", " \"Not important either way\",\n", " \"Somewhat important not to have\",\n", " \"Very important not to have\",\n", " \"Don't know what this is\"]]\n", "user_pri_responses_prop = user_pri_responses_prop.sort_values(by=\"Very important to have\")\n", "user_pri_responses_prop = user_pri_responses_prop * 100" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Very important to haveSomewhat important to haveNot important either waySomewhat important not to haveVery important not to haveDon't know what this is
CLA10.26%21.44%47.77%7.03%3.29%10.22%
CODE.OF.CONDUCT17.68%30.46%41.55%3.46%2.50%4.36%
WIDESPREAD.USE20.43%42.92%32.72%2.37%0.98%0.58%
CONTRIBUTING.GUIDE25.18%38.77%31.50%1.97%1.29%1.29%
WELCOMING.COMMUNITY42.83%37.85%16.87%1.39%0.69%0.37%
RESPONSIVE.MAINTAINERS53.50%38.44%6.27%0.64%0.73%0.42%
ACTIVE.DEVELOPMENT57.26%35.62%5.52%0.62%0.64%0.33%
LICENSE64.69%24.01%9.00%0.64%0.68%0.97%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrrr}\n", "\\toprule\n", "{} & Very important to have & Somewhat important to have & Not important either way & Somewhat important not to have & Very important not to have & Don't know what this is \\\\\n", "\\midrule\n", "CLA & 10.26\\% & 21.44\\% & 47.77\\% & 7.03\\% & 3.29\\% & 10.22\\% \\\\\n", "CODE.OF.CONDUCT & 17.68\\% & 30.46\\% & 41.55\\% & 3.46\\% & 2.50\\% & 4.36\\% \\\\\n", "WIDESPREAD.USE & 20.43\\% & 42.92\\% & 32.72\\% & 2.37\\% & 0.98\\% & 0.58\\% \\\\\n", "CONTRIBUTING.GUIDE & 25.18\\% & 38.77\\% & 31.50\\% & 1.97\\% & 1.29\\% & 1.29\\% \\\\\n", "WELCOMING.COMMUNITY & 42.83\\% & 37.85\\% & 16.87\\% & 1.39\\% & 0.69\\% & 0.37\\% \\\\\n", "RESPONSIVE.MAINTAINERS & 53.50\\% & 38.44\\% & 6.27\\% & 0.64\\% & 0.73\\% & 0.42\\% \\\\\n", "ACTIVE.DEVELOPMENT & 57.26\\% & 35.62\\% & 5.52\\% & 0.62\\% & 0.64\\% & 0.33\\% \\\\\n", "LICENSE & 64.69\\% & 24.01\\% & 9.00\\% & 0.64\\% & 0.68\\% & 0.97\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Very important to have Somewhat important to have \\\n", "CLA 10.26% 21.44% \n", "CODE.OF.CONDUCT 17.68% 30.46% \n", "WIDESPREAD.USE 20.43% 42.92% \n", "CONTRIBUTING.GUIDE 25.18% 38.77% \n", "WELCOMING.COMMUNITY 42.83% 37.85% \n", "RESPONSIVE.MAINTAINERS 53.50% 38.44% \n", "ACTIVE.DEVELOPMENT 57.26% 35.62% \n", "LICENSE 64.69% 24.01% \n", "\n", " Not important either way \\\n", "CLA 47.77% \n", "CODE.OF.CONDUCT 41.55% \n", "WIDESPREAD.USE 32.72% \n", "CONTRIBUTING.GUIDE 31.50% \n", "WELCOMING.COMMUNITY 16.87% \n", "RESPONSIVE.MAINTAINERS 6.27% \n", "ACTIVE.DEVELOPMENT 5.52% \n", "LICENSE 9.00% \n", "\n", " Somewhat important not to have \\\n", "CLA 7.03% \n", "CODE.OF.CONDUCT 3.46% \n", "WIDESPREAD.USE 2.37% \n", "CONTRIBUTING.GUIDE 1.97% \n", "WELCOMING.COMMUNITY 1.39% \n", "RESPONSIVE.MAINTAINERS 0.64% \n", "ACTIVE.DEVELOPMENT 0.62% \n", "LICENSE 0.64% \n", "\n", " Very important not to have Don't know what this is \n", "CLA 3.29% 10.22% \n", "CODE.OF.CONDUCT 2.50% 4.36% \n", "WIDESPREAD.USE 0.98% 0.58% \n", "CONTRIBUTING.GUIDE 1.29% 1.29% \n", "WELCOMING.COMMUNITY 0.69% 0.37% \n", "RESPONSIVE.MAINTAINERS 0.73% 0.42% \n", "ACTIVE.DEVELOPMENT 0.64% 0.33% \n", "LICENSE 0.68% 0.97% " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in user_pri_responses_prop.index:\n", " idx.append(i[20:])\n", "idx = pd.Series(idx) \n", "user_pri_responses_prop.set_index(idx)\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6kAAAJzCAYAAADtDVVOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.coolwarm\n", "colors = [\"xkcd:darkblue\", \"xkcd:lightblue\", \"xkcd:beige\", \"xkcd:salmon\", \"xkcd:crimson\", \"xkcd:green\"]\n", "user_pri_responses.plot.barh(stacked=True, ax=ax, figsize=[12,8], color=colors)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[20:].replace(\".\", \" \") # cut off \"OSS.USER.PRIORITIES.\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "plt.title(\"When thinking about whether to *use* open source software,\\n how important are the following things?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.1), ncol=2, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### When thinking about whether to contribute to an open source project, how important are the following things?\n", "OSS.CONTRIBUTOR.PRIORITIES.*" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": true }, "outputs": [], "source": [ "contrib_pri_responses = survey_df[contrib_pri_vars].apply(pd.Series.value_counts).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "contrib_pri_responses = contrib_pri_responses[[\"Very important to have\",\n", " \"Somewhat important to have\",\n", " \"Not important either way\",\n", " \"Somewhat important not to have\",\n", " \"Very important not to have\",\n", " \"Don't know what this is\"]]\n", "\n", "contrib_pri_responses = contrib_pri_responses.sort_values(by=\"Very important to have\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Very important to haveSomewhat important to haveNot important either waySomewhat important not to haveVery important not to haveDon't know what this is
WIDESPREAD.USE38710161666703012
CLA4197121266327166280
CODE.OF.CONDUCT655114510851198496
CONTRIBUTING.GUIDE11981396500411824
ACTIVE.DEVELOPMENT1368133344821185
WELCOMING.COMMUNITY1533119941121157
RESPONSIVE.MAINTAINERS199410221387167
LICENSE2199610337161518
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrrr}\n", "\\toprule\n", "{} & Very important to have & Somewhat important to have & Not important either way & Somewhat important not to have & Very important not to have & Don't know what this is \\\\\n", "\\midrule\n", "WIDESPREAD.USE & 387 & 1016 & 1666 & 70 & 30 & 12 \\\\\n", "CLA & 419 & 712 & 1266 & 327 & 166 & 280 \\\\\n", "CODE.OF.CONDUCT & 655 & 1145 & 1085 & 119 & 84 & 96 \\\\\n", "CONTRIBUTING.GUIDE & 1198 & 1396 & 500 & 41 & 18 & 24 \\\\\n", "ACTIVE.DEVELOPMENT & 1368 & 1333 & 448 & 21 & 18 & 5 \\\\\n", "WELCOMING.COMMUNITY & 1533 & 1199 & 411 & 21 & 15 & 7 \\\\\n", "RESPONSIVE.MAINTAINERS & 1994 & 1022 & 138 & 7 & 16 & 7 \\\\\n", "LICENSE & 2199 & 610 & 337 & 16 & 15 & 18 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Very important to have Somewhat important to have \\\n", "WIDESPREAD.USE 387 1016 \n", "CLA 419 712 \n", "CODE.OF.CONDUCT 655 1145 \n", "CONTRIBUTING.GUIDE 1198 1396 \n", "ACTIVE.DEVELOPMENT 1368 1333 \n", "WELCOMING.COMMUNITY 1533 1199 \n", "RESPONSIVE.MAINTAINERS 1994 1022 \n", "LICENSE 2199 610 \n", "\n", " Not important either way \\\n", "WIDESPREAD.USE 1666 \n", "CLA 1266 \n", "CODE.OF.CONDUCT 1085 \n", "CONTRIBUTING.GUIDE 500 \n", "ACTIVE.DEVELOPMENT 448 \n", "WELCOMING.COMMUNITY 411 \n", "RESPONSIVE.MAINTAINERS 138 \n", "LICENSE 337 \n", "\n", " Somewhat important not to have \\\n", "WIDESPREAD.USE 70 \n", "CLA 327 \n", "CODE.OF.CONDUCT 119 \n", "CONTRIBUTING.GUIDE 41 \n", "ACTIVE.DEVELOPMENT 21 \n", "WELCOMING.COMMUNITY 21 \n", "RESPONSIVE.MAINTAINERS 7 \n", "LICENSE 16 \n", "\n", " Very important not to have Don't know what this is \n", "WIDESPREAD.USE 30 12 \n", "CLA 166 280 \n", "CODE.OF.CONDUCT 84 96 \n", "CONTRIBUTING.GUIDE 18 24 \n", "ACTIVE.DEVELOPMENT 18 5 \n", "WELCOMING.COMMUNITY 15 7 \n", "RESPONSIVE.MAINTAINERS 16 7 \n", "LICENSE 15 18 " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in contrib_pri_responses.index:\n", " idx.append(i[27:])\n", "idx = pd.Series(idx) \n", "contrib_pri_responses.set_index(idx)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": true }, "outputs": [], "source": [ "contrib_pri_responses_prop = survey_df[contrib_pri_vars].apply(pd.Series.value_counts, normalize=True).round(4).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "contrib_pri_responses_prop = contrib_pri_responses_prop[[\"Very important to have\",\n", " \"Somewhat important to have\",\n", " \"Not important either way\",\n", " \"Somewhat important not to have\",\n", " \"Very important not to have\",\n", " \"Don't know what this is\"]]\n", "contrib_pri_responses_prop = contrib_pri_responses_prop.sort_values(by=\"Very important to have\")\n", "contrib_pri_responses_prop = contrib_pri_responses_prop * 100" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Very important to haveSomewhat important to haveNot important either waySomewhat important not to haveVery important not to haveDon't know what this is
WIDESPREAD.USE12.17%31.94%52.37%2.20%0.94%0.38%
CLA13.22%22.46%39.94%10.32%5.24%8.83%
CODE.OF.CONDUCT20.57%35.96%34.08%3.74%2.64%3.02%
CONTRIBUTING.GUIDE37.71%43.94%15.74%1.29%0.57%0.76%
ACTIVE.DEVELOPMENT42.84%41.75%14.03%0.66%0.56%0.16%
WELCOMING.COMMUNITY48.12%37.63%12.90%0.66%0.47%0.22%
RESPONSIVE.MAINTAINERS62.63%32.10%4.33%0.22%0.50%0.22%
LICENSE68.83%19.09%10.55%0.50%0.47%0.56%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrrr}\n", "\\toprule\n", "{} & Very important to have & Somewhat important to have & Not important either way & Somewhat important not to have & Very important not to have & Don't know what this is \\\\\n", "\\midrule\n", "WIDESPREAD.USE & 12.17\\% & 31.94\\% & 52.37\\% & 2.20\\% & 0.94\\% & 0.38\\% \\\\\n", "CLA & 13.22\\% & 22.46\\% & 39.94\\% & 10.32\\% & 5.24\\% & 8.83\\% \\\\\n", "CODE.OF.CONDUCT & 20.57\\% & 35.96\\% & 34.08\\% & 3.74\\% & 2.64\\% & 3.02\\% \\\\\n", "CONTRIBUTING.GUIDE & 37.71\\% & 43.94\\% & 15.74\\% & 1.29\\% & 0.57\\% & 0.76\\% \\\\\n", "ACTIVE.DEVELOPMENT & 42.84\\% & 41.75\\% & 14.03\\% & 0.66\\% & 0.56\\% & 0.16\\% \\\\\n", "WELCOMING.COMMUNITY & 48.12\\% & 37.63\\% & 12.90\\% & 0.66\\% & 0.47\\% & 0.22\\% \\\\\n", "RESPONSIVE.MAINTAINERS & 62.63\\% & 32.10\\% & 4.33\\% & 0.22\\% & 0.50\\% & 0.22\\% \\\\\n", "LICENSE & 68.83\\% & 19.09\\% & 10.55\\% & 0.50\\% & 0.47\\% & 0.56\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Very important to have Somewhat important to have \\\n", "WIDESPREAD.USE 12.17% 31.94% \n", "CLA 13.22% 22.46% \n", "CODE.OF.CONDUCT 20.57% 35.96% \n", "CONTRIBUTING.GUIDE 37.71% 43.94% \n", "ACTIVE.DEVELOPMENT 42.84% 41.75% \n", "WELCOMING.COMMUNITY 48.12% 37.63% \n", "RESPONSIVE.MAINTAINERS 62.63% 32.10% \n", "LICENSE 68.83% 19.09% \n", "\n", " Not important either way \\\n", "WIDESPREAD.USE 52.37% \n", "CLA 39.94% \n", "CODE.OF.CONDUCT 34.08% \n", "CONTRIBUTING.GUIDE 15.74% \n", "ACTIVE.DEVELOPMENT 14.03% \n", "WELCOMING.COMMUNITY 12.90% \n", "RESPONSIVE.MAINTAINERS 4.33% \n", "LICENSE 10.55% \n", "\n", " Somewhat important not to have \\\n", "WIDESPREAD.USE 2.20% \n", "CLA 10.32% \n", "CODE.OF.CONDUCT 3.74% \n", "CONTRIBUTING.GUIDE 1.29% \n", "ACTIVE.DEVELOPMENT 0.66% \n", "WELCOMING.COMMUNITY 0.66% \n", "RESPONSIVE.MAINTAINERS 0.22% \n", "LICENSE 0.50% \n", "\n", " Very important not to have Don't know what this is \n", "WIDESPREAD.USE 0.94% 0.38% \n", "CLA 5.24% 8.83% \n", "CODE.OF.CONDUCT 2.64% 3.02% \n", "CONTRIBUTING.GUIDE 0.57% 0.76% \n", "ACTIVE.DEVELOPMENT 0.56% 0.16% \n", "WELCOMING.COMMUNITY 0.47% 0.22% \n", "RESPONSIVE.MAINTAINERS 0.50% 0.22% \n", "LICENSE 0.47% 0.56% " ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in contrib_pri_responses_prop.index:\n", " idx.append(i[27:])\n", "idx = pd.Series(idx) \n", "contrib_pri_responses_prop.set_index(idx)\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA58AAAJzCAYAAACI4KcxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx84nEREREREReRw7n0RERERERORx/wE4lVaW06/9UgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.coolwarm\n", "colors = [\"xkcd:darkblue\", \"xkcd:lightblue\", \"xkcd:beige\", \"xkcd:salmon\", \"xkcd:crimson\", \"xkcd:green\"]\n", "contrib_pri_responses.plot.barh(stacked=True, ax=ax, figsize=[12,8], color=colors)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[27:].replace(\".\", \" \") # cut off \"OSS.USER.PRIORITIES.\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "plt.title(\"When thinking about whether to *contribute* to an open source project,\\nhow important are the following things?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.1), ncol=2, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How often do you try to find open source options over other kinds of software?\n", "SEEK.OPEN.SOURCE" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Always3407
Sometimes1111
Rarely100
Never25
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Always & 3407 \\\\\n", "Sometimes & 1111 \\\\\n", "Rarely & 100 \\\\\n", "Never & 25 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Always 3407\n", "Sometimes 1111\n", "Rarely 100\n", "Never 25" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(data=survey_df['SEEK.OPEN.SOURCE'].value_counts())\n", "count_df.columns = [\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Always73.38%
Sometimes23.93%
Rarely2.15%
Never0.54%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Always & 73.38\\% \\\\\n", "Sometimes & 23.93\\% \\\\\n", "Rarely & 2.15\\% \\\\\n", "Never & 0.54\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Always 73.38%\n", "Sometimes 23.93%\n", "Rarely 2.15%\n", "Never 0.54%" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['SEEK.OPEN.SOURCE'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAGRCAYAAACdcEL9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIlH4Pzu05WM5GCnfAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['SEEK.OPEN.SOURCE'].value_counts()).plot(kind='barh')\n", "plt.title(\"How often do you try to find open\\nsource options over other kinds of software?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open source software usability\n", "\n", "OSS.UX: Do you believe that open source software is generally easier to use than closed source (proprietary) software, harder to use, or about the same?\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
About the same2027
Generally easier to use1597
Generally harder to use897
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "About the same & 2027 \\\\\n", "Generally easier to use & 1597 \\\\\n", "Generally harder to use & 897 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "About the same 2027\n", "Generally easier to use 1597\n", "Generally harder to use 897" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(data=survey_df['OSS.UX'].value_counts())\n", "count_df.columns = [\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
About the same44.84%
Generally easier to use35.32%
Generally harder to use19.84%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "About the same & 44.84\\% \\\\\n", "Generally easier to use & 35.32\\% \\\\\n", "Generally harder to use & 19.84\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "About the same 44.84%\n", "Generally easier to use 35.32%\n", "Generally harder to use 19.84%" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.UX'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAGnCAYAAABhOkWaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niFSKCSkRERERqdT/A+aBBN2epd+AAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['OSS.UX'].value_counts()).plot(kind='barh')\n", "plt.title(\"Do you believe that open source software is generally\\neasier to use than closed source (proprietary)\\nsoftware, harder to use, or about the same?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open source software security\n", "\n", "OSS.SECURITY: Do you believe that open source software is generally more secure than closed source (proprietary) software, less secure, or about the same?" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Generally more secure2688
About the same1537
Generally less secure295
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Generally more secure & 2688 \\\\\n", "About the same & 1537 \\\\\n", "Generally less secure & 295 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Generally more secure 2688\n", "About the same 1537\n", "Generally less secure 295" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(data=survey_df['OSS.SECURITY'].value_counts())\n", "count_df.columns = [\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Generally more secure59.47%
About the same34.00%
Generally less secure6.53%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Generally more secure & 59.47\\% \\\\\n", "About the same & 34.00\\% \\\\\n", "Generally less secure & 6.53\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Generally more secure 59.47%\n", "About the same 34.00%\n", "Generally less secure 6.53%" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.SECURITY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAGnCAYAAABhOkWaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nigWvXiC7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['OSS.SECURITY'].value_counts()).plot(kind='barh')\n", "plt.title(\"Do you believe that open source software is\\ngenerally more secure than closed source (proprietary)\\nsoftware, less secure, or about the same?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Open source software stability\n", "\n", "OSS.STABILITY: Do you believe that open source software is generally more stable than closed source (proprietary) software, less stable, or about the same?" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
About the same2240
Generally more stable1399
Generally less stable877
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "About the same & 2240 \\\\\n", "Generally more stable & 1399 \\\\\n", "Generally less stable & 877 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "About the same 2240\n", "Generally more stable 1399\n", "Generally less stable 877" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(data=survey_df['OSS.STABILITY'].value_counts())\n", "count_df.columns = [\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
About the same49.60%
Generally more stable30.98%
Generally less stable19.42%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "About the same & 49.60\\% \\\\\n", "Generally more stable & 30.98\\% \\\\\n", "Generally less stable & 19.42\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "About the same 49.60%\n", "Generally more stable 30.98%\n", "Generally less stable 19.42%" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.STABILITY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAGSCAYAAAB9vswEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.DataFrame(survey_df['OSS.STABILITY'].value_counts()).plot(kind='barh')\n", "plt.title(\"Do you believe that open source software is\\ngenerally more stable than closed source\\n(proprietary), less stable, or about the same?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identification with open source\n", "\n", "How much do you agree or disagree with the following statements:\n", "\n", "- EXTERNAL.EFFICACY: The open source community values contributions from people like me.\n", "- INTERNAL.EFFICACY: I have the skills and understanding necessary to make meaningful contributions to open source projects.\n", "- OSS.IDENTIFICATION: I consider myself to be a member of the open source (and/or the Free/Libre software) community." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": true }, "outputs": [], "source": [ "oss_id_vars = [\"INTERNAL.EFFICACY\", \"EXTERNAL.EFFICACY\", \"OSS.IDENTIFICATION\"]" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Strongly agreeSomewhat agreeNeither agree nor disagreeSomewhat disagreeStrongly disagree
EXTERNAL.EFFICACY15181610111615058
OSS.IDENTIFICATION15791513863351150
INTERNAL.EFFICACY2052168541824062
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrr}\n", "\\toprule\n", "{} & Strongly agree & Somewhat agree & Neither agree nor disagree & Somewhat disagree & Strongly disagree \\\\\n", "\\midrule\n", "EXTERNAL.EFFICACY & 1518 & 1610 & 1116 & 150 & 58 \\\\\n", "OSS.IDENTIFICATION & 1579 & 1513 & 863 & 351 & 150 \\\\\n", "INTERNAL.EFFICACY & 2052 & 1685 & 418 & 240 & 62 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Strongly agree Somewhat agree \\\n", "EXTERNAL.EFFICACY 1518 1610 \n", "OSS.IDENTIFICATION 1579 1513 \n", "INTERNAL.EFFICACY 2052 1685 \n", "\n", " Neither agree nor disagree Somewhat disagree \\\n", "EXTERNAL.EFFICACY 1116 150 \n", "OSS.IDENTIFICATION 863 351 \n", "INTERNAL.EFFICACY 418 240 \n", "\n", " Strongly disagree \n", "EXTERNAL.EFFICACY 58 \n", "OSS.IDENTIFICATION 150 \n", "INTERNAL.EFFICACY 62 " ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "oss_id_responses = survey_df[oss_id_vars].apply(pd.Series.value_counts).transpose()\n", "\n", "#contrib_type_responses.columns = [\"Not at all important\", \"Slightly important\",\"Don't know\", \"Somewhat important\", \"Very important\"]\n", "oss_id_responses = oss_id_responses[[\"Strongly agree\",\n", " \"Somewhat agree\",\n", " \"Neither agree nor disagree\",\n", " \"Somewhat disagree\",\n", " \"Strongly disagree\"]]\n", "oss_id_responses = oss_id_responses.sort_values(by=\"Strongly agree\")\n", "oss_id_responses" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Neither agree nor disagreeSomewhat agreeSomewhat disagreeStrongly agreeStrongly disagree
INTERNAL.EFFICACY9.38%37.81%5.38%46.04%1.39%
EXTERNAL.EFFICACY25.07%36.16%3.37%34.10%1.30%
OSS.IDENTIFICATION19.37%33.95%7.88%35.44%3.37%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrr}\n", "\\toprule\n", "{} & Neither agree nor disagree & Somewhat agree & Somewhat disagree & Strongly agree & Strongly disagree \\\\\n", "\\midrule\n", "INTERNAL.EFFICACY & 9.38\\% & 37.81\\% & 5.38\\% & 46.04\\% & 1.39\\% \\\\\n", "EXTERNAL.EFFICACY & 25.07\\% & 36.16\\% & 3.37\\% & 34.10\\% & 1.30\\% \\\\\n", "OSS.IDENTIFICATION & 19.37\\% & 33.95\\% & 7.88\\% & 35.44\\% & 3.37\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Neither agree nor disagree Somewhat agree \\\n", "INTERNAL.EFFICACY 9.38% 37.81% \n", "EXTERNAL.EFFICACY 25.07% 36.16% \n", "OSS.IDENTIFICATION 19.37% 33.95% \n", "\n", " Somewhat disagree Strongly agree Strongly disagree \n", "INTERNAL.EFFICACY 5.38% 46.04% 1.39% \n", "EXTERNAL.EFFICACY 3.37% 34.10% 1.30% \n", "OSS.IDENTIFICATION 7.88% 35.44% 3.37% " ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "oss_id_responses_prop = survey_df[oss_id_vars].apply(pd.Series.value_counts, normalize=True).round(4) * 100 \n", "oss_id_responses_prop.transpose()\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9YAAAHSCAYAAAAJ51ONAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCqxFRERERERECkCBtYiIiIiIiEgB/H8nXMX4WLBx6QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.coolwarm\n", "colors = [\"xkcd:darkblue\", \"xkcd:lightblue\", \"xkcd:beige\", \"xkcd:salmon\", \"xkcd:crimson\"]\n", "oss_id_responses.plot.barh(stacked=True, ax=ax, figsize=[12,5], cmap=matplotlib.cm.coolwarm, edgecolor='black', linewidth=1)\n", "\n", "#print(str(ax.get_yticklabels()))\n", "\n", "ax.set_yticklabels([\"The open source community values\\ncontributions from people like me.\",\n", " \"I consider myself to be a member\\nof the open source (and/or the\\nFree/Libre software) community.\",\n", " \"I have the skills and understanding\\nnecessary to make meaningful\\ncontributions to open source projects.\"])\n", "\n", "\n", "plt.title(\"How much do you agree or disagree with the following statements:\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.25), ncol=2, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transparency vs privacy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Attribution\n", "\n", "TRANSPARENCY.PRIVACY.BELIEFS: Which of the following statements is closest to your beliefs about attribution in software development?\n", "\n", "- Records of authorship should be required so that end users know who created the source code they are working with. \n", "- People should be able to contribute code without attribution, if they wish to remain anonymous." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
People should be able to contribute code without attribution, if they wish to remain anonymous.2454
Records of authorship should be required so that end users know who created the source code they are working with.1594
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "People should be able to contribute code withou... & 2454 \\\\\n", "Records of authorship should be required so tha... & 1594 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "People should be able to contribute code withou... 2454\n", "Records of authorship should be required so tha... 1594" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.BELIEFS'].value_counts())\n", "counts_df.columns=[\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
People should be able to contribute code without attribution, if they wish to remain anonymous.60.62%
Records of authorship should be required so that end users know who created the source code they are working with.39.38%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "People should be able to contribute code withou... & 60.62\\% \\\\\n", "Records of authorship should be required so tha... & 39.38\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "People should be able to contribute code withou... 60.62%\n", "Records of authorship should be required so tha... 39.38%" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['TRANSPARENCY.PRIVACY.BELIEFS'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9UAAAGsCAYAAADT+IQ/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAABhGqAQAAAAAwiFANAAAAAIBB/w8sHY4j/89y7gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.BELIEFS'].value_counts()).plot(kind='barh', figsize=[10,6])\n", "plt.title(\"Which of the following statements is closest to your\\nbeliefs about attribution in software development?\")\n", "ax.set_yticklabels([\"People should be able to contribute\\ncode without attribution, if\\nthey wish to remain anonymous.\",\n", " \"Records of authorship should be\\nrequired so that end users know\\nwho created the source code they are working with.\"])\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### In general, how much information about you is publicly available online?\n", "INFO.AVAILABILITY" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Some information about me1776
A little information about me1133
A lot of information about me1011
No information at all about me140
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Some information about me & 1776 \\\\\n", "A little information about me & 1133 \\\\\n", "A lot of information about me & 1011 \\\\\n", "No information at all about me & 140 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Some information about me 1776\n", "A little information about me 1133\n", "A lot of information about me 1011\n", "No information at all about me 140" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(survey_df['INFO.AVAILABILITY'].value_counts())\n", "count_df.columns=[\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Some information about me43.74%
A little information about me27.91%
A lot of information about me24.90%
No information at all about me3.45%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Some information about me & 43.74\\% \\\\\n", "A little information about me & 27.91\\% \\\\\n", "A lot of information about me & 24.90\\% \\\\\n", "No information at all about me & 3.45\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Some information about me 43.74%\n", "A little information about me 27.91%\n", "A lot of information about me 24.90%\n", "No information at all about me 3.45%" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['INFO.AVAILABILITY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAGRCAYAAACHYGA2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['INFO.AVAILABILITY'].value_counts()).plot(kind='barh')\n", "plt.title(\"In general, how much information about\\nyou is publicly available online?\")\n", "t = ax.set_xlabel(\"Count of responses\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do you feel that you need to make information available about yourself online for professional reasons?\n", "INFO.JOB\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Yes2327
No1638
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Yes & 2327 \\\\\n", "No & 1638 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Yes 2327\n", "No 1638" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_df = pd.DataFrame(survey_df['INFO.JOB'].value_counts())\n", "count_df.columns = [\"count\"]\n", "count_df" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Yes58.69%
No41.31%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Yes & 58.69\\% \\\\\n", "No & 41.31\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Yes 58.69%\n", "No 41.31%" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['INFO.JOB'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAGsCAYAAACVa3C8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABYQwgAAACwghAEAAFhACAMAALDg/wBhwGPmPVM8LAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['INFO.JOB'].value_counts()).plot(kind='barh', figsize=[10,6])\n", "plt.title(\"Do you feel that you need to make information available\\nabout yourself online for professional reasons?\")\n", "t = ax.set_xlabel(\"Count of responses\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### General privacy practices\n", "\n", "TRANSPARENCY.PRIVACY.PRACTICES.GENERAL\n", "\n", "\"Which of the following best describes your practices around publishing content online, such as posts on social media (e.g. Facebook, Instagram, Twitter, etc.), blogs, and other platforms (not including contributions to open source projects)?\" (single choice)\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
I include my real name.1718
I usually use a consistent pseudonym that is easily linked to my real name online.1141
I don't publish this kind of content online.517
I usually use a consistent pseudonym that is not linked anywhere with my real name online.363
I take precautions to use different pseudonymns on different platforms.270
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "I include my real name. & 1718 \\\\\n", "I usually use a consistent pseudonym that is ea... & 1141 \\\\\n", "I don't publish this kind of content online. & 517 \\\\\n", "I usually use a consistent pseudonym that is no... & 363 \\\\\n", "I take precautions to use different pseudonymns... & 270 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "I include my real name. 1718\n", "I usually use a consistent pseudonym that is ea... 1141\n", "I don't publish this kind of content online. 517\n", "I usually use a consistent pseudonym that is no... 363\n", "I take precautions to use different pseudonymns... 270" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.PRACTICES.GENERAL'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
I include my real name.42.85%
I usually use a consistent pseudonym that is easily linked to my real name online.28.46%
I don't publish this kind of content online.12.90%
I usually use a consistent pseudonym that is not linked anywhere with my real name online.9.05%
I take precautions to use different pseudonymns on different platforms.6.73%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "I include my real name. & 42.85\\% \\\\\n", "I usually use a consistent pseudonym that is ea... & 28.46\\% \\\\\n", "I don't publish this kind of content online. & 12.90\\% \\\\\n", "I usually use a consistent pseudonym that is no... & 9.05\\% \\\\\n", "I take precautions to use different pseudonymns... & 6.73\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "I include my real name. 42.85%\n", "I usually use a consistent pseudonym that is ea... 28.46%\n", "I don't publish this kind of content online. 12.90%\n", "I usually use a consistent pseudonym that is no... 9.05%\n", "I take precautions to use different pseudonymns... 6.73%" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['TRANSPARENCY.PRIVACY.PRACTICES.GENERAL'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plot_counts_df = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.PRACTICES.GENERAL'].value_counts())\n", "idx = ['I include my real name.',\n", " 'I usually use a consistent pseudonym that\\nis easily linked to my real name online.',\n", " 'I don\\'t publish this kind of content online.',\n", " 'I usually use a consistent pseudonym that\\nis not linked anywhere with my real name online.',\n", " 'I take precautions to use different\\npseudonymns on different platforms.']\n", "plot_counts_df.index = idx\n" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCsAAAHCCAYAAADGuEO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUv4f7q7Hgoki4G0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_counts_df.plot(kind='barh', figsize=[12,6])\n", "plt.title(\"Which of the following best describes your\\npractices around publishing content online [...] \\nnot including contributions to open source projects?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### OSS privacy practices\n", "\n", "\"Which of the following best describes your practices when making open source contributions?\"" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
I include my real name.1845
I usually contribute using a consistent pseudonym that is easily linked to my real name online.766
I usually contribute using a consistent pseudonym that is not linked anywhere with my real name online.273
I take precautions to use different usernames in different projects.42
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "I include my real name. & 1845 \\\\\n", "I usually contribute using a consistent pseudon... & 766 \\\\\n", "I usually contribute using a consistent pseudon... & 273 \\\\\n", "I take precautions to use different usernames ... & 42 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "I include my real name. 1845\n", "I usually contribute using a consistent pseudon... 766\n", "I usually contribute using a consistent pseudon... 273\n", "I take precautions to use different usernames ... 42" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.PRACTICES.OSS'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
I include my real name.63.06%
I usually contribute using a consistent pseudonym that is easily linked to my real name online.26.18%
I usually contribute using a consistent pseudonym that is not linked anywhere with my real name online.9.33%
I take precautions to use different usernames in different projects.1.44%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "I include my real name. & 63.06\\% \\\\\n", "I usually contribute using a consistent pseudon... & 26.18\\% \\\\\n", "I usually contribute using a consistent pseudon... & 9.33\\% \\\\\n", "I take precautions to use different usernames ... & 1.44\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "I include my real name. 63.06%\n", "I usually contribute using a consistent pseudon... 26.18%\n", "I usually contribute using a consistent pseudon... 9.33%\n", "I take precautions to use different usernames ... 1.44%" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['TRANSPARENCY.PRIVACY.PRACTICES.OSS'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plot_counts_df = pd.DataFrame(survey_df['TRANSPARENCY.PRIVACY.PRACTICES.OSS'].value_counts())\n", "idx = ['I include my real name.',\n", " 'I usually use a consistent pseudonym that\\nis easily linked to my real name online.',\n", " 'I usually use a consistent pseudonym that\\nis not linked anywhere with my real name online.',\n", " 'I take precautions to use different\\npseudonymns on different platforms.']\n", "plot_counts_df.index = idx\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCsAAAGsCAYAAAD0Ri2WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlYTtv/P/5nc5EhRIcyxX2Hu1GaFCpkJiRpMEWZZ3UM\nx3hM5+CQORGl0qjMMiRDA5kdU8YSogxNKrV/f/jtfdrdd3UX3vH9vB7X9b6ud2uve+211h6O9dp7\nrS3DMAwDQgghhBBCCCGEkJ+EbG1XgBBCCCGEEEIIIaQsClYQQgghhBBCCCHkp0LBCkIIIYQQQggh\nhPxUKFhBCCGEEEIIIYSQnwoFKwghhBBCCCGEEPJToWAFIYQQQgghhBBCfioUrCCEEELIT8Pb2xtC\noRC3b9+WKr9QKISNjU2N9uXq6gqhUIjs7Owa/b6mrl69ioEDB6JTp04wMjKqURm1VfdTp06hZ8+e\n6NSpEwYOHFijMsofs8jISAiFQvj4+HyvalaLjY0NhEJhrey7rG85l39GtX1cqys9PR1CoRCurq5c\nmo+PD4RCISIjI2uxZoT83yVf2xUghBBCyK/JxcUFV65cwa5du9C9e3ex7c+ePYOdnR0UFRWRlJSE\nOnXqiOXx9/fH6tWr4ejoiOXLl1e7Dps2bYKKikqN6l8bSktLMWvWLLx9+xbTp09HixYtqvzNrl27\nYGVlhQ4dOvwPalixjx8/Yv78+QCAefPmSVX3X8GSJUtQUFBQ29X4aTx58gRHjx7FtGnTarsq/1ON\nGzfGpk2b0KhRo9quCiHk/0fBCkIIIYTUiLW1Na5cuYL4+HiJwYrz588DAIqKipCQkABbW1uxPPHx\n8QBQ4yfKffr0qdHvaktWVhYyMzPRsWNHTJ48ucr8b9++xfr169GkSZNaD1Y8ffoUBQUF6NWrF8aM\nGVOrdfmeJJ27/5edPn0aW7Zs+T8XrFBRUfnl7ieE/L+OpoEQQgghpEbYAENcXJzE7fHx8dDS0oKK\nigoXlCgrPz8fV65cQZ06dWBubv4jq/rTKCwsBACoqqpKlf/mzZs/sjrVUt26k1/TjRs3arsKhBAC\ngIIVhBBCCKmhNm3aoE2bNkhPT8fjx4952woKCpCcnIwuXbpAV1cXFy5cEPt9YmIiioqKYGFhASUl\nJbHtMTExGDJkCPT09NClSxdMmzYNr1694uWRNM+/tLQUgYGBGDp0KAwMDGBoaIixY8ciOTm5wrbs\n27cPffv2hUgkgpmZGX7//Xd8+vRJ6r6IioqCk5MTOnfuDJFIBGtrayxcuBDp6elcHm9vb+7tkuTk\nZAiFwkrXSnB1dcWUKVMAAL///nuFc+elrXtSUhI8PT1hamoKkUgEKysrzJkzBw8fPqyyfa6urnBz\nc+PaWr7fX758icWLF8Pa2hoikQidO3fGyJEjERERUWXZFZGmzMuXL0MoFGLt2rViv7eysoJQKMSJ\nEyd46ZmZmRAKhfD09AQgvmZFUlIShEIh/vzzTzx8+BATJ06EiYkJRCIRBg8ejJMnT4rtKyUlBa6u\nrjA0NETnzp3h4eGB1NRUrF27FkKhEKdPn5a63VlZWfDy8oKFhQVEIhHs7Ozg6+sLhmHE8p46dQqj\nR4+GsbExRCIRbGxs8McffyAjI4OXr6SkBEFBQXBwcICZmRl0dXVhY2OD33//Hc+ePQPw35oNZ86c\nAYAqz0/W69evMXv2bJiamkJPTw9DhgzB4cOHK23fypUr0bNnT4hEIhgbG2PUqFGIiooSy5uamspd\nN3p6ejA1NcWIESMQHBwsljcnJwdr165F7969oaurCzMzM3h5eeHFixdcHraNkydPRnx8POzs7CAS\niZCbmytxzYqyDh8+DHt7e+jr68PY2Bienp5i970f2b7yhgwZAqFQiKdPn0rcPn78eAiFQvz7779c\nmjT3KaDytTrYbf7+/lwau4ZOWloaJkyYAAMDAxw4cKDKNhBSFZoGQgghhJAas7a2xtOnT3H+/Hlo\na2tz6QkJCSgqKoKZmRmePXuG5ORkpKamol27dlwe9m0La2trsXIjIyORnJyMYcOGoXHjxjhx4gRO\nnTqFly9fVrnY3dy5c3H06FEMGDAAbm5uyMnJQWBgINzc3LBp0ybY2dnx8vv4+ODevXtwdnZGnTp1\nEBERgcjISOTl5WHz5s1V9sGff/6J/fv3Q09PD1OmTEHDhg3x4MEDBAcH48yZMwgLC4OWlhacnZ2h\np6eHZcuWoV27dlW+Zj9t2jQcOHAAJ06cgLOzM0xMTKCrq1ujukdERGDhwoUQCASYPHkyGjRogKdP\nnyIkJARnzpzBvn37oK+vX2ldkpOT4ePjAxMTEzg7O3NrhTx//hyOjo7Iz8/HiBEj0KFDB+Tk5ODY\nsWNYsGABHj16BG9v7yr7sSxpyzQ2NkadOnWQlJTE+/2jR4+QmZmJunXrIjExkfd6f0JCAgCgW7du\nldYhIyMDY8eOxcCBA9GvXz88f/4ce/fuxaxZsxAZGQkdHR0AwN27dzFmzBjIyspizJgx0NbWxrVr\n1+Di4gIDA4Nqtbu4uBgTJkxA27ZtMWPGDOTm5uLQoUP4+++/UVBQgOnTp3N5t2zZAh8fH3Tu3Bmz\nZ8+GiooK/v33X4SFhSE2NhahoaHQ0tICAKxatQqBgYGws7PDiBEjoKSkhNTUVAQGBuLs2bOIjo7m\n1mxYtmwZsrOzsWnTpirrW1BQAFdXV7x48QL29vYwNjZGdnY2tmzZInFNkzdv3sDBwQF5eXlwdHSE\nUCjEhw8fcPjwYXh7e+PBgwfcufLy5Us4ODigbt26cHFxQYsWLZCTk4Pjx49j6dKlSE9Px7x58wAA\nubm5GD58OF6/fg03Nze0b98eL168gL+/P+Li4hAaGopWrVpx9cjNzcXChQsxZswYNGnSBIqKipW2\n89SpU3j06BGGDh0KDQ0N3Lp1C2FhYbhx4waOHj2Kxo0b/9D2STJy5EgsWbIEYWFh3FoyrHfv3iEh\nIQEikQgdO3YEIP196lusWbMG9evXx8qVKyEQCL6pLEIAAAwhhBBCSA1duXKFEQgEjKurKy/9jz/+\nYIRCIfP27VsmJSWFEQgEzO7du3l5rK2tGR0dHebdu3dcmpeXFyMQCJjevXsz+fn5vPy2traMQCBg\nXr16xaUJBALG2tqa+zsuLo4RCASMt7c377eZmZmMrq4u06NHD6a0tJRhGIZxcXFhBAIB4+Liwnz5\n8oXLm5+fzxgYGDCdOnViSkpKKm3/nTt3GIFAwAwePJgpKiribYuKimIEAgEzc+ZMLi0tLY3bpzQ2\nb97MCAQCJiIigpdenbpnZWUxBgYGzNChQ5nPnz/zyvn333+Zjh07MsOGDauyLomJiYxAIGC8vLx4\n6Z6enoxAIGCOHTvGSy8sLGT69OnDCIVCJjU1lUsvf8wiIiIYgUDAbN68uUZlenh4MB06dGA+ffrE\n5fP392dEIhGzaNEixs7OjleGt7c3IxAImPT0dIZhvp6HAoFArJ0CgYCJjY3l/XbTpk1idZ06dSoj\nEAiY0NBQXt59+/ZVWI4kbN6//vqLl56VlcUYGhoy+vr6TF5eHsMwDPPo0SNGKBQynp6eYufouXPn\nGIFAwEyfPp1LMzIyYvr16ye2z8uXLzPjxo1j4uPjubTy/VGZwMBARiAQMAsXLuSlZ2dnMyYmJmJ9\nNXPmTKZDhw7MjRs3ePmLi4uZESNGMEKhkHn48CHDMAyzd+9eRiAQMEePHuXlLS0tZebNm8d4e3tz\n1/K6desYgUDAREZG8vLGxsYyAoGAmTt3LsMw/11/QqGQiYqK4uWVdG2y15+xsTGTmZnJy79+/XpG\nIBAwmzZt+uHtkyQ3N5cxNDRkzM3Nxe497LkXEhLCMEz171MV3XfKbtu7dy+Xxt6Pxo4dW2mdCaku\nmgZCCCGEkBozNDSEmpoarl27htzcXC79woUL6NChA5o0aQJ9fX3Ur1+ft27F48eP8fLlS+jr63NP\nJctydXUV+8oH+4TwzZs3Fdbn6NGjAAB7e3teurq6OoKDg7F9+3aUlpbyto0bNw5ycnLc3yoqKmjT\npg2Ki4ur/DQoOyXA0dERCgoKvG0DBgxA3bp1ce7cOZSUlFRaTk1JU/czZ84gPz8f/fv3R2FhIT59\n+sT9r0WLFtDR0cHt27eRlZVV7f0XFBTg/PnzUFdXF1ucUFFREfb29mAYhpta8CPKtLKyQklJCa5e\nvcrlu3z5MkQiEUxMTPD06VNkZmZy2xISEtCuXbsqv2aiqamJnj178tLYt0/KnoMJCQlQUFAQ+5Tr\nqFGjoKamJnW7WeWnITRq1Ahdu3ZFQUEBt4bJkSNHwDAMBg0ahNzcXN4xNTIyQpMmTRAfH8+d6/Ly\n8nj9+rXYlAFzc3P4+fnBysqq2vUEvvYzALG2q6mpib3B9PnzZ8TGxkJHRwdt2rTh1Tk/Px99+/YF\nwzDcGjjy8l9fAE9OTuZNgZGRkcG6deuwevVqyMjIAPh63SsqKqJ///68fVpbWyMoKIibTsVSVFRE\n3759pW6nnZ0d1NXVeWnsvhITE394+ySpW7cuBg0ahKysLJw9e5a37ciRI6hTpw4GDBgA4H93nxo4\ncGCldSakumgaCCGEEEJqTE5ODt27d8ehQ4dw6dIl2NnZ4dGjR3j58iU3gJGTk4O5uTnOnj2L3Nxc\nqKqqVjoFBABat24tlsZ++vTz588V1ufBgwcAwHvlm9WpUyep91W3bt0q9wV8nXMOAO3btxfbJi8v\nj9atW+Pu3bt49eoVNDU1Ky2rJqSp+6NHjwAAa9eulbi2Ays9PV1i4Kgyz549Q0lJCbS1tSUOUthp\nP0+ePPlhZbID7aSkJFhbW+PLly+4cuUK3NzcYGJiAuDrgHLQoEF49uwZXr16hXHjxlVZD0l9q6ys\nDAD48uULAODDhw/IycmBlpYWt40lLy8PPT097qs40qhfvz6aNWsmls6eO+zaAuwxnTlzZqXlZWdn\no0mTJpg9ezaWLFmCAQMGwNzcHGZmZtzaJd8yuGTXg5DUV+WviWfPnqG4uBh3795Fly5dKiyTbeOA\nAQNw8OBBBAcHIz4+HtbW1jA2Noa5uTkaNmzI5f/06RNevXqFVq1aiU3nkJOTQ+fOncX20bRpU4nr\n5FRE0vXNTpl4+fLlD21fZZycnBAcHIzQ0FAuOJSWloabN29yU0yA/9196lunkRBSHgUrCCGEEPJN\nrK2tcejQIcTFxcHOzo4LRJR9WmtlZYWTJ08iMTERPXv2rPKTpeWf/kkrLy8PAKqcg/499gV8/aIJ\nALG3QFjsALagoKDG+6iMNHVn+2Ty5MkwMzOrMF/btm2rvX+27Iraz6az/fQjymzZsiVat27NLaB6\n48YN5OXlwczMDM2aNUOrVq24YAW7XoU0nyuVZjDLHteK6lq/fv0qyyiLHVyWx55H7BdZ2D76448/\neOvAVLR/R0dHCAQC7N+/HxcvXuQWvG3RogWmTJmCYcOGVaueLLb9kvqqfPCGffNKV1e30rUY2DcY\nGjZsiODgYISEhODw4cM4cOAAAgMDIS8vD1tbWyxcuBDNmjXj+qI6wYeK+rk6+dn2sUHBH9W+ygiF\nQhgaGuLy5cvIyMhA8+bNucVNR4wYweX7X92nqtuvhFSFghWEEEII+SaWlpZQUFDApUuXAHydAlKv\nXj3e4oJs4OLChQvo2rUrrl69Ci0tLYlP+r4F+1nNjx8/1ugV/Opi/3Fe0WCcTa/Nf8SzfaKmpgZT\nU9MfUnZF7WcHktVpf03KtLKywoEDB5CTk4PLly9DWVkZRkZGAAATExNuukJCQgLq1q0r8Wl7TbAD\n5KKiIonby06NkkZFg0V2QMwONtk+0tDQkPqYGhoawtDQECUlJbhz5w7Onz+P4OBgLFiwAEpKStyU\ngeooH0Qpiz1OLLbOJSUlUtdZVVUV7u7ucHd3R1ZWFhISEhAdHY2TJ0/i8ePHiI6O5sr98OFDtesv\nLUlvWLHHin3j60e1j50uUhEnJydcv34dUVFRmDJlCg4fPgwdHR3o6elxeb7nfaqqt80I+Z5ozQpC\nCCGEfBNVVVWYmprizZs3ePDgAa5duwYLCwveP7I1NDTQvn17JCUlISUlBUVFRRW+VfEt2C+SsNNB\nyjp//jzCwsLEBlHfgg22SPr8Z1FREZ49e4a6detCQ0Pju+2zuthV+cuu6VBWTdaqYLVu3RoKCgpI\nTU0VWwsE+K9fKnv6/z3KtLKyQmlpKa5cuYKEhAQYGhpyb9eYmJjg5cuXSEtLQ1JSEiwsLL7pbZqy\n1NTUoKysjFevXqG4uJi3jQ0KVMeHDx8kHg/286ItW7YE8G3HVE5ODvr6+pg+fToCAwMBAMePH69W\nPVnslIG0tDSxbeWvwTZt2nDH9f3792L5c3JyKgz6AEDjxo0xYMAA+Pr6om/fvkhNTUVqairq1auH\npk2bIisrS2K7IyIicOzYseo2jUfSJ0qfP38O4L+pDz+qfVXp27cv1NTUcPjwYVy/fh1PnjzhvVUB\nVP8+xd67JQU32HORkP8FClYQQggh5JuxgQd/f38UFhZKXLDPysoKT58+xalTpwBUvF7Ft+jXrx8A\n4ODBg7z09+/fY+7cudi8eTP3JPR77U9GRgYhISFiA5Hw8HAUFBTAzs4OsrI1+ycXu3jmtzzNtLW1\nhYqKCs6cOSM2+ElLS0PPnj0xefLkGpWtrKwMW1tbZGVliQ0I8/PzERkZCTk5OfTu3fuHlmlqagol\nJSVcuHABt2/fhrm5ObeNXbciKCgIHz58kGoKiLRkZGRgaGiIwsJCnD59mrctNDQUb9++rXaZwcHB\nvL/fvHmDhIQE1KtXj1vgs3///pCRkUFkZKTYPm7cuAFLS0usXLkSAHDr1i3Y2dnhwIEDYvtigzZl\np1BU55xjpxWVP05v375FbGwsL01JSQm9e/dGUVER/P39edtKS0sxb948WFhYcGtALFy4EAMHDpQ4\nYGbrzQak+vXrh5KSEoSGhvLyJSQkYMGCBdVa4FWS48ePiwUgDh06BODrm2U/un2VYRedffr0Kdau\nXQsVFRUMGjSIl6e69yl2+sndu3d5eR8/flytNVgI+VY0DYQQQggh38zGxgbLly/n5ktXFKzYs2cP\noqKiUL9+/UoXoaspW1tb9OrVC7GxsfDw8ECfPn2Ql5eHoKAgfPr0CatWrfquq9ULBAJMnDgRO3fu\nhIuLC7ey/t27dxEaGormzZtj9uzZNS6ffWobGBiIwsJCaGtro1u3btUqo2HDhli8eDEWLlwIFxcX\njB49Gi1atMDz588RHByMkpISjB49usZ19PLyQkpKChYsWIA7d+5AR0cH2dnZiI6ORlpaGmbNmlXt\nhfeqW6aysjK6dOmCQ4cOobi4mLc2h4aGBlq2bMkFsKrbf1Vxd3dHYmIiFi1ahEePHkFLSws3b97k\nFk08d+6c1GVpaGjgzJkzePnyJYyMjPDx40eEhYWhoKAA8+fP5wav2tramDp1Knx8fODo6AgXFxc0\nbtwY9+/fx8GDB1G/fn04OjoC+PoVHRUVFfz555+4c+cOjIyMoKKigoyMDISFhUFBQQHOzs5cHbS0\ntPDixQssXrwYOjo6GDBgQIVrJwwfPhx79+5FUFAQioqKYGhoiHfv3iE8PBzGxsZibffy8sLVq1ex\nY8cOvHr1ChYWFsjLy8PRo0eRkpICR0dH7istXbt2RWRkJIYOHQp7e3s0b94chYWFuHr1KmJiYtC9\ne3dunRVPT0+cO3cOPj4+yMrKgp6eHl68eIGAgAA0aNCgyoVIq6Kvr4+RI0di6NChaNKkCa5du4aI\niAg0a9YMTk5OP7x9VRk5ciT27t2L69evw97eHvXq1eNtr+59qlu3bqhTpw5iYmLQsGFDCIVCpKen\n48CBA+jfvz8XqCHkR6NgBSGEEEK+2W+//YYOHTrg3r17aN++vcRpD8bGxqhTpw7y8/PRu3fvKudi\n19TGjRsREBCAqKgoLF26FLKystDT08Py5cthbGz83fc3e/ZstGvXDkFBQdi4cSOKi4uhoaEBJycn\neHp6VvsLG2XZ2dkhNjYW8fHx2LJlCzw9PWs02B42bBhatGiBPXv2wN/fH7m5uWjQoAGMjY0xceJE\niESiGtexefPmCA8Px9atW3HixAkEBARARUUFHTt2xNatW8U+//mjyrSyssLFixehqqoq1h4TExOE\nh4dDR0enykULq8vS0hI+Pj7Ytm0bfH19Ua9ePZibmyMwMBCbNm0CAKnfrGnYsCF2796NNWvWYMOG\nDcjJyYGmpiYWL14MFxcXXt6pU6eiffv2CAwMxLZt21BQUIDGjRujd+/emDRpEvdFHHl5eQQGBsLX\n1xdnzpzBqVOn8PnzZzRq1AjGxsbYuHEjr79mzZqF169f4/jx40hMTIStrW2F9VVVVUVAQADWrVuH\nEydOICYmBq1bt8aUKVOgpqYmFqxo1qwZIiIisHPnTsTFxeHYsWNQUFBA+/btsXz5ct70hX79+kFN\nTQ379+9HQEAAPnz4AAUFBbRp0wbz5s2Dm5sbl1dNTQ0hISHYtm0bzp49i5CQENStWxfdunXDzJkz\nq/xMbVUcHByQn5+PPXv24MmTJ1BUVETPnj3h5eXFCwz8qPZVpVWrVjAxMUFSUpLYFBBWde5TTZo0\ngb+/P9atW4cDBw5AXl4eQqEQ69evx+vXrylYQf5nZJiyH/YlhBBCCCGEfBfu7u64cOECQkNDuSkc\nhHxvnz9/Rs+ePdG0aVNERkbWdnUI+W5ozQpCCCGEEEJq6OTJk3B3dxdbpDI9PR3JycmoX78+dHR0\naql25P+Cbdu24e3bt5g4cWJtV4WQ74qmgRBCCCGEEFJD7dq1w40bN5CSkoJ79+6hXbt2yMzMREBA\nAAoLCzF//nzeApaEfA9paWm4ceMGLl26hKioKPTp0wd9+vSp7WoR8l3RNBBCCCGEEEK+QWpqKnbt\n2oWrV68iMzMTSkpK6NixI1xdXav1JRRCpHXkyBHMnTsXDRo0wMCBAzFv3jwKipH/51CwghBCCCGE\nEEIIIT8VWrOCEEIIIYQQQgghPxUKVhBCCCGEEEIIIeSnQsEKQgghhPwQrq6uEAqFSE9Pr+2q/FCR\nkZEQCoXw8/Or7ar8VNh+8fHxqTKvjY0NhELh/6BWhPy6vL29IRQKkZSUxKUJhULY2NjUej0I+RHo\nayCEEEII+WYhISFo06YNTE1NubRp06YhOzsbjRs3rsWakV/BkiVLUFBQUNvVIOR/6tixY1BUVETP\nnj2lyu/s7IwePXqgffv2P7hm/5FUx9qoR3WcP38egYGBuH37NnJycqCqqgqRSIThw4ejb9++tV09\nUg0UrCCEEELINykpKcHatWsxbtw4XrDCxMSkFmtFfiXdu3ev7SoQ8j+3efNmGBgYSB2s0NXVha6u\n7g+uFZ+kOtZGPaS1ceNG7NixA61atcLYsWPRrFkzvH79GhEREZg5cyZSUlKwaNGi2q4mkRIFKwgh\nhBDyTR4+fIj8/PzargYhhPwyPn78iGfPnsHAwKC2q1KhX6GOZd2/fx87duxAhw4dEBISAmVlZW6b\ni4sLBg0ahICAADg4ONC0s18ErVlBCCGE/MTKzg0OCAhA3759oaurCzMzM8yfPx+ZmZm8/DY2NjA2\nNkZaWhqcnJygp6eHc+fOcdtjY2MxZswYmJqaomPHjjAxMcH48eORmJgocf/x8fEYP348TExMoKur\ni8GDByM8PBylpaVc/YYMGQIA2LJlC2+NgorWrKiqTFZeXh42btyIfv36QVdXF0ZGRhg6dCj27duH\nL1++8PJmZGRgxYoVsLOzg4GBAYyNjTF48GDs3LkTxcXFlfZx9+7dYW5ujvJfc9+wYQOEQiE8PDzE\nfjN+/Hh06NAB2dnZvPRbt25h7Nix6Ny5M/T19TFy5EhcvXpV7PdZWVlYuXIlevbsCZFIBGNjY4wa\nNQpRUVG8fOnp6RAKhZg8eTJevXqFmTNnwtzcHCKRCHZ2dggODq60bSz2PLp9+zZ2794NW1tb6Orq\nonfv3ggLCwMAJCQkYNSoUTA0NISlpSWmT5+OrKwsXjklJSXYvXs3hg4dCkNDQ3Tq1AmWlpaYO3cu\n0tLSpKrL48ePYWpqiq5du+LZs2cAxNesSEpKglAoxJ9//omHDx9i4sSJMDExgUgkwuDBg3Hy5Emx\nclNSUuDq6gpDQ0N07twZHh4eSE1Nxdq1ayEUCnH69Gmp6peSkoJJkybB3NwcnTp1gpmZGTw9PcWO\nI1vH33//HXfv3uUdd0dHR5w/f16s7OLiYvj5+WHIkCHQ19eHgYEBBg4ciC1btogF/NhruaioCOvW\nrYO1tTVEIhEsLS2xcuVKFBYWStWe+Ph4uLu7o1u3btzvJ06ciMuXL4vlffjwIebMmQNLS0uIRCKY\nmJhg9OjROHPmDC8fe166urqKlcFuGzx4MJfGrl/i7+8PX19fWFhYYPjw4dz20tJSBAYGYujQoTAw\nMIChoSHGjh2L5ORksfJfvHiBBQsWoHv37hCJRDA1NcW4ceN497mqVGd/1e0Taa5VHx8fmJiYgGEY\nREVFQSgUwtvbG8B/1+rNmzcxZ84cGBkZYe3atbxtktaKyMrKgpeXFywsLLh9+vr68u5r7DnL7qss\ndtvkyZOlrmP5elT32pH2+i4pKUFQUBAcHBxgZmYGXV1d2NjY4Pfff+fuIQCQmJiIZs2aYeLEibxA\nBQCoqqpya3vcuHFDrP3k50RvVhBCCCG/gD179iA9PR0jRoxAo0aNcPHiRURHR+PWrVuIjo6GkpIS\nL//ChQvRqVMnODs7c/OKjxw5gjlz5qBt27aYMmUK1NTUkJaWhsDAQIwbNw779u1Dly5duDKCg4Ox\ndOlSGBoaYs6cOZCVlcXx48excOFC3L9/H4sWLYKzszPq1KmDAwcOoE+fPujbty/atWtXYTukKRMA\ncnNzMWrUKDx9+hTDhg3DxIkTkZeXhzNnzmDVqlVISUnB5s2bubyOjo7Iz8+Hq6sr2rZti8LCQsTF\nxWHDhg24d+8e/vnnnwrrZGlpifDwcDx69AgCgYBLv3TpEurWrYurV6+ipKQEcnJyAICioiKkpKRA\nJBKhUaMWJGahAAAgAElEQVRGXP7U1FT4+/vDwcEBQ4cOxZ07dxAQEIAJEyYgNjYWTZo0AQC8efMG\nDg4OyMvLg6OjI4RCIT58+IDDhw/D29sbDx48EBtM5OTkwMXFBRYWFpg3bx7evXsHPz8/LF26FL/9\n9ht69OhRYfvK8vPzQ2ZmJiZOnIhPnz5h586dWLRoEfLy8rB79264urpi2LBhOHbsGE6ePIni4mJs\n376d+/2yZctw8OBBWFpawsnJCQoKCrhz5w5CQkKQmJiII0eOoGHDhhXu//Xr1xg/fjyAr+d069at\nK61vRkYGxo4di4EDB6Jfv354/vw59u7di1mzZiEyMhI6OjoAgLt372LMmDGQlZXFmDFjoK2tjWvX\nrsHFxaVaT4VPnjyJWbNmoUmTJnB2doampiYyMjIQEhICNzc3bNq0Cb169eL95vnz55g4cSIGDRqE\nwYMH482bN/Dz84Onpyf27NkDc3NzAMCXL18wceJEJCYmYsCAAXBzc0NRURESEhKwZcsWXLhwAYGB\ngVBQUOCVP2vWLHz+/BkeHh4oLS1FcHAwAgICoKCgAC8vryrbM336dHTq1AkTJ05Ew4YN8fr1a4SG\nhmL8+PHYvn07d+5cu3YN48aNg6KiIhwdHaGtrY13794hIiICkydPxqJFiyQGJ6rjypUrSE1NxaxZ\ns3hr2cydOxdHjx7l+iUnJweBgYFcn9vZ2QH4+uTc2dkZysrKGDlyJFq1aoXMzEyEh4fD09NT6jpK\nu7+a9Ik012rfvn0hIyPDBQScnZ3RokULXjm7du3C58+fsXTpUrRq1arS9hQXF2PChAlo27YtZsyY\ngdzcXBw6dAh///03CgoKMH36dKmOT1nS1LGsmlw70l7fq1atQmBgIOzs7DBixAgoKSkhNTUVgYGB\nOHv2LKKjo6GhoYExY8ZgzJgxFdbx06dPAID69etXuz9ILWEIIYQQ8tPy8vJiBAIBY2FhwXz8+JG3\nbebMmYxAIGBCQ0O5NGtra0YoFDK///67WFkbNmxgRo4cyTx+/JiXfurUKUYgEDDTpk3j0j58+MDo\n6uoydnZ2TGFhIZf+5csXxt7enhEIBMzz588ZhmGYiIgIRiAQMJs3b+aV6+LiwggEAiYtLa3aZf71\n11+MQCBgTpw4IdaOadOmMQKBgImLi+PVf9euXWJ516xZw0ybNo3Jy8sT28Y6ceIEIxAImICAAC7t\n/fv3jI6ODrNixQpGIBAw169f57YlJSUxAoGA8fHx4bW/U6dOTGpqKq9sb29vRiAQMIcOHeLSZs6c\nyXTo0IG5ceMGL29xcTEzYsQIRigUMg8fPmQYhmHS0tIYgUDACAQCZu/evbz84eHhjEAgYLy8vCps\nG4s9j/r27csUFRVx6Tt27GAEAgGjo6PD3L9/n0svKChgjIyMmI4dO3LHqqioiJkyZQozbtw4pqSk\nhFc+209l+7D8efH+/XumX79+jKGhIXPz5k3e762trRmBQMD9nZiYyLU7NjaWl3fTpk1i59vUqVPF\nrgWGYZh9+/ZVWE55hYWFjJmZGaOvr8+kp6fztj19+pTp1KkTY2VlxXz58kWsjkeOHOHlP3/+PCMQ\nCBgnJycuLSgoiBEIBIyfn5/YvtesWcMIBAImMDBQrE8mT57MlJaWcukvXrxgBAIBY21tXWl7GIZh\nPD09GYFAwLx7946XnpWVxYwePZrZs2cPlzZw4EBGKBSKHZvs7GzG1NSU0dXVZT58+MAwzH/npYuL\ni9g+2W2DBg3i0speIy9evODlj4uLYwQCAePt7c1Lz8zMZHR1dZkePXpw7XdwcGA6d+7M3SdYOTk5\njI2NDaOrq8u8f/++0j6pzv5q0ifSXqvs+VP++mWv1f79+/Puk2W3JSYmcmnsPv/66y9e3qysLMbQ\n0JDR19fn7n8V7bPstkmTJkldR7Ye33LtSHN9GxkZMf369ROr8+XLl5lx48Yx8fHxYtvKu3fvHqOr\nq8sYGxtXeY6QnwdNAyGEEEJ+AQMHDhR7GjRgwAAAEHvFlmEYbmpGWbNmzUJwcDDatm0LhmGQm5uL\nT58+cU/Lyk7XiI2NRWFhIQYMGABFRUUuXU5ODv/88w8iIiJ4bxVIozplHj58GGpqajA3N8enT594\n/+vfvz8AcK99y8t/fVE0JSUFRUVFvH16eXlh8+bNqFOnToX1srCwgLy8PO8V8MTERJSWlmLkyJGo\nU6cO73XnhIQEAEC3bt145djY2EBbW5uX1qlTJwBf36YAgM+fPyM2NhY6Ojpo06YNr135+fno27cv\nGIZBXFwcrxxFRUWMGjWKl8a+McCWLY0hQ4bwntx36NABAKCvr8+bhqGsrAxtbW18+fIF79+/BwAo\nKChgy5Yt8PPzg6ysLEpKSpCTk4NPnz5xT35fvnwpcb8FBQXw8PBAeno6du7cCT09Panqq6mpKbb4\noL6+PgB+uxMSEqCgoICBAwfy8o4aNQpqampS7Ss5ORnZ2dmwtrYWe4LcunVrmJmZ4c2bN7h9+zZv\nm5qamtgXBqysrNCwYUPcuHGDm7J0+PBhAED//v3Fzmn29+WPOwCMGTMGMjIy3N9aWlpo3LixVMed\nPdblp3k1atQI/v7+GDt2LADg6dOnePDgAfT09MSOjZqaGuzs7FBYWIiLFy9Wuc/KGBoaQktLi5d2\n9OhRAIC9vT0vXV1dHcHBwdi+fTtKS0vx4sUL3Lx5E6ampmjYsCGv/0pLS2Fra4vCwkKJ01tqsr+a\n9sn3ulb79OnDu09WpfwbHo0aNULXrl1RUFCAmzdvSl1OTdT02pH2+paXl8fr16/x9OlTXl5zc3P4\n+fnBysqq0vqdOnUKrq6ukJWVxYYNGyp9+4v8XGgaCCGEEPILKDs9gaWhoQEAePfundi28gMC4OtA\nefv27Th+/DgyMjLE1nIoKSnh/v+DBw8AAC1bthQrR1KaNKQtMycnB69fvwYA3rSU8tjgSteuXWFq\naopz586hR48esLa2RpcuXWBubo5mzZpVWa969epBX18fycnJYBgGMjIyuHz5Mn777Te0a9cOBgYG\nSExM5NauSEhIQOPGjcVWw5c0pYENkrDrCzx79gzFxcW4e/euVG1jtWjRQmzgwk79Kb9+R2U0NTUl\nliHp9W52W9nzJCMjA5s3b8bFixeRlZUlts6IpLp8+fIF06dPx40bN7B169ZK212epD5l56Kz+/rw\n4QNycnKgpaUlNk9dXl4eenp6EtePKC81NRUAKpzG1K5dO1y4cAFPnjzhTS1p3749ZGX5z/9kZGTQ\ntGlTfPjwAdnZ2WjatCkePXoEQDzIVVb54w5U3Afl1xORZMKECbh8+TJmz56NPXv2wNLSEiYmJujS\npQvvfHr8+DHXRknY9CdPnlS5z8pIui+x9wVJUx3YYB/wde0IADh9+nSl649I6sOa7K+mffKjrtXK\n1K9fX+K9ji2jqj75VjW9dqS5vgFg9uzZWLJkCQYMGABzc3OYmZnB1NQUIpGIF8grj2EYrFq1Cvv3\n70enTp2wbt26Sqcpkp8PBSsIIYSQX4CqqmqFaew83LLq1q0rljZp0iRcvnwZenp6GD9+PJo3bw5F\nRUW8e/cOs2fP5uXNy8sDALG1ML6FtGWy+X777TduYTlJGjRoAODrk8zdu3cjIiIC0dHRiIqKQnh4\nOGRkZGBhYYGFCxeKvfFQXrdu3ZCSkoKHDx9CKBQiISGB+wyriYkJduzYgaKiIhQVFeH27dsYMGCA\n2D+Sy681IElubi6Ar5/+mzdvXoX51NXVeX9/r+NQ0ZNaaeqenZ2NESNG4O3bt+jTpw969eqFxo0b\nQ1ZWFhcuXICvr6/E3wUEBHDHNC4uTurPNALStbugoAAAoKKiInG7tPPT2QUuK3oLhx1EsftjSbrW\ngP+uz5ycHDRt2hR5eXlQUFCAn59fhXUoH2wBvu3Y6+rq4tChQ9i3bx9Onz6NHTt2YMeOHahbty6c\nnJwwY8YMKCoqcsenqrZ/61d/JPUVu++q3iJg81lbW3NvhEhS1SC/uvurbp98r2tV0j2/IhWdg2wd\npV2MtaZqeu1I21eOjo4QCATYv38/Ll68iAsXLgD4GhiaMmUKhg0bJvF3QUFB2L9/P/r164e1a9dW\n600V8nOgYAUhhBDyCyj/jzzg6yAI+G/QXplbt27h8uXL0NbWRkBAAG9QdP/+fbH87D+UP378WNMq\n17hMNl9+fj4XMKiKoqIinJyc4OTkhE+fPiE5ORnHjx/HkSNH4OrqihMnTlQ6aLWyssLGjRuRnJyM\nunXr4sWLF5gyZQqAr8GKf/75Bzdu3EB+fj6+fPlS6dNxadpWUlIiddt+FhEREXj79i2GDh2K1atX\n87ZJOodYcnJy2LlzJ/z8/BAWFoYuXbrwvhTxrdgBT/kpQCw2QFQVdsDHDlLLYwdk5QeGnz9/rnS/\n7PWpqqqKjx8/olOnTtUaiH4rTU1NLFy4EAsXLsSTJ09w6dIlhIaGYvfu3cjJycHy5ctr3HZJqjsw\nLntfqGzKDptPXl7+m64daff3PfvkR5P03wfgv3OzokCepLw18b/oK0NDQxgaGqKkpAR37tzB+fPn\nERwcjAULFkBJSYmbFllWVFQUlJWVsWrVKgpU/KJozQpCCCHkFyDp9esXL14AAJo2bVrl79nPSnbp\n0kXs6a2kOd7sq7LsK9Nl3bt3D2FhYbxPxklD2jJVVVXRvHlzfPz4kXv1u6z8/PwK/3EOfH2S3rNn\nT6xfvx7u7u7IysqS+EnCsjp27IgmTZogOTmZW5PCzMwMAKCnpwcVFRUkJSUhMTERcnJysLS0lLrd\nZbVp0wYKCgpITU3l1oIoKycnp8JBd21jzyFJ88PZPpPEzc0NPXr0wPr169G4cWMsXbqUe8X+e1BT\nU4OysjJevXolcWrTnTt3pCqHnWol6Zwrm17+LR1J12ZxcTEyMjKgoKDADYjZ8q9cuSIxv6Q3pL63\ntm3bwtXVFeHh4WjRogWOHz/Oq1tVbWevYfZNHEmD0/LrClSF7U9J94Xz588jLCwMeXl5XB3LrgNS\n1vv378WmJX2P/UnbJ7Xpw4cPEqcFsfdodpodu76PpDdkqns/L6um105NyMnJQV9fH9OnT0dgYCAA\ncOdxeX/88QeCgoKkCtaQnxMFKwghhJBfQExMjNg/MNkF+9hBdWXYaQXl5y4/fvwYISEhAPhP1mxs\nbKCkpIRjx47xBlHsHOBFixZxAwP2k55VPZmrTpnsU7KdO3eKlfPXX3/BzMwM165dAwBs3rwZNjY2\nyMzMFMvLDqqqet1YRkYGlpaWuHbtGhISEtC6dWtuTRAFBQUYGBggKSkJKSkp0NfXl+ptFkmUlJTQ\nu3dvFBUVwd/fn7ettLQU8+bNg4WFRYULVdYmNijGBi1Yx44dw/Xr1wFU/lS9adOm+Ouvv/D582fM\nmDGj0oBTdcjIyMDQ0BCFhYViaxmEhobi7du3UpVjbGyMpk2bIi4uTqyNDx8+RHJyMlq2bMlb1wD4\nuhDg2bNneWlxcXHIzc1Fly5duOuDPad3797NWx8GAPbt2wcLC4sKB101UVBQAAcHB8yZM0dsGzto\nZa+Lli1bQiQS4c6dO9x1xXr79i1OnjwJVVVVLkinpqYGBQUFPH/+nBewKCkpwb59+6pVz379+gEA\nDh48yEt///495s6dyy2Qq6WlBQMDA7x9+xaRkZG8vJ8/f8b48ePRo0ePCp/uV3d/1e2T6pL2vimt\n4OBg3t9v3rxBQkICtyYPAG5di3v37vECO58/f0ZQUFCN61jTa0cat27dgp2dHQ4cOCC2rar7u56e\nXo32SX4eNA2EEEII+QW0bdsWI0eOxKBBg6Curo74+HicPXsWOjo6Yl8ikMTAwACampq4ePEili9f\nDgMDAzx9+hRBQUFYt24dvL298fz5c/j7+8PKygra2tqYM2cOVq1ahVGjRsHJyQnKyso4fvw4kpOT\nMXr0aLRt2xbAf4vmxcTEQE1NDc2bN+cGBGU1adJE6jI9PDwQFxeHI0eOIC8vD71798aXL19w9uxZ\nnDt3Dt27d+cWarOwsICvry+GDx8OBwcHtGzZEqWlpbh79y5CQkLQoUMHqQI6VlZWOHToEM6dO4dB\ngwbxtpmYmGD79u1gGAZTp06tsqzKeHl54erVq9ixYwdevXoFCwsL5OXl4ejRo0hJSYGjo6PEBS9r\nW58+fbB9+3YugNSsWTNcuXIF58+fx99//w13d3ecPXsWRkZG6N69u8QyunbtCg8PD2zfvh1Lly6t\ndE2S6nB3d0diYiIWLVqER48eQUtLCzdv3kR8fDysra25L8dURkFBAStWrMDUqVPh7OyMUaNGQUND\nAy9evEBISAjk5eWxfPlyscU09fT0sHTpUly5cgVCoRCvX7/G7t27oaCggGnTpnH5HBwccOLECSQk\nJMDV1RVDhgyBnJwcEhMTcfjwYXTs2LHG04skUVFRga6uLg4cOIB3796hV69eUFNTw4cPH3DixAm8\nfPmSt27KsmXL4OrqCg8PDzg7O6N169Z48+YNQkNDkZeXhzVr1nBTKBQVFWFjY4OTJ0/C09MTgwYN\nQlFREQ4fPoy2bdtW+SZTWba2tujVqxdiY2Ph4eGBPn36IC8vD0FBQfj06RNWrVrFrQ+zbNkyuLi4\nYNmyZXjw4AH09fWRnZ2NiIgIPHz4EHPmzKlyqkF19ydtn1SXlpYWZGRkEB8fjx07dqBRo0YYMWJE\njcrS0NDAmTNn8PLlSxgZGeHjx48ICwtDQUEB5s+fz02B0NTU5AIwM2bMgI2NDT5+/Ijw8HB07txZ\n7O0KaetY02tHGh07doSKigr+/PNP3LlzB0ZGRlBRUUFGRgbCwsKgoKAAZ2dnib8VCoWoV6+e2Bez\nyK+DghWEEELIL8DJyQlv375FUFAQnj17hrp162Lo0KGYN2+eVIsjKioqYteuXVi9ejWOHDnCDY42\nb94MU1NTzJs3D2vXrsWmTZugpqYGbW1tjB49Gi1atMC+ffuwfv16FBUVoU2bNli9ejXvs39GRkYY\nNWoUoqOjsWXLFgwbNkxisAKA1GWqqqoiODgYvr6+OHXqFJYsWQIZGRm0bt0ac+fOxejRo7l/+Bob\nGyM4OBh79uxBeHg4srOzISMjg1atWsHd3R3jx4+Xqo+6du0KWVlZ5OfniwU3TExMsGnTJgCocCAu\nrWbNmiEiIgI7d+5EXFwcjh07BgUFBbRv3x7Lly+v8YDlR2vXrh22bt2KzZs3Y/v27VBVVYWpqSmC\ng4OhpaWFkSNHIiYmBuvWrav006TTpk1DSkoKDh06BGNjYzg4OHxz3SwtLeHj44Nt27bB19cX9erV\ng7m5OQIDA7njJs1AqUePHjhw4AC2b9+OvXv3Ijc3Fw0bNoSJiQk8PT2ho6Mj9ht1dXWsWLEC69ev\nR1hYGIqLi9GhQwfMmDEDRkZGXD45OTns2rUL+/fvx+HDh/Hnn3+ipKQEmpqa8PDwwIQJE777+geL\nFy+GUChEVFQUfHx8kJOTA1VVVXTq1An//PMPL9ApEokQHh6OrVu3Ijw8HO/fv4eqqioMDAywevVq\nmJiY8MpeuXIlGjVqhBMnTmDZsmXQ0NDAkCFD4OnpiYiIiGrVc+PGjQgICEBUVBSWLl0KWVlZ6Onp\nYfny5TA2Nuby6ejoICIiAjt27MDp06cREhICZWVldOzYUaw932N/1e2T6mjWrBlmzpyJvXv3Ytu2\nbbC0tKzxtd+wYUPs3r0ba9aswYYNG5CTkwNNTU0sXrwYLi4uvLzbtm3DunXrEB8fj7i4OLRs2RJO\nTk7o0aOH2HGrTh1rcu1IQ15eHoGBgfD19cWZM2dw6tQpfP78GY0aNYKxsTE2btwIkUhUo7LJz0+G\nYRimtitBCCGEEMm8vb0RFRWFrVu3VusrCoSQr9zd3XHhwgWEhoZyr8N/D0lJSXBzc4OtrS22bdv2\n3colhBDyFa1ZQQghhBBCfmknT56Eu7u72JoP6enpSE5ORv369Wv8ZJcQQkjtoGkghBBCCCHkl9au\nXTvcuHEDKSkpuHfvHtq1a4fMzEwEBASgsLAQ8+fPr3KRVUIIIT8XClYQQgghhJBfmra2NkJCQrBr\n1y4cOXIEmZmZUFJSQseOHbFw4UL07t27tqtICCGkmmjNCkIIIYQQQgghhPxUaM0KQgghhBBCCCGE\n/FRoGgghhBCelJSU2q4CIYQQQgj5P6Jz584S0ylYQQghRExF/9Eg3yYlJYX69gegfv0xqF9/HOrb\nH4P69cehvv0xqF8rf0hG00AIIYQQQgghhBDyU6FgBSGEEEIIIYQQQn4qFKwghBBCCCGEEELIT4WC\nFYQQQgghhBBCCPmpULCCEEIIIYQQQgghPxUKVhBCCCGEEEIIIeSnQsEKQgghhBBCCCGE/FQoWEEI\nIYQQQgghhJCfCgUrCCGEEEIIIYQQ8lOhYAUhhBBCCCGEEEJ+KhSsIIQQQgghhBBCyE+FghWEEEII\nIYQQQgj5qVCwghBCCCGEEEIIIT8VClYQQgghhBBCCCHkpyJf2xUghBBCCCHVN3BO9I/fSVC6VNkO\nrx9co+K9vb0RFRVVZb79+/fDzc1NLF1GRgb169eHvr4+PDw8YGxsLPH3GRkZsLW1BQCcPXsWv/32\nm1geGxsbvHz5En5+frC0tBTb7uPjg6ioKJw9e5ZLKygowMGDBxETE4OXL18iNzcXDRo0gJ6eHiZP\nngw9PT0ur6urK5KTk3llKigooHnz5ujbty8mT54MJSUlsf0yDIOePXsiPT0dGzduRL9+/cTyzJ07\nF4cPHxZLV1JSQps2bWBvbw9XV1fIyckBAJ4/f47evXtL7CuWnJwc/v33XwDAxo0bsWPHDgwePBjr\n1q0Ty8uWd+DAAd4xKC0tRUxMDKKionD//n3k5+dDXV0dnTt3hpubG3R1dQEA6enp6N+/P8zNzbFj\nxw6J9VmyZAlCQ0MRGhrK/a68iRMnIjc3V6wPWrdujREjRsDZ2RkyMjIAgMDAQKxYsUKsDAUFBWho\naKBnz56YPHky6tevz22bPn06Ll++jKtXr+Lx48fo168fxowZg99//73Cfhw3bhxu3ryJixcvQkVF\nhUt///49rKysUFxcjCNHjqB9+/YVlpGQkIADBw7g+vXr+PjxIxo1agQdHR2MHDkSNjY2AICioiIM\nGDAAJSUlOHbsmMRzKSwsDIsWLcKKFSswYsQIifsaP348Ll68yEuTl5dHo0aNMHjwYEyZMoVrx40b\nN+Do6ChWhqysLBo3bgxzc3NMnz4dWlpaEvd14sQJzJgxA82bN8fZs2e5Y1Pely9fEB4ejpiYGDx6\n9AiFhYVo2rQpzMzM4ObmBoFAAADYtWsX1q9fX0Ev/mfp0qVwcnLCH3/8gYMHD+Lu3buQl/9vWMww\nDI4fP47w8HDcvXuXO28NDAzg4uICIyMjLu/Ro0cxe/bsSvenr6+P0NBQ7u9nz57B398fly5dwuvX\nrwEAGhoa6N69O6ZNm4YGDRpU2YbCwkKEhITg+PHjSE1NRWFhIdTV1WFubo7x48ejbdu2Yr958+YN\n9u/fj7Nnz+L169coLi6Guro6zMzMMGPGDGhoaPDyJyYmIiAgAHfv3sW7d++goKCAVq1aYdCgQRg7\ndmyFx+t7omAFIYQQQgipFVOnToWzszP3d0REBIKDg7F9+3aoq6tz6W3atAEA2NraYtKkSVx6SUkJ\n0tPTsXfvXowePRq7d++Gubm52H6ioqKgpKSEL1++IDo6Gp6enhXWadWqVYiOjoaCgkKldS8tLcWE\nCRNw584djB49Gubm5pCTk8Pjx4+xZ88euLm5ISAggDew1tDQwJYtW3D//n3o6OggNzcXCQkJ8PPz\nw507d+Dn5ye2n6SkJKSnp6NevXqIioqSGKwAvg6yg4ODeWnv37/HmTNnsHr1ajx+/FhscO7i4oIh\nQ4ZILE/SQCQmJgZOTk4wNDSstG+Ar4Pn6dOn4/z587C3t8eYMWOgqqqKx48fY//+/Rg5ciSWLl0K\nBwcHaGpqwtPTE//88w/Onz+P7t2788r6999/ERoaCicnpwoDFSwTExPMnz+f+zs7OxsnT57EihUr\nkJ6eDm9vb17+v//+G61bt+b+zsvLw7Vr1+Dr64vk5GSEhobyBrIsbW1tGBgY4OjRo5g/fz4XCCrr\nzZs3SEhIwPDhw3mBCgA4cuQISktLUadOHURFRfHqXBYbKLK0tMTChQvRtGlTZGRkIDw8HJMmTYKL\niwsWL14MRUVFLF68GO7u7vD19cXUqVN55Xz69AkbNmyAoaEhHBwcKu3Dxo0bY+fOndzfubm5iI6O\nxr59+3Dz5k3s37+fd35MmjSJCwYCXwfSDx8+xM6dO+Hg4IDo6Gg0a9ZMbD+RkZGoV68eMjIykJiY\nKPHazcvLg6enJ65duwZHR0d4eHhAWVkZDx8+hL+/P2JiYvDXX3/Bzs4O9vb2vDISExPx999/Y9Gi\nRTAwMODSW7RoUWHbS0pKMGfOHJw4cQIDBw7EqlWr0KBBAzx9+hQBAQFwdnbGggUL4OrqyvvdH3/8\nwQtOllWnTh3u/z9+/BjDhw+HhoYGJk6ciC9fvkBTUxNXrlzB3r17cf36dYSEhFR6/3n37h3Gjx+P\n58+fY9SoUZg6dSpUVFTw+PFjBAQEYNCgQVi3bh3vXpGdnY3hw4dDRkYG48ePh0gkQmFhIW7dugU/\nPz8kJycjIiICDRs2BABER0dj/vz5sLS0xIIFC6Curo6srCwcPXoUa9euRUZGBhYtWlRhHb8XClYQ\nQgghhJBaoampCU1NTe7vCxcuAAAEAgEvnaWmpiY2WDUwMED37t1hY2MjMVjBMAyioqLQrVs35Obm\nIioqqsJgRa9evXD27FkEBgZi7Nixldb92rVruHLlChYtWsQbuHTp0gW2trbo1asXgoKCsHr1am6b\noqIidHV1UVRUxLXD3NwcioqK8PHxwbVr13hPbYGvAzp1dXU4Ojpi+/btyMzMRNOmTcXqIyMjI3Eg\n3zN4VO0AACAASURBVK1bNxQUFCAsLAwzZsxAkyZNuG3NmjWrcvDP0tTURIMGDbBy5UqEhYVBVrby\n2eRbt27FuXPnsGHDBvTv35/XP0OGDIG7uzuWLVuGLl26oHXr1hg/fjwOHTqEVatWcX3CWrFiBRo1\naoRZs2ZVWc969eqJtal79+7Iy8tDYGAgPDw8oKamxm1r164dOnTowMtvZmaGBg0aYPny5YiPj+fe\nXijP3t4eS5YswaVLl9CtWzex7WxAwt7eXmxbZGQkTExM0KBBA8TExGDOnDliAY/Y2Fjs2LED48aN\ng5eXF2/boEGDsHTpUgQGBsLExAR2dnawsrKCnZ0dfH19YW9vzxuUb968GR8/fsTSpUurfCIuLy8v\n1oeKiorQ1tbG33//LRZYaNGihVh+Y2NjiEQiODg44ODBg5g+fTpve2ZmJi5evIgZM2bAz88PUVFR\nEoMVa9euxdWrV7Fr1y5YWVlx6aamphgyZAhcXV2xYMECGBoaomnTprwg58uXLwEArVq1kvo83717\nN44fP46VK1fygjrGxsYYPHgwJk2ahNWrV6NLly7Q0dHhtrdp00aqfQQGBqKwsBD79++Huro6UlJS\n0LlzZ1hZWaFFixZYunQpLl++LBawK8vb2xtpaWkIDg7mnbudO3eGvb09Jk2aBG9vbwiFQmhrawP4\ner5lZmYiLCyMF1SxsLCASCSCu7s7jh07hlGjRgH4+paKQCCAr68v71rv2bMnZGVlERERgcmTJ6NR\no0ZS9GrN0ZoVhBBCCCHkl1avXj20bduWG5yUdeXKFaSlpaFPnz7o27cvnj17huvXr0ssRygUwtHR\nEVu3bkVWVlal+8zMzAQAtGzZUmyburo6Lly4wAtUVIYdmNy6dYuXnpubi1OnTsHOzg79+/dHSUkJ\nYmJipCqzLH19fTAMg1evXlX7tyxZWVksWrQId+7cQURERKV5c3NzsX//ftja2vICFSxlZWWsWLEC\n69at46bkKCoqYsmSJXj27Bn27t3L5Y2JicG1a9fg5eWFevXq1bj+3bt3R3FxMe7duydVfn19fQBf\npxBVpH///lBWVkZ0tOQpWTExMWjdurVYAOr+/fv4999/0adPH/Tr1w9v374Vm3oBANu3b0eLFi0q\nnGYwf/58LFu2DKamplzaggULICsrizVr1nBpjx49QnBwMFxcXHgD7Opiz9Pbt29LlV8kEkFOTk5i\nHx46dAilpaXo3///Y+/O43LK38ePv5JKYWSXsS/dYwkJEYNsWaexjn3fl4QQYqxjbEU1CaPsQkqW\nGoYwI4oaNMwMY8lkjIwlOxXn90e/+3zc3ZWKRjPf6/l4eDzc5z7Ldd7n3DPOdd7v692Jdu3a8f33\n3/P06VOddRISEti9ezfdunXTSVRoFS5cmMWLF7NkyRKdBFROvXz5Ej8/P5o0aZJu7xNjY2PmzZvH\nkiVLqFixYo6OcefOHczMzHSShlrdu3fnp59+yjRR8fPPP/Pjjz8ycuRIvSQbpPawWrRoEa9fv9bp\nqZXZf6+aNWtGdHS0mqjQrv/xxx+nm5RcuHAhZ86cyfVEBUiyQgghRDq6TAnJ0R8hhPgQXrx4QVxc\nXLr/EA8KCqJQoUK0atWK9u3bY2JikmmdjIkTJ2JoaPjWse/aGgMeHh7ExcXpfZ+dB2vtMANFUXSW\nh4WF8fz5cxwdHalSpQpWVlbs2bMny/vV+u2338iXL1+m3d+zon79+nTp0gUPDw8eP36c4Xpnzpzh\n2bNnfPbZZxmuU7lyZTp27KhTW8HOzo6OHTvi6+tLQkICT58+ZdmyZdja2ma6r6zQ9lp4/fp1ltb/\n7bffADKstwCp17hNmzYcOXJE70H70qVL/Pbbb3Tv3l1vu927d2NkZESHDh2wt7enSJEietf177//\n5uLFi3Ts2DHDIQFmZmb07t1b7boPqUONxo8fz6FDhzh58iSQ+nBZrFgxvd4N2ZXdNrx8+TKvXr1K\ntw2Dg4OxsbGhXLlyODo68uzZMw4ePKizTkREBCkpKZle+xo1atCmTZu3DtvKinPnzpGYmJjp8cqV\nK0eXLl30hvVklaWlJY8fP2bRokU8e/ZM57v8+fO/db/Hjh0DoEuXLhmuU7p0aRo3bqyuqz0upNZ+\nSUxM1NumUKFCenGeOHGCoKAgvettamqa7tCo3CDJCiGEEEII8a/06tUrrl69ytSpU3n48KFeEc6n\nT59y8OBBHBwcKFCgAIULF6Z169aEhYXx8uXLdPdpbm6Ok5MTQUFBmb5Brl69OgMGDODXX3+lffv2\n9OnTBw8PD06cOEFSUlK2zkPb06NmzZo6y3fv3k2lSpXUbtuff/45v//+e5bfbN+9e5etW7cSFBSE\no6Pje3kTOnXqVJ4/f46Xl1eG61y/fh343wNSdri6umJgYMCSJUvw8fHhwYMHfPnllzmOV+vcuXPk\ny5fvrT0Lnjx5wuHDh/Hw8KBatWrpFlt9U7du3Xj+/DmHDh3SWR4SEkK+fPlwdNQtPpucnMy+ffvU\nJIWxsTHt27fnyJEjPHr0SF3vXdpw0KBBVK9enYULF7Jv3z4iIyOZMWOG3gNpdp07dw7Qv0/Tevny\nJWfPnsXV1ZWCBQvSo0cPne/Pnj3LtWvX1LZp0KAB5cqV00sivksb5MQ/cbyBAwdStWpVNm/eTLNm\nzfDw8GDjxo1cunQpyzGamZm9NfH4ySefcO/ePTUx8dlnn9GgQQO+++47mjdvzsiRI1m7di2xsbF6\nSVJI7bVjYmLCjBkzsLe3Z8aMGQQFBZGQkJD9k34HUrNCCCGEEEL8KwQGBhIYGKi3XKPR4Onpqfdg\nGRYWxrNnz3QeGD///HNCQ0M5cuRIhsUqe/fuTUBAAAsXLiQgICDDMf5ubm40bdqUgIAAIiMj+emn\nn/D19eWjjz5i4MCBjB07Nt3Ci1pPnjwhMjISLy8vrKysaNSokfrd9evXOXv2LBMnTlSXderUia+/\n/po9e/bojY9PSkpCo9HoHcPc3JyBAwemW+9hxYoVGfYgmTJlCiNHjtRbXrp0aUaPHo2npydffPGF\nOib+Tdo3xgULFszgzDNWunRpnJycWLx4Mfnz52f48OHpHiOr7t+/z6FDh9i1axeOjo563e/TKzBq\nYmJC69atmTVrVqbXD1JrjlhYWBASEqLWpnj9+jX79++nadOmeoUljx49yoMHD/TuyR07dhAaGkrv\n3r2B/7Xhm8UZsyp//vx8+eWX9O/fnxkzZtCsWbMM7/WsePLkCT/99BMbN25Eo9HQtGlTne/d3Nz0\nii3my5cPW1tbFi9erNcGQUFBmJiY0L59eyC13spnn33G6tWruXnzplqv5l3uo5x4lzbPrMaNv78/\ndnZ2QGrdncDAQLZu3cr+/fuJjo7mzJkzQGqSZOrUqenWP3kzxqy0h3adp0+fYm5ujrGxMRs2bGD3\n7t3s2bOHEydOcPz4cSC15sjEiRN17sm6deuyf/9+/Pz8+P777wkKCiIoKAgDAwM+/fRTZs6cqRY+\nzk2SrBBCCCGEEP8Kbdu2Zdy4cern7777Dl9fX+bOnatXFwD+V5yyevXq3L9/H4BatWphbm5OUFBQ\nhg9whoaGuLm5MXDgQEJCQjKcMQPA3t4ee3t7kpKSiI2NJSIigqCgILy9vbl79y7z5s1T1/3jjz/0\nEgr58uWjZcuWLFy4UCcpEhQUBMCnn36qxg6phQX379/P9OnTdYpQGhkZsWvXLvXzw4cPGT58OB06\ndNArzqg1YMCAdIcpAOkW8dQaMmQIu3btYtGiRfj5+el9r32D//Dhw3RngXibAQMGsGXLFp48eaIz\n+0tWHDlyRK+NjY2N6d69OzNnztRb38PDQ+ehy8nJicKFC+Pu7p6lqRm1vSfWrl1LQkICpUuXJioq\nioSEBL2ZR+B/w5Lq1KmjXtdKlSpRtmxZgoOD1WSFtg3f7G2RHQ0bNsTBwYGDBw+me96ZSUhI0GtD\nAwMDmjdvzoIFC/QSOOPGjaNt27bq51WrVhETE4OHh4deLYkXL14QGhpKkyZNSElJUdugRYsW+Pj4\nsGfPHnUmkzfvozcLZ+aWd2nzefPmqXVO0ko7PM3MzIwRI0YwYsQIjh49SnJyMocPHyYsLIxRo0bh\n7+9P48aNM4zx8ePHKIqS6f2pHab15tS7RkZG9O7dm969e/P48WNiYmI4duwY+/btY9q0aXrFYC0s\nLJg1axazZs3ixo0bnDlzhgMHDvDDDz/w888/ExYW9l5qhWRGkhVCCCGEEOJfoUiRIjpF5apUqaLO\nILFr1y6df7zHxcURExMDkO4sAydPnsxwZg1ITQo4ODiwfPly2rRp89bYjI2NadCgAQ0aNGDo0KEM\nHDiQ3bt34+bmpo6nt7CwYPXq1fzyyy/UrFkTQ0NDypQpo/NAAanDW7Q1DNJ2odc6duwY7dq1Uz8b\nGBjoFdzr06cPW7dupV+/fmqNjTeVKlUq3SJ9WTlXV1dXxo0bx+HDh/X2re0JceHChRx1qTc0NKRk\nyZLkz5+fAgUKZGvbRo0a6TycGxsbU7Zs2QxrAVSuXFmnDZydnZk8eTLBwcF069YtS8fs1q0bvr6+\n7N27lxEjRrB3716KFCmid9/8/fff/Pjjj6SkpKRbMPLWrVtcv36dypUrU6VKFSC1DbMaR1raRFGZ\nMmWytV3x4sV1ijMaGhry119/ZVj40cLCQqcNp02bRufOnfHy8mLOnDk66x48eJAnT55w7NixdH+X\ne/bsYdy4cRgYGOjcR/b29tk6h5x483hvTnWaFRUqVMjRb+mjjz7CxsaGdu3a0adPH/r168fOnTsz\nTFZYWlqyb98+rl27lmmPo8uXL2NhYZFh7ZzChQvTsmVLWrZsyaBBg+jVqxcBAQHpzlwDqTOqVKxY\nkR49evDtt9+ybNkyDh48qCbXcovUrPg/KCgoCI1GQ3R0dK7s38vLK91uiCJ7WrVqxeDBgz90GP8n\nhYSEoNFoiIqKAv53T9++fVtdZ82aNTRo0IA6deqoy+fPn0+9evWyNP+8EEKId2diYsKECRP4+eef\n9WZk0I5/9/DwwN/fX+fP119/naWZNaZPn87jx4/x8fHR++7ixYv88MMP6W5XuHBhdfaJhw8fqsuN\njIyoUaMGlSpVokaNGlhaWuolKgBOnDjBnTt3GDt2rF7s/v7+FClSJNMioVpjxozB1NRUZ2aI96VN\nmzY0bdqUr7/+Wq9GR4MGDfjoo48ynTXkr7/+YujQofz+++/vNa7ChQtTo0YN9U/VqlWzVQyxY8eO\n1KpVCw8PD70CiBmpWLEiDRo0ICwsjOTkZA4dOkSnTp10er5A6r8vUlJSWLRokd41XbVqFYCapCpW\nrBjW1taEhYXpFe/USk5OZtSoURnehzmVP39+nTa0tLTMVr2LKlWq0L17d3bs2MHVq1d1vgsKCqJ4\n8eLp3tcjRowgPj5eTTI2a9YMY2PjdId+aV25coWRI0cSHx+fs5N9Q506dShRogRBQUHp1nEAuHfv\nHkOHDuWXX37J9v5fvHjBjz/+yJUrV9L93tramnLlyvH3339nuA/tNLqZ/bbu3r1LZGQkrVu3BiAl\nJYWoqCi92Ya0KleuTO3atdXj3r9/n7CwsAyL6GqLe969ezfDGN4XSVaIDPn4+KTbfU28f7dv39ZL\n8Kxevfq9FJR6n6KjozOca/y/rFevXgQGBlK8eHEgdezmypUrady4MRs2bKBo0aL8/vvvbN26lc8/\n/1znbURe8X/12gkh/vu6du1KtWrVcHd35/nz50BqzYA9e/ZQr149OnbsiJ2dnc6frl27Ur169bfO\nrPHxxx8zbNgwNm3apDfjx+rVq5k4cWK6D0mvXr0iJiaGkiVL5qioZVBQEKampgwbNkwvdjs7O9q3\nb8+PP/6oMzwkPcWKFWPYsGGcOHFCZ2aA92XmzJn89ddfekNBTE1NGT58ONHR0WzcuFFvuxcvXjBt\n2jTOnj2bo/oAucnAwAAXFxfu3LnD2rVrs7xd165duXjxIkFBQTx58iTdN9RBQUFUrVqVHj16pHtN\n69evT0hIiDr7wvjx47l//z7z589P9+H5q6++ypXr+j6MHz+e/Pnz60zfe/PmTaKioujcuXO69/Xw\n4cMxMjJSh0AVK1aMfv36cfjw4XQTi48fP2bq1KnExsa+l7oWRkZGjB49mosXL+Lr66v3fVJSEtOn\nT+fMmTPZ7vGj3X7ChAksWrSIV69e6X0fHx/PrVu3Mn3pW61aNTp06MCmTZvSffGckpLC7NmzMTEx\nYejQoUDqPT19+nRmzpyp/jfyTYmJiVy6dEk97i+//IKzs3O6v11AfZn3T7yclmEgIkPnz5/P9XFI\nIpW2uvKb8mLvlPPnz3/oED6I0qVL64y5ffjwIa9fv8be3l4dI/3gwQMA9R8bec3/1WsnhPjvMzQ0\nZNKkSYwbN45169bh5OREREQEt2/fZtSoURlu5+joyPLly/n555/1ilW+acSIEQQFBXHgwAHKli2r\nLp80aRJnz56lT58+DBw4kHr16mFoaMitW7cIDAwkOjqa5cuXky9f9t4NJiYmEh4eTrt27TJ8m60t\nyLh379639sIcPHgw27ZtY8mSJTRr1kxnysGEhIRMZxapUKECRYoUyfD7atWq0bdvXzZv3qz33fDh\nw7l8+TJfffUVZ8+epXPnzpibm3Pt2jX8/f25ffs2q1atyvF0qsuWLcPf35+oqKhsTRObFdqHZ39/\nf3r16qVz3TPSoUMHFi1axPLly6levbo6g4vW+fPnuXr1KpMnT85wH59//jlz5swhMjISOzs7mjVr\nhouLC8uXL+ePP/6gT58+fPzxx/z111/s2LGDM2fO4OrqmmlBxsyEhobi4uLC+vXr0x2S8S5Kly7N\nwIEDWbt2LcePH6dFixbs2bMHRVEyrAFjbm5Oy5Yt+e6775g9ezampqZMmjSJa9euMW3aNE6dOqX+\nLi5fvsz69et58uQJvr6+72WmG4D+/ftz6dIlVq5cyYULF9RZdOLi4ti4cSNxcXG4u7urw3S0rl+/\nnul9qNFo+Oijj5g6dSoLFiygf//+9OnTh2fPnpGUlMRvv/3Ghg0bKF68OCNGjFC369y5M0WLFtX5\njc2fP59bt24xePBg+vbty6effoqZmRnXr19n69atxMXF6fy2tDV4nJ2d6dWrlzojSXJyMteuXWPz\n5s0kJSXh7OwMQNOmTenUqRPe3t7cuHGDjh07UqxYMRITE4mKimLLli00adJE7bmRmyRZIdL15oNy\ncHAwixcvplu3bty9e5dVq1ap0ytZWFjQsWNHxo4dqzNPdlp79+5l6tSpzJ49m/79+wNw+PBh1qxZ\nw6VLlzAyMsLGxoYpU6Zk+pAeFRXFwIED8fLyIjo6mr179/Ls2TPq1KnDnDlz1HGRXl5eeHt7s2PH\nDmbMmEHBggXVLmRnzpzBy8uL2NhYDAwMqFWrFhMnTqRhw4Y6x9q+fTtbtmwhPj6eMmXK0K1bN4YP\nH67+Tz4rbaGN4/jx4zrjBQcPHswff/xBeHg4rq6ualdOjUZDo0aN2Lx5M61ataJChQps2LBB3W7z\n5s0EBARw48YNTE1NsbGxYfLkyep5a9tn/fr1nD17lsDAQB49eoRGo2H27NnUqlULSJ3Hff369eze\nvZtbt25RoEAB6taty+TJkzOc0mvAgAGcPn1ajbNr165qt9K3xZWeoKAgZsyYwdatW2nQoIG6fNas\nWQQGBqpTOCUlJeHt7U1YWBgJCQkUKlSIRo0aMXXqVJ1/4OTkfgK4du0ac+fO5dy5cxQuXBhHR0eq\nVaums86b13HXrl14e3sDqW+UZs6cSdeuXdVrOGjQIAA1/rfFdfPmTVq3bs2cOXOIiori+PHj7Ny5\nE41GQ2JiIu7u7oSHh5OYmEjZsmXp3r07w4cPV4tbubq6cvLkSQICApg3bx7R0dEUKFCAVq1aMWPG\nDMzMzDK9dkKIf699KxzfvtI7iImJwcbGJleP8b60adOG+vXr4+fnR69evQgKCsLIyIhOnTpluM1n\nn32Gu7s7wcHBmSYrTE1NmTZtmt5sGlWrViUwMJBNmzYREhLC2rVrefHiBcWKFcPGxoaAgIAMC+5l\nZv/+/SQlJWVa1LN+/fpUqlSJ4ODgtyYrzMzMGDt2LPPmzWPr1q3q/6cAtmzZwpYtWzLcdtWqVeqM\nDRmZMGEC+/fv1+vlYWhoyIoVK2jVqhW7du1i1qxZPH/+HAsLC2xtbRk+fLhe4cHseP36Na9evcqw\nu/67cnFxoXv37ixfvhx3d/e3rl+wYEEcHBwIDg5m9OjRet/v3r2bfPny8dlnn2W4D23CIygoSJ09\nYsSIEdSvX58NGzawdOlSEhMTKVWqFLVq1WL79u3vNPRUUZRcbcORI0eyc+dOlixZgp2dHcHBwVha\nWmY69ennn3/O999/z6FDh3B0dMTExARfX1+CgoIIDg5m2rRpJCUlUbZsWVq3bs2wYcOyXZMjMwYG\nBixcuJAWLVoQEBDA7NmzefbsGRYWFtjY2LBy5cp0a0XMnz8/0/0eOXKEcuXK0a9fP6pWrcq2bdtY\nuXIld+7cwdDQkPLly9O5c2eGDRumk3hJSUkhJSVFZ18fffQRW7duZfv27Rw4cIDdu3eTlJREmTJl\n+PTTT/H29tZLArZp04aAgAC2bNnC2rVr+fvvv3n16hVly5ZVe7VotzEwMGD58uU0a9aM4OBg5syZ\nw4MHDzAxMaF69epMmzaNL774ItuJ2BxRxP85u3fvViwtLZUzZ85kuE5sbKzStGlTZdSoUUpsbKxy\n//59RVEUpUePHkrTpk2VAwcOKGfOnFG8vLwUS0tL5euvv1a39fT0VCwtLdXPP/30k1K7dm2ddcLC\nwhRLS0vF2dlZOXnypPL9998r3bp1Uxo0aKDcvHkzw7giIyMVS0tLpXPnzsrMmTOVkydPKgcOHFAa\nNmyoNG/eXHnx4oVODP3791dCQ0OVixcvKoqiKGfPnlVq1aqlDB48WDl+/Lhy7NgxZejQoUqtWrWU\n8+fPq8dZs2aNotFolFWrVimRkZGKn5+fUrNmTWXp0qXqOtlpi7/++kvnPAYNGqTY29sriqIo8fHx\nipubm2JpaanExsYqV69eVRRFUezt7ZVBgwap23h7e6v7P3nypBIWFqZ06dJFadiwoZKQkKDTPn37\n9lWmTZumREREKHv37lVsbW2VZs2aKSkpKYqiKMqmTZuUmjVrKuvXr1fOnDmjHDlyROnbt6/SqFEj\n5fHjx+m2/dWrV5VRo0YpTZs2VWJjY5X4+Pgsx5WejO7DmTNn6tw/ixcvVqytrZUdO3YoMTExSmho\nqNK5c2elXbt2yuvXrxVFyfn99PLlS6V169ZKs2bNlODgYOXHH39UZs6cqbRv316xtLRUIiMj9a7j\n7du3lSNHjiiWlpaKp6enEhsbq1y7dk3Zvn27YmlpqWzfvl2JjY3Nclzx8fGKpaWl0rVrV2XBggVK\nTEyM8vjxYyUpKUnp2rWr0qRJE2XHjh1KVFSU4uXlpdSqVUtZtGiReg7Tp09XGjdurHTr1k3ZtGmT\nEhUVpXz99deKpaWlsmzZskyvXUaio6OVzpP35OiPyFx0dPSHDuE/Sdo1d0i75h5p29wh7Zp7pG1z\nh7Rr5m0gPStEuqysrDA2Nsbc3Fx925CYmEjp0qXp16+fOtVXgwYNOHnyJGFhYelOi3Xr1i3Gjx+P\nvb0906ZNU5d7eHhQv359nWmhrK2tadOmDRs2bGDWrFmZxmdkZMSiRYvUz8+fP2fmzJkcO3YMBwcH\ndXnz5s3p0KGD+tnT01OtxK0da9a4cWMcHBzw9fXFx8eHpKQk1qxZwxdffIGTkxOQWhH8+vXrHDx4\nEGdnZ54+fZrttshIuXLl1ErkGb3ZefbsGd9++y0ODg46+9ZoNLRv355t27apXbcgNVO+ZMkS9fOV\nK1fw9fUlLi6OqlWrEhERgaWlpTqWDVLnU969ezdPnz5Nt9tplSpV1HmatXFmN66ciIiIwM7Ojl69\neuns/9ixY2qsOb2ffvjhB+Lj4/Hw8FCvY7NmzTKtbFy6dGmSk5OB1LHM2ra4c+cOkFqkSLssO3G9\nfPlSZ47yffv2cfHiRfz8/NT5zBs1asTTp0/ZtGkTo0ePVjPv9+/fZ/LkyfTs2RNIna4sNDRUHVOY\n3rUTQgghhBAiL5MCmyLLzM3N8fb21uuWWLFiRf766y+99Z8+fcro0aMpX748y5YtUx/Wbt26RVxc\nHG3bttWZYqx48eLUqVMnS2Pr005fpB1nl7bisK2trfr35ORkTp8+TfPmzXWK4piYmGBnZ6ce98KF\nCzx58kRv7N78+fM5fPgwRkZG2W6Ld3XhwgWePXumNzascuXKVKpUSa2arJW2kKK2W5e2InmJEiX4\n/fff2blzJy9evABS23/kyJHZmg89u3HlRIkSJYiMjOTgwYNqkqBKlSoMHTqUQoUKvdP9pB2nm3Z6\nqIym5sqO7MaVdhjSyZMnKViwoJqo0GrdujUpKSlcuHBBb7mWgYEBFhYWOZ6bXQghhBBCiA9NelaI\nbDl16hR+fn78/PPPJCYmZjrGzcXFhUuXLuHt7a1Tz0L7BnrJkiU6b/+1sjLuzMLCQuezdpaGtOMl\n3ywQmpiYSHJycobjMw0MDEhOTlbje1uhnuy0xbvSxpReIqFkyZLq91olSpTQ+ayts6GtLu3i4kJc\nXByzZ89mwYIF2NjY0L59e7p27Zpp7ZF3jSsn5s+fz9ixY3FycsLMzAxbW1s6depEx44dMTQ0fKf7\nSXu/pC0kq+3p8i6yG1fa++3OnTs8ffo0w5obCQkJ6t8NDQ31tjcyMlKvtxBCCCGEEP82kqwQWfbz\nzz8zbNgwqlWrxpw5cyhXrhxGRkZ88803fP/993rr//rrr1SvXp2vvvqKxo0b61XIHTt2LO3atdPb\nLivFWtKuo00UpF1uZGSkt22PHj3UIp/p7Vf7Flz7Fj892W2LtLKb2HjzzXx6+0r7fWbrQ2ov5i0k\nxAAAIABJREFUmS1bthAbG8uRI0cIDw/nyy+/ZOvWrQQEBGR5+qfsxpUVadumfPny7N27l9OnTxMe\nHk54eDguLi4EBgbi7++vrpeT+ymj6/A+H/KzGteb1dm1ihUrpjcdnFZ2esAIIYQQQgjxbyPJCpFl\nBw4c4NWrV3h5eVGxYkV1uXYYQVo7duwgMTGR7t27s2DBApYuXQr8742ygYEBNWrUyFEsd+/e1fl8\n7949IPPeEEWLFsXY2JiUlJRMj6t9CPz77791liclJfHixQsKFSqU5bbIKPGRdt9vo43p9u3bet8l\nJCTkeNqvOnXqUKdOHSZNmkRwcDCurq6EhoaqtQ9yMy7tw3raCsfptY2BgQG2trbY2toyY8YMvL29\n8fLyIioqisqVK6vrZPd+0vaouH//vto7B3gvQ3ne9T4vU6YMUVFRVK1aFWNj43eORwghhBBCiH8T\nqVkhMvXq1Sv179qHyje7yF+9epXIyEi9dSH1QVaj0eDk5ERISAgHDx4EUh/CKleuTGhoqM6DqqIo\nLFq0iIiIiLfGdfz4cZ3P2hgym6Yyf/78NGrUiPDwcJ48eaLznbe3N6Ghoeo+zMzMOHLkiM46Hh4e\nNG3alOfPn2e5LbS9SW7duqWuFxcXR1xcnM6+tUmNtG2oZWVlReHChQkPD9dZfvXqVeLj42nUqFGG\n551WcnIyixcv5ocfftBZrq0Doq1rkR4DAwOdGN8lLm0Rzzfb5tGjR/z000/q5wcPHvDll1/q1WfQ\nxpqYmPhO95N26qy06xw7dizDbbLqXe/zJk2akJycTFhYmM7yU6dOsWTJEp4/f56teNJeOyGEEEII\nIfIySVaIDJUsWZLTp08TGhrKxYsX1bnWv/rqK6KjowkMDGTs2LH06NEDgKCgILWHw5uGDx9O/fr1\nmTNnjvrW3NnZmbi4OMaMGcOpU6c4ceIEEydOZNu2bVl6i5yYmMiMGTM4deoUYWFhLF26lEqVKtGs\nWbNMtxs/fjzPnz9nyJAh/PDDD0RGRjJnzhy8vLzUBzlTU1NGjBjBoUOHWLp0KdHR0WzcuJHNmzfT\nv39/ChYsmOW2aNasGfny5cPd3Z2IiAgOHTqEs7Mzn3zyiU5c2hoTa9as4fDhw3pxm5iYMHr0aA4e\nPMiyZcuIioriwIEDODk5UbJkSfr27fvWNtMyMjLixo0bTJ8+nYCAAH766SciIiJwc3PDzMxMr1hm\n2jjv3LlDQEAAJ06ceKe4GjRogJmZGWvWrOHo0aMcO3aM0aNHU716dXUdc3Nzzp49y6RJk9izZw9n\nz57l+PHjLF68mJIlS6qFMXN6P7Vs2ZKSJUvy9ddfs2/fPiIiInB2dtbr7ZFT73KfOzg4UKtWLebO\nnUtAQAAxMTFs374dZ2dnLl++jKmpabZiSXvthBBCCCGEyMtkGIjI0JgxY5g5cyaurq44OzszZMgQ\nRo8eze7du9m/fz+1a9fGw8ODIkWKcOrUKRYtWpTuMIx8+fKxZMkSHB0dmTlzJuvWraN9+/Z4e3uz\nZs0aRo0aRb58+bCyssLPz09vVoT0DB06lCtXrjBlyhSePHlCvXr1mD9/fro1Kt5kbW3Nhg0b8PT0\nZOLEiaSkpKDRaPDy8tKpKzB27FjMzMzYvn07mzZtolixYjg5OalTfbZv3z5LbdG6dWsWLFjA2rVr\nGTNmDJUqVWLatGns2bNHpwdBhw4dCA4OxsfHB0tLS9q0aaMX+/DhwzE1NWXLli1s3LiRggUL0qRJ\nE6ZMmaJXIPJtVqxYgYeHB2vXruXOnTsULlyYWrVq4e/vrw6rSE+vXr04evQoCxcupGXLljRr1izH\ncZmbm+Pu7s6KFSuYOHEiFhYWjBs3jqtXr3L27FkgtTeAn58fK1asYPny5SQmJmJubk79+vWZN2+e\nuv+c3k+mpqZ8++23zJs3j5kzZ1K4cGE+++wzOnfuzLhx47LVpul5l/vcyMgIPz8/3N3d8fb25sGD\nB5QoUYKePXsyZsyYbMeS3rUTQgghhBAirzJQcnMKAyHes6ioKAYOHMjSpUtxdHT80OEI8Z8UExPD\n3G03c7TtvhXyu8xMTEyM2jNLvD/SrrlD2jX3SNvmDmnX3CNtmzukXTNvAxkGIoQQQgghhBBCiDxF\nhoEIIYR4b2JiYj50CHmetFHukHbNHdKuuUfaNndIu+YeadvcIe2aMUlWCCGEeG/+r3dlfBvp7pk7\npF1zh7Rr7pG2zR3SrrlH2jZ3SLtmnqyRZIX4V7G1teXSpUsfOgwhhBBCCCGEELlIalYIIYQQQggh\nhBAiT5FkhXhnNWvWxNXV9UOHIf6/wYMH06pVK/Vzq1atGDx4sPo5MTGRwYMHU7t2bUaOHAlAfHw8\n3bt3p1atWsybN++fDvkfNWDAAAYMGPBe9vXDDz/QsmVLatWqxYEDB97LPoUQQgghhBAyDESI/7zV\nq1djbGysfj5w4ACnTp1iwYIFWFtbA7Bt2zZ+++03Vq5ciaWl5YcKNUOzZs2iTJkyTJgwIU/FsGrV\nKkxMTPD396dq1aofLDYhhBBCCCH+ayRZIcR/nEaj0fn84MEDAHr27ImBgQGQ2tuiVKlStG3b9h+P\nLyvOnz9PmTJl8lwMDx48oGHDhjRq1OgDRSWEEEIIIcR/kwwDyYNatWrFhAkTOHLkCJ06dcLKyopW\nrVqxfft2nfViYmIYNGgQtra21KtXjy5duhAQEKCzTmJiInPmzKFZs2bUrl2bdu3asWbNGl69eqWu\n4+rqSs2aNfXiaNu2rU53+ZSUFBYvXkzjxo2pV68egwcP5saNG3rbpaSk4OXlRdu2balduzaNGzdm\n8uTJ3Lp1S10nKCgIjUbD77//zoIFC7Czs8PGxoZhw4YRHx8PwJo1a9BoNFy9elXvGL1796Zjx45q\ne7m4uPD999/j4OBAnTp16N27N3FxcVy9epUBAwZgbW1Nu3btCAsLy1YMAElJSbi7u9O2bVvq1KmD\nnZ0dzs7O/Pnnn+lfwDds3ryZTp06Ubt2bRo2bMjo0aO5fPmy+n1UVBQajYYTJ07g5eVFixYtsLa2\npnfv3ly8ePGt+w8MDKRNmzZYWVnRpUsXjh8/rrfOm8NAWrVqhZeXFwCffPIJAwYMQKPREBQUxK1b\nt9BoNOqQnhcvXrB06VLs7e2pXbs2LVu2ZOnSpTx//lzdt5eXFxqNhnPnztGhQwd69OihfnfmzBkG\nDhxIvXr1sLa2pn///pw5c0YnNo1Gg4eHB2FhYXTu3Jm6devSvn179u/fD8DNmzfVa+Tt7Y1GoyEq\nKirdttDGcv36dUaPHo21tTU2NjZMnTqVR48eZdiGKSkprF69mjZt2lC7dm0+/fRTXFxcSEhIyDQG\njUbDn3/+yZ49e9Q2BLhx4wZOTk7Y2tpSu3ZtHBwcWLt2La9fv1aPOWDAAPr06UNQUBB2dnYsWbJE\npz22b9+Ovb099erVY9iwYdy/f5+YmBh69Oih/tbfbAdFUfj222/p0KEDdevWxdbWlpEjR/Lbb79l\neN5CCCGEEELkZZKsyKMuX76Ml5cXEyZM4Ntvv6Vy5crMnTuXo0ePApCQkMDw4cMxMzPD3d2ddevW\n0aJFC+bOncvevXsBSE5OZujQoRw+fBgnJyf8/Pz47LPP8PLyUh+OssPLy4sNGzbQo0cPfH19adu2\nLS4uLiiKorPenDlz8PX1pVu3bqxfv54ZM2Zw9uxZBg4cqPOgCzBv3jzy58+Ph4cHU6dO5cyZM0yZ\nMgWALl26YGBgQEhIiM42CQkJnDt3js6dO6vLrl27xoYNG5g5cyYLFizg0qVLuLm54eLiQteuXfHx\n8aFEiRJMnTqVv//+O8sxALi7u7NlyxZGjBjBhg0bmD17NlevXmXo0KF65/6mb775hoULF9K8eXPW\nrVvHggULuHXrFv379+fOnTs6665evZqbN2+yePFi5s+fT1xcHKNHj9ZJKqUVERHBrFmzqF69Oj4+\nPowePZpVq1bpJFrSWr16Nb169QJSEx3z5s0jMDAQe3t7SpYsSWBgIOPHjwfA2dmZ7du3M3DgQPz9\n/Rk8eDABAQG4uLjo7XfFihU4OTkxf/58AM6dO8eQIUMwNDTE09OTlStXYmJiwpAhQ4iNjdXZ9vTp\n0/j7+zNp0iS8vb0xMzPDxcWFK1euUKpUKQIDAwHo1asXgYGB1KpVK8PzA5g8eTI2NjasW7eOUaNG\nsW/fPtzc3DJc38PDAy8vL/r168emTZtwdnbmhx9+YNy4cSiKkmEMgYGBlCxZEnt7e7UN79+/T9++\nfbl8+TKzZ89m/fr1dOzYEXd3d9zd3XWO++jRI7Zv386KFSvo3bu3ujwyMpJjx46xcOFCpk6dysmT\nJ5k1axbz589n+PDheHp68urVK5ycnEhKSgJgy5YteHh40LNnT9avX8/ixYt5+vQpgwYN4smTJ5m2\nlxBCCCGEEHmRDAPJo+Li4ggJCeGTTz4BwMrKCjs7O3bs2IG9vT3nz5/n2bNnTJw4UV2nYcOGVKxY\nkZIlSwLw3XffcfHiRfz8/GjatCkAjRo14unTp2zatInRo0dTrFixLMXz+vVrAgIC1LfOAI0bNyZ/\n/vw6D5/x8fEEBQUxZMgQxowZoy4vUaIEQ4cOZf/+/fTs2VNdXqZMGWbMmAGkTkt65swZDhw4wPPn\nzylbtiwNGzZk//79TJo0SR2ycPjwYRRFoUuXLup+Ll++THh4OKVKlQJSH+RDQkJwd3enU6dO6nqD\nBw8mNjaW1q1bZykGU1NTIiIisLOzUx/yIfUN+LFjx3j69CmFChXSa69nz57x7bff4uDgwPTp03W2\na9++Pdu2bcPZ2VldriiKTgLpypUr+Pr6EhcXl2EthG3btlGkSBE8PDwoUKAAkFrstH379nz88cfp\nbqPRaNQ2srKyUpebm5tjbGysLvvpp584evQoCxYsUM+7YcOGGBkZMX/+fH799Vdq1Kihbt+8eXM6\ndOigfvb09MTCwoLVq1ersTVu3BgHBwd8fX3x8fFR1718+TJHjhzB3NwcgHz58jF06FBOnz5NtWrV\n1JhKlSqlE3NGGjVqxIgRIwBo0KABV69eJSQkhPv376d7v798+ZJBgwYxZMgQAOrXr098fLyaQCpf\nvny6MVhZWWFsbIy5ubm6zNvbm7t37+Lv76/W/rC1teWPP/5g8+bNjBkzhoIFCwKp13jXrl3UqVNH\nJ54bN26wadMmTExMaNq0KaGhoYSHh7Njxw7q1asHwJ07d5g1axbXrl3jk08+ISIiAktLS4YOHaru\np27duuzevTvDe1QIIYQQQoi8THpW5FEff/yxmoQAMDMzo06dOuqQiOLFiwPg6+urMxyhZ8+eNGnS\nBICTJ09SsGBBNVGh1bp1a1JSUrhw4UKW44mPjycxMZHGjRvrLG/ZsqXO5+joaBRF0UkGQOqDqomJ\nCT/99JNeLG8qV64ciqKo3fYdHR35888/iY6OVtc5ePAg9erVo3z58uqyKlWqqA/hABYWFgBqW7y5\n7PHjx9mKoUSJEkRGRnLw4EGSk5PV4w0dOjTDh8ALFy7w7NkzvX1XrlyZSpUqERMTo7P8zdk7ADXZ\n8PDhw3T3D/Dzzz9Tr149NRmg3X/FihUz3CarTp48CaBXw0Ib57lz53SW29raqn9PTk7m9OnTNG/e\nXCc2ExMT7OzsOH/+vM62NjY2aqIC/nfumQ3dyEzatmzSpAmKonDt2rV013dzc9NJKAFqG/7111/Z\nOnZUVBQVKlTQK1LasmVLXrx4oTO0x9TUNN3ki7W1NSYmJurnMmXKYGZmpiYqQP9eLlGiBL///js7\nd+7kxYsXQOp/I0aOHEnp0qWzdQ5CCCGEEELkBdKzIo/SPoy8qXjx4urDjo2NDc7Ozvj4+BAWFkaV\nKlVo1aoVX3zxBRUqVABS374+ffpUr8CilnZMflbcu3cPQO/NtLYXh5Z2eEPaByRDQ0OKFy+uN/wh\n7fb586fektrhFe3bt2f+/Pns3buXhg0bcv/+faKjo9WeEFpp49Lu583l2mVv1g7ISgzz589n7Nix\nODk5YWZmhq2tLZ06daJjx44YGhqSnozaQXu8tO1QokSJdGNIG+ubMuopUKpUKZ36IDmhjS9tckor\n7b1TtGhR9e+JiYkkJyezZcsWtmzZoretgYEBycnJGBkZATk798yULVtW57O2jbSFRdO6ceMGvr6+\nREREcO/ePVJSUtTvMhvmk547d+5keM2132sVLVpU7S2UXrxaRkZGOu0L+m3k4uJCXFwcs2fPZsGC\nBdjY2NC+fXu6du2qk/gQQgghhBDi30KSFXlUvnz6nV4URdFZPmbMGHr27Mn333/PsWPH2LhxIxs3\nbmT16tV8+umnQOqDj5+fX7rHeNsb1zcf1DJ6aEu7PL2Hr7ftIzOFChWidevWfPfdd8yZM4cjR44A\nqMU1/wnly5dn7969nD59mvDwcMLDw3FxcSEwMBB/f/90r9Xb2iHt95mtn9l+0pPTh/z07Nq1S00q\nvCm9B+q0evToQf/+/dPd75ttlpNzz0za/WnbKb3jPH36lP79+/Py5UsmTpxIzZo1KVCgAMePH8fD\nw+Odj51ZDNqEw/tgbm7Oli1biI2N5ciRI4SHh/Pll1+ydetWAgIC1KEnQgghhBBC/FtIsiKPSlsE\nElJ7N6R9SCxRogR9+vShT58+3L59my+++EJNVpQpU4aoqCiqVq2KsbFxhscyMDDg9evXvH79Wuch\n8u7du2oPD+2bXW0PC620b/C1CZCEhASdYRopKSncu3cPOzu7rJy+DkdHR0JDQ4mMjOTQoUM0adJE\nHQbzTzEwMMDW1hZbW1tmzJiBt7c3Xl5eREVF6Qw10dK2w+3bt/W+S0hIyLCmRHYULVpU73pA6tCF\nd00AaKfoLFq0qM51zGpcxsbGpKSk6NS1+KfcvXuXcuXKqZ/v378P6CdYIHXYxp07d1i4cKFOLZUf\nf/wxR8cuU6YMN2/e1Fuu7YmS20My6tSpQ506dZg0aRLBwcG4uroSGhqqc25CCCGEEEL8G0jNijwq\nLi5OZ1rQZ8+eERsbqw7pOHDggN6b3zJlylCjRg21zkGTJk1ITk7Wma4T4NSpUyxZskSdmaNw4cIo\niqKTeDh16pTOzB0VKlSgUKFCai0DrWPHjul8trW1JV++fGoPCK2IiAiSkpJo1KhRdpoBgGbNmlG8\neHF27tzJyZMndQpr5rYHDx7w5Zdf6tX3sLe3B1KHPKTHysqKwoULEx4errP86tWrxMfH56gd0qpZ\nsyYxMTG8fPlSXXbp0qV3HgIC/6v1sW/fPp3lV65cYd68edy9ezfDbfPnz0+jRo0IDw/Xm4nC29ub\n0NDQHMWU2cwob0o7fWtkZCSGhoZUr15db13tkI836528fPmS3bt3A/q9VN4WQ5MmTYiPj9eZnhZS\nfycFCxZ860wmOZGcnMzixYv54YcfdJZr79HM6p4IIYQQQgiRV0nPijyqfPnyjB8/nrFjx1K8eHHW\nrl3Ly5cv6du3L5D6QOjr68ujR49o164dJiYmnDt3jhMnTjBhwgQAHBwc8PPzY+7cuTx//pzq1atz\n+fJlVq5cSe3atTE1NQVSZ3LYuHEjCxcuZPDgwSQkJKjTpWrlz5+fbt26sWnTJpYtW0bz5s359ddf\nCQ4O1um1UaZMGXr37s3mzZspWrQo1tbWxMfHs3LlSiwtLXM0fCN//vx06tSJTZs2UaBAAb2ij7nJ\n3Nycs2fPcvLkScaNG0fFihV59OgR69ato2TJkhnWdDAxMWH06NEsW7ZMba+7d+/i4+NDyZIl1ev4\nLnr16sXx48eZOHEiAwYMIDExEU9PTypVqqQWAs0pa2tr7O3t+eabb8ifPz82NjbEx8fj6elJwYIF\nKVKkSKbbjx8/ngEDBjBkyBAmTJiAsbExoaGh7Nixg+XLl2c7npIlSxIeHk6NGjWoXr06VapUyXDd\no0ePYmJiQoMGDTh37hwhISF8/vnnFC5cWG/dOnXqYGRkxOrVqzExMeHJkyesXr0aBwcH1qxZw8GD\nBylbtqw6y87bYujTpw9bt27F2dmZCRMmYG5uzokTJ/juu++YNGmS+pt7n4yMjLhx4wZ79+5l4sSJ\nWFpa8vz5c7Zv346ZmZla5PX06dMMHjyYJUuW/KMJPyGEEEIIIXJCkhV51Mcff8ygQYNwd3fn+vXr\nlC5dmq+++kp9OHZwcGD58uVs3LiRkJAQFEWhXLlyTJ06lYEDBwKpDzF+fn64u7vj7e3NgwcPKFGi\nBD179tSZVrRZs2ZMmjSJHTt2MGrUKGrUqMHixYtZtGiRTkwuLi4kJSWxa9cutmzZQt26dVm5ciV9\n+vTRWc/NzY3ixYuzY8cOPD09KVKkCC1btmTKlCmZDkfJjKOjI5s2bcLe3v4fHX9vYGCAn58fK1as\nYPny5SQmJmJubk79+vWZN2+eXuHDNw0fPhxTU1O2bNnCxo0bKViwIE2aNGHKlCmZbpdVbdq0wc3N\nDT8/P0aNGkXlypVxdXUlODg4WzO9ZGTlypV4e3sTEBDAqlWrKFKkCG3btsXJySndGhVvsra2ZsOG\nDXh6ejJx4kRSUlLQaDR4eXnRrl27bMcyceJElixZgqurK4sWLco0WbFgwQLWrFnD2rVrMTAwoGvX\nrri5uaW7bpkyZVi2bBkrV65k5MiRVKxYkTFjxuDg4MDFixfZvXs3hQoVwsXFJUsxfPTRR2zdupVl\ny5YxZ84cnj9/TqVKlZgzZ857SVBlZMWKFXh4eLB27Vru3LlD4cKFqVWrFv7+/mrSUVEUXr169V5r\nmgghhBBCCJFbDJScVD0UuapVq1ZUqFCBDRs2fOhQ8oxr167RoUMH1q1bR/PmzT90OCIP8vLywtvb\nm+PHj6s1N0TOxMTEMHebfu2NrNi3wvE9R/PfEhMTg42NzYcO4z9H2jV3SLvmHmnb3CHtmnukbXOH\ntGvmbSA1K8S/wrp166hYsaI6y4kQQgghhBBCiP8uGQYi8qykpCQuXrzI4cOHCQoK4ptvvnnv01wK\nIYQQQgghhMh7JFkh8qx79+7Rt29fzM3NmT9/Pm3atPnQIQkhhBBCCCGE+AdIsiIPSjvd5f9VFhYW\n/Prrrx86DPEvMWHCBHUmHPHupPaEEEIIIYT4kKRmhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5Fk\nhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBC\nCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGE\nEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEII\nIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIU\nSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYI\nIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQ\nQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQggh\nhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAi\nT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT5FkhRBCCCGEEEIIIfIUSVYIIYQQQgghhBAiT8n/\noQMQQgiR93SZEvKhQ/jv2nYzw6/2rXD8BwMRQgghhMi7pGeFEEIIIYQQQggh8hRJVgghhBBCCCGE\nECJPkWSFEEIIIYQQQggh8pT/U8mKoKAgNBoN0dHRHzqUbLt58yYajYagoCDgf+dy82bGY5/FPy8q\nKgqNRkNIiIz3z22zZs1Co9F86DByjfY3v379+g8dihBCCCGEEP+4/1PJCiFyW61atQgMDKRFixZZ\n3iY5OZm6devmauJp1qxZeHl55dr+xbvz8fHB1dU11/Z/+/bt/3RyRwghhBBC/LdIskKI96hQoUJY\nWVlhbm6e5W1+++03Xrx4kYtRwfnz53N1/+Ld5fY1OnfuXK7uXwghhBBCiPdJkhVpaLte+/j46CwP\nCQlBo9EQFRWlLtu9ezeOjo5YW1vTsGFDBgwYoPO9q6srNWvW1DtG27ZtGTBggM6ybdu20alTJ2rX\nro2dnR2jR4/m6tWrWYp5zZo1aDSadNfv3bs3HTt2zHBbjUbDrFmzdJZFR0frDDkBCA8P54svvqBB\ngwZYW1vTo0cPDh48qLPdn3/+yZQpU7C1tcXKyoouXbqwY8eOLJ1DTs//+fPnLFmyhBYtWlCvXj26\ndevGoUOHdNa5ceMGTk5O2NraUrt2bRwcHFi7di2vX79W1xkwYAB9+vTht99+Y8CAAVhbW9OiRQtW\nrFhBSkqKut7vv//OmDFjsLOzo06dOjg4OLB69Wp1X+kNA8nsPvHy8qJHjx4AtG7dmlatWqnbnTlz\nhoEDB1KvXj2sra3p378/Z86c0Tk3jUaDh4cHYWFhdO7cmbp169K+fXv2798P/O9+/v333/H29ta7\nh9/k5eWFRqPh+vXrjB49Gmtra2xsbJg6dSqPHj1S13v48CFz587F3t4eKysrPv30U2bNmkViYqLO\n/nbt2kWXLl2oXbs2tra2TJ48mT///FP9PqMhMz4+PnpDnI4ePareHw4ODgQHB6d7DhEREfTt25d6\n9epRt25devbsyeHDh7PVZgkJCdSoUYOlS5fq7X/nzp1oNBpiY2PV9rp16xbDhg1T75ldu3aRnJzM\nokWLaNKkCba2tsyePZuXL1+mG7M2pmPHjhEcHKz329O2ZevWralduzafffaZ3lC2Cxc6CikpAAAg\nAElEQVQuMHLkSGxsbKhXrx6Ojo7s2bNH/d7V1ZWJEyeqx0r73x8hhBBCCCHyGklW5FB4eDgzZ86k\nRYsWrFu3Dnd3dz766COGDx/OH3/8ka19bdu2jXnz5tG6dWs2btzI7NmzuXTpEiNGjODZs2dv3b5L\nly4YGBjoPfQlJCRw7tw5OnfunK140vrll18YP3481apV45tvvsHHx4dPPvmEiRMnqg9NDx8+pF+/\nfsTGxuLm5sa6deto0qQJc+bMYePGjZnu/13Of8KECezevZvx48ezZs0aatasiZOTE8ePHwfg/v37\n9O3bl8uXLzN79mzWr19Px44dcXd3x93dXWdfDx48YOrUqXTt2hVfX19sbW1Zu3Ytu3btAuDly5cM\nGzaMxMREvvrqK/z8/OjevTs+Pj6sWbMm3fjedp/06tWL8ePHA7B69WpWr14NpL4FHzJkCIaGhnh6\nerJy5UpMTEwYMmQIsbGxOsc4ffo0/v7+TJo0CW9vb8zMzHBxceHKlSuUKlWKwMBAAHr16kVgYCC1\natXKtE0nT56MjY0N69atY9SoUezbtw83Nzf1ezc3N44cOcLkyZPZuHEjU6ZM4cSJE0yaNEldx8/P\nDzc3N2xtbVm/fj2zZ8/mwoUL9O/fnydPnmR6/LSuXLnChAkT+Oijj/D09GTq1KkEBgYSExOjs15k\nZCQjRoygcOHCeHh44O3tjYWFBePHj1fvh6y0WenSpbG1teXAgQM6CS2AgwcPUrFiRerUqaPTHm3a\ntMHHx4ePP/6YL7/8kunTpwOwcuVK+vXrx86dO9m2bVuG5xgYGEjJkiWxt7cnMDAQe3t79btjx45x\n5MgR5s6dy5IlS7h37x7Tpk1TY0tISGDIkCE8evSIlStX4uvrS6VKlZg+fTrHjh0DYPz48fTq1Us9\n1rx587J1DYQQQgghhPin5f/QAfxbnTx5kiJFijB58mR1ma2tLRs2bCA5OTlb+3r48CGff/65zr6e\nPHmCm5sb58+fp0mTJpluX7ZsWRo2bMj+/fuZNGkSBgYGABw+fBhFUejSpUu24kkrKiqKV69eMWPG\nDAoVKgRAkyZNqFq1KsbGxgBs376dhIQE9u/fT9WqVQFo3Lgxt2/fxsfHh379+pE/f/q3W07P/9y5\nc/z44494eHiovUcaNWrE+fPnCQkJoUWLFmzbto27d+/i7++PpaUlkHqd/vjjDzZv3syYMWMoWLAg\nANevX8ff3x87OzsArKysCA0NJSoqij59+nDlyhUSEhL48ssvadmyJQANGjSgXLlyGZ7b2+6TChUq\n8PHHHwNgaWlJuXLlAPD09MTCwoLVq1dToEABtT0dHBzw9fXV6flz+fJljhw5og49yZcvH0OHDuX0\n6dNUq1YNKysrAEqVKqX+PTONGjVixIgR6vldvXqVkJAQ7t+/T7FixYiIiKBnz57qfVW/fn0qV67M\n+fPnefXqFUlJSfj4+NC5c2edJIdGo6Fz584EBgYyePDgt8ahtXPnTl69esXKlSspXbo0AA0bNtSr\nC/LNN99QokQJvLy81PtS22Zr1qzRWf9tbebo6IirqytRUVHq/ffo0SOioqIYOXKkznGbNm1Knz59\n1M+DBw/m4cOHajLM1taWoKAgYmJiGDJkSLrnaGVlhbGxMebm5uo1evr0KZBaayIsLEy9x65fv46X\nlxfXr1+natWq3Lx5k/r16zN58mS1JkXdunUJDw8nNDSUli1bUq5cOUqVKqUeSwghhBBCiLxOelbk\nUPHixXn48CFr1qzh8ePHABgbGzNy5Ej1YT2rxowZw5IlS3SWVaxYEUh9UMkKR0dH/vzzT53u4QcP\nHqRevXqUL18+W/GkVbx4cSD1LfG9e/fU5UOGDFHfMJ88eZJq1arpnXurVq1ITEzkxo0bGe4/p+cf\nGRkJpD6QahkYGLBv3z71QTEqKooKFSqoiQqtli1b8uLFCy5evKguMzMzUxMV2s9FixZVh0AUK1aM\nfPnysXHjRq5cuaKu17FjR9q1a5dujDm5T5KTkzl9+jTNmzdXExUAJiYm2NnZ6dU2sLGx0amRoU1+\nvDl0IzveHIoCqYkpRVG4du0aACVKlOC7777j1KlT6tv9unXrMnDgQAwNDblw4QKPHz/Wa5Pq1atT\nvnz5bNdm+Pnnn6lSpYqaqAAoUqQI1tbW6ufk5GTOnj3Lp59+qiYqAIyMjGjatCmxsbE6ScS3tVm7\ndu0wNTVl79696jrh4eEkJyfr9VR6M5lmYWEBoHMfAZQpUybH16N58+Y6yTDtMR48eKCei3YomJap\nqSklS5bkr7/+ytExhRBCCCGE+NCkZ0UODR06lF9//RV3d3c8PT2xsrKibdu29OrVi8KFC2drX3fv\n3sXX15fw8HDu3Lmj81ClKMr/Y+/O43rK/geOvyoVUnbKMrb4iKJNqcauyQxNZmxfS0ZirCFjRkia\nUcYyRCVlzb41zFhCQ2FsRRjDl6/d2EZIDINS/f7w+Nxfn/bQ1My8n3/pfu4995xzz+fzcN73LIVK\no0uXLnzzzTds27aNVq1akZyczIkTJ5g0aVKR8pIbV1dXTp06xdq1a1mzZg1mZmZ06tSJPn36UL16\ndQCSkpK4du1anrsNJCUl5dk5f9PyJyUloaWlRZUqVfI9J2snVy1rvtXUQZmsdHV1lQ65iYkJAQEB\nBAYG0rVrV2rXrk379u3p1asXZmZmud7/TdpJSkoKaWlprFmzhjVr1uT4XEtLi7S0NHR1dYHXwYOs\n1B3b7FMYCqtWrVoaf6vrV905njdvHmPGjGHQoEFUrFgRR0dH3NzclKkL6jodM2ZMrumr3/AXVnJy\ncq7XZD326NEj0tLS8nzWaWlpPHr0SLmmoDozMDCgU6dOxMTE4O/vj76+PjExMTRv3pyGDRtqXJu1\n/anTqVy5ssY5urq6hf4uZ5e9XarvkZ6erhzbuHEjmzdv5tq1axrTbNRBGCGEEEIIIf5uJFhRSNk7\nGvr6+gQHB3P58mViYmLYv38/s2fPZtWqVWzcuBFjY+NCpZWZmcmQIUO4cuUKXl5eWFtbY2BgwPnz\n54sUaKhQoQKdOnVi9+7d+Pn5sW/fPoB8F9csLC0tLaZNm4anpyc//fQT+/fvZ+HChURGRrJmzRqa\nNm0KQNOmTZk5c2auaainN2T3NuXX0tIiMzNTo+Oe2zl53Tf753mdm1WPHj1wdnYmNjaWuLg4tm7d\nyrp16wgMDKRHjx45zn+bdtKzZ08GDBiQ62fa2v8/KKow+S6K7Ollrytzc3P27NnD4cOHlXrYtWsX\nn3zyicbz9/f3x9LSMkf6+vr6+d4/+3ctr05+1mBMfnXwps/azc2NHTt2EBcXR9u2bXOsy1FaREZG\n8u233+Ls7IyXlxfVqlVDW1ubESNGlHTWhBBCCCGEeGMSrMhG3QnMugMEwP3793M939TUFFNTU0aO\nHEl8fDwDBw5kw4YNjBs3Di0tLTIyMsjIyNDoXD548EAZyn3x4kXOnz/P8OHDNebCX7t2rch5d3Nz\nIzo6mmPHjhETE4ODg0OuowWy0tLSylHWrKMNsqpTpw4eHh54eHhw6dIlevfuzbJly5gzZw7Gxsbc\nuHEjzxEGeXmb8qvfot+/f19jNMDz589JT0+nQoUKGBsba+wqoXbv3j2NNIrCyMiI7t270717d548\necLAgQMJDg7ONVihll87ya5y5cro6enx6tWrItfnu/DgwQON4FJycjKgOYJAV1eX9u3b0759e9LT\n0/Hz8yMqKoqRI0cqdaqnp5dv/gv7XatcubLG9CO1rFMcKleujL6+fq7Thu7du4eenl6O0Q4FcXJy\nonr16sTExJCRkUFaWto7Cf69a9u2bcPExITg4GClTjMyMnj8+PFbTwETQgghhBCipMiaFdmoh+bf\nuXNH47h6VX210NBQja0B4fXChBUqVODx48dKWpmZmRppHT16lOfPnyt/qztqWYe0Z2RksH79ekBz\nqHdB3n//fapWrcqmTZs4cuRIoRbWNDQ0LLCsa9euJTIyUuNY48aNqVOnjlJWBwcH7ty5k2NLxejo\naEJDQ/N8O/425Ve/tVePIlHr378/Q4YMUfJ18+ZNLl68mKOMBgYGBe6MkdXhw4fx9/fXKIuRkRG2\ntrZKPWRXmHaifsuvHilQpkwZ7OzsiI2NzbFzRmhoKNHR0YXOc1aFbUvZd844duwYOjo6NG7cmN9+\n+43JkydrBAV0dHSUxStTUlKwsLDA0NCQ7du3a6STmpqKr6+vsptJbt+1V69ecejQIY3rmjVrxtWr\nVzXumZycrLH2RZkyZWjVqhWHDh0iNTVV455HjhzB2to6z0VQ86Kjo0PXrl2VLUXt7OzeKLhVFEX5\nvqulpaUpoynUvv/+e/7880+N9NTt7E3uIYQQQgghxF9NRlZkY2hoiJWVFXv27MHW1pbatWuzY8eO\nHP/BT0lJYenSpSQnJ9OiRQvS09PZuXMnz58/p2vXrsDrhfFWrlxJQEAAgwYN4t69eyxdupQGDRoo\n6TRs2JDKlSuzevVq5S1oZGQk1tbWJCQkcODAASwtLSlXrlyBeS9Tpgxdu3Zl1apVlC1bFmdn5wKv\nadu2LdHR0URGRtKsWTMOHjzIzZs3Nc5JTU1lzpw5pKSk4OjoiLa2Nj///DOXLl1SRkP07duX9evX\nM2bMGCZNmoSJiQmnT58mJCQENze3PIfdF7b8jRs3znGtnZ0djo6OfPfdd5QtW5b69euzc+dOzp07\nR3h4uJKvtWvXMm7cOLy8vKhUqRKHDh1i9+7deHt7F6pe1QwNDdm0aRMpKSl8+umnGBoacvnyZX74\n4Qc+/vjjXK8pTDtRr5+watUqrK2tcXFxYfTo0bi7u+Ph4YGXlxd6enpER0ezceNGvvvuu0LnWa16\n9erExsZiZmZG48aNc6y7kFVcXBz6+vrY2tpy+vRpfvzxR7p3746hoSE6OjocPHiQCxcuMHToUExM\nTLh//z4hISE0btwYMzMzdHV1GTlyJLNmzWLixIn07NmTp0+fsnz5cs6dO4enpycAjRo1olatWmzY\nsAFTU1OMjIxYu3Yt1apV02iDPXr0YMOGDYwdO5aRI0eSlpZGaGgo9evX1whCjRo1Cnd3d8aMGUO/\nfv3IzMxk/fr13L9/nzlz5hS5zgC6d+9OZGQkBw8eJCAg4I3SKKzq1auTkJBAdHQ09erVo2LFioW6\nztbWlvXr17N69WrMzMw4cuQI8fHx2Nvbc/78eY4ePYq1tbXSziIiImjSpAmdO3cuzuIIIYQQQgjx\nViRYkYsZM2Ywbdo0AgMDKVeuHD169KBLly7K23oAHx8fjIyM2LhxI/Pnz6ds2bI0btyY8PBwbG1t\ngdcjHby9vdm4cSPDhg3DzMyMb7/9lsDAQCWdcuXKsWDBAgIDAxk9ejQ1a9bks88+Y8CAASQlJbFz\n50709PQ0tr7Mj5ubG6tWraJDhw7Klpz5mThxIn/++SehoaFoa2vj4uKCv7+/Rufbw8MDbW1toqKi\niIyMREdHh/r16zN79mxl9IaRkRHr1q1j7ty5BAQE8PTpU0xMTBg1ahSDBw/O8/6FLb96d4/sQkJC\nCAoKYsGCBaSkpFC/fn0WLlyoLPao7gDPmTMHPz8/nj9/Tv369fHz86Nfv36FqlO1Fi1aEBERQURE\nBOPHjyc1NRUTExMGDRqUYztLtcK0EwcHB9q1a8eGDRvYvXs3nTt3xsrKisjISIKDgxk7diyvXr1C\npVIREhKS584j+Rk7diyzZs3Cx8eHwMDAfIMV06dPJyIigsWLF6OlpcUnn3yibEFavnx51qxZw7x5\n85g+fTpPnjyhWrVqODo6MnbsWGXtkMGDB2NoaMiqVavw8PBAT08POzs71q5dqwTrdHV1CQoKIiAg\ngEmTJlGpUiUGDRqEgYEBp06dUvJjbm7O3LlzWbBgAaNGjcLExIRhw4Zx5coVjWCFtbU1y5YtY8GC\nBXh5eaGlpYW5uTnLli2jVatWRa4zADMzM5o0acL169dxcXF5ozQKa8SIEUyePBkfHx/GjRtX6Oc8\nduxYHj16pEwDadOmDaGhoZw5c4avvvoKb29vtm3bxocffsjWrVsJCwuTYIUQQgghhCj1tDLfdIl6\nUSpdvXqVDz/8kCVLltC2bduSzo74GwkJCSE0NJQDBw7ku/Dnv02fPn2oVasWQUFBJZ2Vv0xiYiL+\n63Ku9SKK3/a5biWdhb+lxMREbGxsSjob/zhSr8VH6rZ4SL0WH6nb4iH1mn8dyJoV/zBLliyhXr16\ntGnTpqSzIsTfXkJCAqdPn6Z///4lnRUhhBBCCCH+VWQayD9Aamoq586dY+/evWzZsoWFCxe+8+0s\nhfg3uXLlCufPn2fmzJk4OzsrU3aEEEIIIYQQfw0JVvwDPHz4kH79+lGpUiW++eYbmYsuxFsKDAwk\nISGBTp06aawxI0RxS0xMLOks/G1J3RUPqdfiI3VbPKRei4/UbfGQes2brFkhhBBCg6xZUXJkzYo3\nI3N+i4fUa/GRui0eUq/FR+q2eEi9ypoVQgghhBBCCCGE+BuRYIUQQgghhBBCCCFKlQKDFR07dmTQ\noEF/QVberVu3bqFSqdiyZQsAW7ZsQaVSceLEiSKl4+7ujru7e3FkEYCwsDBUKhW3bv29h1y7u7vT\nrVu3ks7GO1OY9hISEoJKpSI5OfkvzFnp5ePjQ8eOHUs6G38rHTt2xMfHB/j/36ywsLASzpUQQggh\nhBAlr8BgxaJFi5g2bdpfkZdCO3HiRJE7RR06dCAqKgozM7NiypX4J8mtvTg7OxMfH1+CuRL/ZDVq\n1CAqKoqePXuWdFaEEEIIIYQocQXuBqJSqf6KfBTJL7/8UuRrKleuTOXKlYshN+KfKHt7SU5O5rff\nfivBHIl/Oj09PSwsLEo6G0IIIYQQQpQKRZ4GcunSJUaMGIGjoyMtWrTAxcWFRYsWkZGRkWca6iH1\nly5dYvr06Tg6OmJjY4Onpyc3b97UOPfs2bN4enpibW2NhYUFrq6ubN68Wfnc3d2d2bNnc/v2bVQq\nlTKEuiDZh/VnHcL/xRdfYG9vj729PWPHji1wWL+vry+WlpacOXMGgIyMDBYvXoyLiwvm5uY4OTnh\n5+fHo0ePNK47ffo0PXr0wMLCgvbt27N06dJC5R1g165dfPrpp1hYWGBnZ8fAgQNzBG1UKhVBQUHs\n2rWLbt260bJlS7p06cKOHTsAuHfvHmZmZsyePTtH+ps2bUKlUjFkyBBatGhBWlqa8llCQgIqlYov\nvvhC45rp06djb29P1g1lrly5gru7Oy1btsTR0ZHg4GCNawpTV+pndfjwYT799FOcnJyUz/73v/8x\nfPhwbGxsaNmyJT179iQmJibPenv27Bnm5uYsXLhQ47i7uzsqlYrr168rx5KTk2natCmrVq3SaC9b\ntmzBwcEBgIEDB+YI4D179oyvvvoKW1tbrKysGDduHE+fPs0zT/D/z2r9+vV06NABS0tLPD09SU5O\nJjExkZ49e2JpaYmrq6symmPHjh2oVCoOHDiQI70vvviCVq1akZqamuv9OnbsyIQJEwgPD8fW1pY1\na9YAhW+7N27cwNvbG3t7e1q0aMGHH37IihUr8v3e51fuvNqo2oMHD5g6dSqOjo6Ym5vj7OxMUFAQ\nL1++VM5Rf4fv3LmDp6cnVlZWtGvXjs2bN5OWlkZgYCAODg7Y29szdepUjWsBNm/ejKurK+bm5tjb\n2zN+/Hhu375dYBkePHjApEmTcHJywtzcnI4dOzJ79myN9H18fGjbti137txh2LBh2NjY4OTkxNSp\nU/nzzz9zTTf7NJD4+HhUKhWHDh0iJCSEdu3aYWVlxX/+8x/OnTunce3t27eV3zH17+bGjRsLLIsQ\nQgghhBClVZEW2Hz58iWenp6kpKQwY8YMli9fTo8ePQgLCyMiIqLA67/++mvKlClDUFAQX375JceP\nH9foAF+5coUBAwbw9OlTZs6cyeLFi7GxscHX15f169craXTo0IHq1asTFRXF6NGji1hkTd7e3jRq\n1IiQkBCGDBnC7t27mT59ep7nr1ixgu+//57vvvuOFi1aABAYGMiCBQvo1q0bK1asYNy4cezbtw9P\nT0/S09OB1x3hoUOH8vz5c+bMmcPXX3/NqVOn2L59e4F5PHDgAOPGjaNp06asWLGCWbNm8ejRIwYP\nHsy9e/c0zk1ISGDFihV4e3sTGhpK+fLlmTBhApcvX6ZmzZrY29uzc+fOHJ3MPXv2UK9ePTw8PHj5\n8iX//e9/NdKsVKkSJ0+e1LjmxIkTtG7dGi0tLQCeP3/O5MmT+fTTTwkPD6dFixYsXLiQI0eOKNcU\npq7UFixYwH/+8x8l0HDz5k369etHUlISs2bNIiwsjPr16zNmzBj27t2ba90ZGBhgbm7OqVOnlGOp\nqan88ssvVKpUSWNf45MnT5KZmYmjo6NGGh06dODrr78GXre/qKgojc/9/f1p2LAhCxcuxN3dnV27\ndrFkyZJc85PVsWPH2L9/PwEBAXz55ZccOXKEKVOm8M033zBkyBCCg4NJT09nzJgxpKam0rlzZwwM\nDNi2bZtGOqmpqezfv58PPvgAPT29PO939epVjh49Snh4OJ06dQIK9zxevHiBh4cHFy5cYMaMGSxb\ntozWrVszc+ZM5XtZFPm1UbURI0YQFxeHr68vkZGRuLm5ER4ezvz583Ok5+vrS+fOnQkLC6N27dpM\nmzaNiRMnAjB//nz69+/Ppk2bWLdunXLN8uXL8fX1xd7enmXLljF16lTOnj2r/P7k5eXLl3z22Wf8\n/PPPjBs3juXLl+Pu7s7q1atzBE7T0tLw8vLi/fffZ9GiRXz88cds2rSpyGtSLFq0iFu3bvHtt9/y\nzTffcP36dYYPH648n8ePH9O/f3/OnDmDr68vS5YswcHBAT8/P1auXFmkewkhhBBCCFFaFDgNJKvL\nly9z7949pk2bRvv27QGwtbWlTp06lClTcFLGxsZMmjQJAHt7e44fP87OnTt5/vw55cqVY+nSpWRm\nZrJo0SKqVKkCgIODAxcuXCAiIoK+ffvSsGFDKlWq9M6GTFtaWjJy5EgA7Ozs2LdvX57rEhw4cIDZ\ns2czefJkOnfuDMDdu3dZv349Q4cOxcvLC4BWrVpRvXp1hg0bRlxcHJ07d2b79u08efKEpUuX0rJl\nSwCcnJxwdnYuMI+///47HTp0YPr06ejo6ABQtmxZBg0axM8//6wxx/3ixYvs27ePSpUqAaCtrc3g\nwYNJSEjA1NQUNzc3fHx8iI+PV0YLPHnyhPj4eD7//HNsbGzQ09Pj5MmTSj5PnDhB9+7diYyM5Pff\nf8fY2Jg//viDixcv0q9fP+Xet27dIjAwkNatWwPw3nvvERcXx+HDh3F0dCx0Xak1a9aM3r17K38v\nXrwYLS0tlixZQtWqVQFwdHTk+vXrhISEaFyblYODA6tXryYjIwNtbW3OnDmDtrY2Li4uJCYm0qNH\nD6WcNWrUwNTUVBk1A6+nhDRo0ACABg0a5Gh3LVu2ZPjw4cDrdr1jxw6OHDmCt7d3vs/1xo0brFq1\nCn19fZycnIiOjiY2NpaNGzdiaWkJQFJSElOmTOHq1as0bdoUFxcXdu3axbNnzzAwMADgyJEjPH36\nFFdX13zvd/78eQ4ePEj16tWBwrfdu3fvolKpGDBggDLKxdbWlv379xMdHU3//v3zvW92BbXRlJQU\natasSf/+/fnoo4+U+x05coRdu3YpgQg1Jycn+vbtq/w9aNAgHj9+zLx584DXz2TLli0kJibi4eHB\n8+fPCQsLo1u3bvj6+irXqVQqunXrRlRUVJ6LCkdHR3P58mUiIiKU30A7OztSUlIIDw/H29ub9957\nD3gdoBw/fjy9evVS6jY6OrrI655kZmYya9Ys5e/Lly8THh7O9evXadSoEevXr+fevXvs2LGDRo0a\nAdC6dWt+//13wsLC6N+/f6F+n4UQQgghhChNijSyokqVKmhra7Ny5UqNt6AfffQRH3zwQYHXq9/m\nqtWpU4fMzEyePHkCvB72bGVlpQQq1Nq3b8/du3cLNUS7qLLnqXbt2kp+srp06RLe3t589tlnGruD\nxMfHk56eniPo4OTkhJ6eHqdPnwbg119/pXz58spoDIAyZcpoTHHIS58+fQgPD1cCFYDSIfr99981\nzrWxsVE6geryAEqZPvjgA8qVK6fxdj42Npa0tDS6detG2bJlsbS0VEZRpKWlcfr0aTp06EDt2rWV\naTQnT54kIyNDYxRC+fLllUAFgImJCVpaWsqUgsLWlZqdnZ3G30eOHMHW1lYJVABoaWnRoUMHLly4\nwIsXL3Ktv9atW/PHH39w6dIl4HVQwtzcHCsrK42RFSdOnFACOEWRfbHXWrVq5ZhGkRsrKyv09fWV\nv42NjSlfvrwSqIDXdQjwxx9/APDxxx/z/PlzfvrpJ+WcPXv2ULNmzRz1lV2DBg2UQAUU/nk0aNCA\nRYsWabRVLS0t6tSpw927dwssZ3YFtdFKlSoRGhpK9+7dNa6rV69ervfL+szU9ZV9dIyxsbGS/tmz\nZ/njjz9y/GY1btyYunXr5rsmTkJCAnp6erRp00bjeLt27QA02hNo/r5oaWlhYmKS6+9LfrK3L3V9\nPX78GHj9vTA1NVUCFVmvS0lJ4caNG0W6nxBCCCGEEKVBkV63mZiYEBAQQGBgIF27dqV27dq0b9+e\nXr16FWqXjawdJUB526de8yApKYlWrVrleV1SUpLyH/V3JXuedHV1c0yRSElJYfjw4aSmpjJkyBCN\nz5KSkgCUt/PZqadpJCcnU7lyZWXKhFqNGjUKzOOzZ89YvHgxu3fv5u7duxpz47OuFwFQrVo1jb/V\ndawuk4GBAZ06dSImJgZ/f3/09fWJiYmhefPmNGzYEHjduVcP7z979iyvXr2iZcuWSue+W7dunDhx\ngjp16lC3bt08762trY22trZy78LWlVr2oFVSUpIyrz83SUlJShAnKysrK8qWLSJDS/wAACAASURB\nVMupU6dQqVQcP34cGxsbrKysuH79OsnJyZQtW5bz588zYMCAXNPOT251Xpi1HLKXT1dXN8cisNmf\nn729PcbGxmzbto3u3bvz6tUrYmNj+eSTT9DWzj/2mFt9QuGex+7du1mzZg0XL15UOsnAG30fC2qj\nAEePHmX58uX8+uuvpKSk5GjnWWUtlzqt7PWoq6ur8TsDMGbMmFzTy+87mZSURLVq1TQCh6D5G6Wm\no6OT6zMu6jofBdVXUlIS165dy/d7kT2QIYQQQgghRGlX5LHBPXr0wNnZmdjYWOLi4ti6dSvr1q0j\nMDAwz05PYWXvyKupOxl5fV4c98zq4sWL2NjYkJycjJ+fX65zzsPCwqhVq1aO4xUqVAByBhXUCtNx\nmTBhAnFxcQwZMoS2bdtiaGjIw4cP8fT0zHFuYcrj5ubGjh07iIuLo23bthw6dEhjykLr1q0JDg7m\n5s2bHD9+nGbNmlGuXDmsra2VRftOnDiR4+11YRVUV2q5DV1v27Yt48ePzzXdvDqZenp6WFtbc/Lk\nSXr16sXJkyf57LPPqF+/PlWrViUxMREDAwNevXr1RiMr/kra2tq4urqybNkyHjx4wKVLl0hJSSlw\nCgjkXp9Q8PP46aefGDt2LHZ2dsyYMQNjY2N0dHSYNm0aDx48KHIZCmqjv/76K56enpiamuLn50ed\nOnXQ1dVl4cKFGiNK3pa/v7/GKBa1rKNdiqqkfqOaNm3KzJkzc/2sTp067zpLQgghhBBCFLs3mshs\nZGRE9+7d6d69O0+ePGHgwIEEBwe/dbDC2Ng4x7QG+P83vDVr1nyr9N+UqakpkZGRbN26FT8/P6Ki\nopR1ItR5MjAwyHd0SeXKlTl9+jSZmZkanY+ChtE/ffqUuLg4unXrxoQJE5Tjb7J9q5qTkxPVq1cn\nJiaGjIwM0tLSlLUBAFq0aEH58uVJTEwkMTERGxsb4PXw/YCAAB48eMDZs2c1psMURmHrKi/GxsY8\nf/78ja5t3bo1mzdv5r///S8vXrzA2toaQBktUr58eRo1alRibawo3NzcWLJkCXv37uXChQs0bNiQ\n5s2bFzmdwj6Pbdu2oaury+LFiylXrpxyXD015V3buXMn6enphISEUK9ePeV4XtN8ikpdbj09vSK3\nJWNjYxISEnj16pVG8Ef9G1WYkVLvmrGxMTdu3Hij74UQQgghhBClVZHWrDh8+DD+/v4aowSMjIyw\ntbXVGBr+phwcHDh16lSOrUMPHDjAe++9p8xH19LSyrFzRHGqUqUKenp69OnTh7Zt2zJjxgxly9XW\nrVujra2dY1eP5ORkpkyZomyN2axZM/7880+NHTVSU1M5fPhwvvd+9eoVmZmZOTpB6q0n36QedHR0\n6Nq1K/v372fr1q3Y2dlpdNJ1dXWxtbXl1KlTGsGKJk2aUL58eVavXk1aWlqRRyEUtq7y4uDgwMmT\nJ7l165bG8TVr1rB27doCr7158yYxMTGoVCpl1IC1tTWJiYmcOnUq35Ei6gBTUYfwF4fGjRvTrFkz\ndu3axZ49e+jWrdsbpVPY55GWloaRkZFGoOLo0aNcvXq1WL6Hr169AjQ7/leuXOHYsWPAm7X5rCws\nLDA0NMxR7tTUVHx9fTUWV83OwcGB1NRUDh06pHE8Li4OLS2tAtcNKQ4ODg7cuXNHWU9GLTo6mtDQ\n0Hyn0AghhBBCCFFaFSlYYWhoyKZNm/D29ubgwYOcOnWKzZs388MPP/Dxxx+/dWaGDh1KmTJlGDly\nJPv27ePw4cNMnjyZX375RWN+ebVq1UhKSmLDhg05Og3FLTAwEF1dXXx8fMjIyKBmzZr069ePqKgo\nZs2aRWJiIrt378bDw4ODBw9SsWJFAFxdXSlXrhyTJ0/mp59+4sCBAwwdOjTHnPbsKlWqhKmpKT/+\n+CM//fQTR48eZfz48VSrVg09PT2OHTvGr7/+WuRydO/enWfPnnHw4MFcO7utW7dmz549PH36VAlW\naGtrY2lpycaNGzEzM8uxLkBBCltXeRk6dCjlypXD09OTvXv3cvz4cYKCgggMDMx3u0mA5s2bY2ho\nyObNm7G1tVWOW1tbc/78ec6cOZNv8EW9bsDmzZvZs2dPkRdJfNfc3Nw4duwYycnJhZoCkpvCPg9b\nW1sePnzI/PnzSUxMJDIykhkzZtC1a1eSkpKIjY19p/Whbm8zZszgxIkTREVFMXLkSGU005YtW3j4\n8OEbp6+vr8/IkSM5evQoEydO5Pjx48TFxeHp6Ul0dDSGhoZ5Xuvi4oKZmRlTp07lhx9+ICEhgYiI\nCFauXEnv3r1znU5T3Pr27YuJiQljxoxh+/btnDhxgqVLlzJp0iSSkpKUQFtCQgLNmjUr1HbJQggh\nhBBClLQiTQNp0aIFERERREREMH78eFJTUzExMWHQoEF8/vnnb52ZunXrsnbtWr777jsmTJhAeno6\njRs3ZsGCBXTp0kU5r3fv3sTFxREQEED79u15//333/rehVWjRg38/PwYP348S5cu5fPPP2fKlCnU\nrFmT77//ntWrV1O+fHnatGnDuHHjlA59zZo1CQ8PZ+bMmXh7e1O1alX69euHgYEB06dPz/eec+fO\nxd/fny+//JKKFSvSo0cPRo8eTbly5Vi+fDmBgYFs2LChSOUwMzOjSZMmXL9+HRcXlxyfOzg4MHv2\nbBo1aqQRlLCysuLQoUN8+umnRbqfWmHqKi9169Zl/fr1zJs3Dx8fH168eEH9+vXx9/enT58++V6r\no6NDq1atiI2NVaaAwOsghra2Ni9evMDe3j7P6xs2bEiPHj2UbUmjoqKKVvB3rFu3bsyePZvmzZvn\nuqhoYRXmebi7u/Pbb7+xYcMG1qxZg62tLYsWLSIlJYUTJ07w5ZdfsnLlyndVNLp06cLw4cP5/vvv\n2bFjB+bm5gQFBVGxYkWOHj1KYGBggUG+ggwePBhDQ0NWrVqFh4cHenp62NnZsXbtWmWb2tzo6uqy\nfPly5syZw6xZs/jjjz8wMTFh5MiRDBs27K3y9KaMjIxYt24dc+fOJSAggKdPn2JiYsKoUaMYPHiw\ncl5mZibp6emlYnSQEEIIIYQQBdHKlDHC/1p9+vShVq1aBAUFlXRWRBE9efKENm3a4OPjQ9++fUs6\nO+IfJjExEf91two+Ubxz2+e6lXQW/payTlkU747Ua/GRui0eUq/FR+q2eEi95l8HRZoGIv45EhIS\nOH36NP379y/prIg3sGrVKnR1dd94CogQQgghhBBClGZvtBuI+Pu6cuUK58+fZ+bMmTg7O2us3yBK\nv9OnT3P8+HEWLVrExIkTc2z3KoQQQgghhBD/BBKs+JcJDAwkISGBTp06ERgYWNLZEUU0YMAA9PX1\nGTFiRJG3jhWiKGQ6QvGQ4Z5CCCGEEIUjwYp/meXLl5d0FsRbOHv2bElnQQghhBBCCCGKnaxZIYQQ\nQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQggh\nhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBC\niFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJF\nghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVC\nCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGE\nEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEII\nIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQo\nVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRY\nIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQQgghhBBCiFJFghVCCCGEEEIIIYQoVSRYIYQQ\nQgghhBBCiFKlTElnQAghROnj+sWPJZ2Ff651t0o6B/9MUq/FI5d63T7XrQQyIoQQ4t9GRlYIIYQQ\nQgghhBCiVJFghRBCCCGEEEIIIUoVCVYIIYQQQgghhBCiVJFghRBCCCGEEEIIIUqVf1WwYsuWLahU\nKk6cOFHSWSmyW7duoVKp2LJlC/D/Zbl1SxYUK03i4+NRqVT8+KMsTljcpkyZgkqlKulsFBv1d37Z\nsmUlnRUhhBBCCCH+cv+qYIUQxa158+ZERUXRrl27Ql+TlpZGy5YtizXwNGXKFEJCQootffH2wsLC\n8PHxKbb0f//99390cEcIIYQQQvyzSLBCiHeoQoUKWFhYUKlSpUJfc+HCBV68eFGMuYJffvmlWNMX\nb6+4n9Hp06eLNX0hhBBCCCHeJQlWZKMeeh0WFqZx/Mcff0SlUhEfH68c+/7773Fzc8PKyopWrVrh\n7u6u8bmPjw/NmjXLcQ9nZ2fc3d01jq1bt46uXbtibm6Oo6Mjw4cP58qVK4XKc0REBCqVKtfz//Of\n//DRRx/lea1KpWLKlCkax06cOKEx5QQgNjaWPn36YGtri5WVFT179mTPnj0a192+fZsvvvgCe3t7\nLCwscHV1ZePGjYUqw5uW//nz58yaNYt27dphaWnJp59+SkxMjMY5N27cYMyYMdjb22Nubo6LiwuL\nFy8mIyNDOcfd3Z2+ffty4cIF3N3dsbKyol27dsydO5dXr14p5126dIkRI0bg6OhIixYtcHFxYdGi\nRUpauU0Dya+dhISE0LNnTwA6depEx44dleuOHz/OwIEDsbS0xMrKigEDBnD8+HGNsqlUKoKCgti1\naxfdunWjZcuWdOnShR07dgD/354vXbpEaGhojjacVUhICCqVimvXrjF8+HCsrKywsbHhyy+/5MmT\nJ8p5jx8/xt/fnw4dOmBhYUGbNm2YMmUKKSkpGult3rwZV1dXzM3Nsbe3Z/z48dy+fVv5PK8pM2Fh\nYTmmOMXFxSntw8XFha1bt+ZahsOHD9OvXz8sLS1p2bIlvXr1Yu/evUWqs3v37mFmZsbs2bNzpL9p\n0yZUKhVnzpxR6uvOnTt4enoqbWbz5s2kpaURGBiIg4MD9vb2TJ06lZcvX+aaZ3We9u/fz9atW3N8\n99R12alTJ8zNzfn4449zTGU7e/Ysn3/+OTY2NlhaWuLm5sYPP/ygfO7j48PYsWOVe2X//RFCCCGE\nEKK0kWDFG4qNjWXy5Mm0a9eOJUuWMG/ePIyMjBgyZAi//fZbkdJat24dX3/9NZ06dWLlypVMnTqV\n//3vfwwdOpQ///yzwOtdXV3R0tLK0em7d+8ep0+fplu3bkXKT3b//e9/GT16NKampixcuJCwsDCa\nNm3K2LFjlU7T48eP6d+/P2fOnMHX15clS5bg4OCAn58fK1euzDf9tym/l5cX33//PaNHjyYiIoJm\nzZoxZswYDhw4AEBycjL9+vXj4sWLTJ06lWXLlvHRRx8xb9485s2bp5HWo0eP+PLLL/nkk08IDw/H\n3t6exYsXs3nzZgBevnyJp6cnKSkpzJgxg+XLl9OjRw/CwsKIiIjINX8FtZPevXszevRoABYtWsSi\nRYuA12/BPTw80NHRITg4mPnz56Ovr4+HhwdnzpzRuEdCQgIrVqzA29ub0NBQypcvz4QJE7h8+TI1\natQgKioKgN69exMVFUXz5s3zrdPx48djY2PDkiVLGDZsGNu3b8fX11f53NfXl3379jF+/HhWrlzJ\nF198waFDh/D29lbOWb58Ob6+vtjb27Ns2TKmTp3K2bNnGTBgAE+fPs33/tldvnwZLy8vjIyMCA4O\n5ssvvyQqKorExESN844dO8bQoUMxNDQkKCiI0NBQTExMGD16tNIeClNnNWvWxN7enp07d2oEtAD2\n7NlDvXr1aNGihUZ9dO7cmbCwMGrXrs20adOYOHEiAPPnz6d///5s2rSJdevW5VnGqKgoqlevTocO\nHYiKiqJDhw7KZ/v372ffvn34+/sza9YsHj58yFdffaXk7d69e3h4ePDkyRPmz59PeHg49evXZ+LE\niezfvx+A0aNH07t3b+VeX3/9dZGegRBCCCGEEH+1MiWdgb+rI0eOULFiRcaPH68cs7e3JzIykrS0\ntCKl9fjxY7p3766R1tOnT/H19eWXX37BwcEh3+tr1apFq1at2LFjB97e3mhpaQGwd+9eMjMzcXV1\nLVJ+souPjyc9PZ1JkyZRoUIFABwcHGjUqBF6enoArF+/nnv37rFjxw4aNWoEQOvWrfn9998JCwuj\nf//+lCmTe3N70/KfPn2an3/+maCgIGX0iJ2dHb/88gs//vgj7dq1Y926dTx48IAVK1bQpEkT4PVz\n+u2331i9ejUjRozAwMAAgGvXrrFixQocHR0BsLCwIDo6mvj4ePr27cvly5e5d+8e06ZNo3379gDY\n2tpSp06dPMtWUDt57733qF27NgBNmjShTp06AAQHB2NiYsKiRYsoW7asUp8uLi6Eh4drjPy5ePEi\n+/btU6aeaGtrM3jwYBISEjA1NcXCwgKAGjVqKP/Oj52dHUOHDlXKd+XKFX788UeSk5OpUqUKhw8f\nplevXkq7sra2pkGDBvzyyy+kp6eTmppKWFgY3bp10whyqFQqunXrRlRUFIMGDSowH2qbNm0iPT2d\n+fPnU7NmTQBatWqVY12QhQsXUq1aNUJCQpR2qa6ziIgIjfMLqjM3Nzd8fHyIj49X2t+TJ0+Ij4/n\n888/17ivk5MTffv2Vf4eNGgQjx8/VoJh9vb2bNmyhcTERDw8PHIto4WFBXp6elSqVEl5Rs+ePQNe\nrzWxa9cupY1du3aNkJAQrl27RqNGjbh16xbW1taMHz9eWZOiZcuWxMbGEh0dTfv27alTpw41atRQ\n7iWEEEIIIURpJyMr3lDVqlV5/PgxERER/PHHHwDo6enx+eefK531whoxYgSzZs3SOFavXj3gdUel\nMNzc3Lh9+7bG8PA9e/ZgaWlJ3bp1i5Sf7KpWrQq8fkv88OFD5biHh4fyhvnIkSOYmprmKHvHjh1J\nSUnhxo0beab/puU/duwY8LpDqqalpcX27duVjmJ8fDzvvfeeEqhQa9++PS9evODcuXPKsfLlyyuB\nCvXflStXVqZAVKlSBW1tbVauXMnly5eV8z766CM++OCDXPP4Ju0kLS2NhIQE2rZtqwQqAPT19XF0\ndMyxtoGNjY3GGhnq4EfWqRtFkXUqCrwOTGVmZnL16lUAqlWrxu7duzl69Kjydr9ly5YMHDgQHR0d\nzp49yx9//JGjTho3bkzdunWLvDbDr7/+SsOGDZVABUDFihWxsrJS/k5LS+PUqVO0adNGCVQA6Orq\n4uTkxJkzZzSCiAXV2QcffEC5cuXYtm2bck5sbCxpaWk5RiplDaaZmJgAaLQjAGNj4zd+Hm3bttUI\nhqnv8ejRI6Us6qlgauXKlaN69ercvXv3je4phBBCCCFESZORFW9o8ODBnD9/nnnz5hEcHIyFhQXO\nzs707t0bQ0PDIqX14MEDwsPDiY2NJSkpSaNTlZmZWag0unTpwjfffMO2bdto1aoVycnJnDhxgkmT\nJhUpL7lxdXXl1KlTrF27ljVr1mBmZkanTp3o06cP1atXByApKYlr167ludtAUlJSnp3zNy1/UlIS\nWlpaVKlSJd9zsnZy1bLmW00dlMlKV1dX6ZCbmJgQEBBAYGAgXbt2pXbt2rRv355evXphZmaW6/3f\npJ2kpKSQlpbGmjVrWLNmTY7PtbS0SEtLQ1dXF3gdPMhK3bHNPoWhsGrVqqXxt7p+1Z3jefPmMWbM\nGAYNGkTFihVxdHTEzc1NmbqgrtMxY8bkmr76DX9hJScn53pN1mOPHj0iLS0tz2edlpbGo0ePlGsK\nqjMDAwM6depETEwM/v7+6OvrExMTQ/PmzWnYsKHGtVnbnzqdypUra5yjq6tb6O9ydtnbpfoe6enp\nyrGNGzeyefNmrl27pjHNRh2EEUIIIYQQ4u9GghWFlL2joa+vT3BwMJcvXyYmJob9+/cze/ZsVq1a\nxcaNGzE2Ni5UWpmZmQwZMoQrV67g5eWFtbU1BgYGnD9/vkiBhgoVKtCpUyd2796Nn58f+/btA8h3\ncc3C0tLSYtq0aXh6evLTTz+xf/9+Fi5cSGRkJGvWrKFp06YANG3alJkzZ+aahnp6Q3ZvU34tLS0y\nMzM1Ou65nZPXfbN/nte5WfXo0QNnZ2diY2OJi4tj69atrFu3jsDAQHr06JHj/LdpJz179mTAgAG5\nfqat/f+DogqT76LInl72ujI3N2fPnj0cPnxYqYddu3bxySefaDx/f39/LC0tc6Svr6+f7/2zf9fy\n6uRnDcbkVwdv+qzd3NzYsWMHcXFxtG3bNse6HKVFZGQk3377Lc7Oznh5eVGtWjW0tbUZMWJESWdN\nCCGEEEKINybBimzUncCsO0AA3L9/P9fzTU1NMTU1ZeTIkcTHxzNw4EA2bNjAuHHj0NLSIiMjg4yM\nDI3O5YMHD5Sh3BcvXuT8+fMMHz5cYy78tWvXipx3Nzc3oqOjOXbsGDExMTg4OOQ6WiArLS2tHGXN\nOtogqzp16uDh4YGHhweXLl2id+/eLFu2jDlz5mBsbMyNGzfyHGGQl7cpv/ot+v379zVGAzx//pz0\n9HQqVKiAsbGxxq4Savfu3dNIoyiMjIzo3r073bt358mTJwwcOJDg4OBcgxVq+bWT7CpXroyenh6v\nXr0qcn2+Cw8ePNAILiUnJwOaIwh0dXVp37497du3Jz09HT8/P6Kiohg5cqRSp3p6evnmv7DftcqV\nK2tMP1LLOsWhcuXK6Ovr5zpt6N69e+jp6eUY7VAQJycnqlevTkxMDBkZGaSlpb2T4N+7tm3bNkxM\nTAgODlbqNCMjg8ePH7/1FDAhhBBCCCFKiqxZkY16aP6dO3c0jqtX1VcLDQ3V2BoQXi9MWKFCBR4/\nfqyklZmZqZHW0aNHef78ufK3uqOWdUh7RkYG69evBzSHehfk/fffp2rVqmzatIkjR44UamFNQ0PD\nAsu6du1aIiMjNY41btyYOnXqKGV1cHDgzp07ObZUjI6OJjQ0NM+3429TfvVbe/UoErX+/fszZMgQ\nJV83b97k4sWLOcpoYGBQ4M4YWR0+fBh/f3+NshgZGWFra6vUQ3aFaSfqt/zqkQJlypTBzs6O2NjY\nHDtnhIaGEh0dXeg8Z1XYtpR954xjx46ho6ND48aN+e2335g8ebJGUEBHR0dZvDIlJQULCwsMDQ3Z\nvn27Rjqpqan4+voqu5nk9l179eoVhw4d0riuWbNmXL16VeOeycnJGmtflClThlatWnHo0CFSU1M1\n7nnkyBGsra3zXAQ1Lzo6OnTt2lXZUtTOzu6NgltFUZTvu1paWpoymkLt+++/588//9RIT93O3uQe\nQgghhBBC/NVkZEU2hoaGWFlZsWfPHmxtbalduzY7duzI8R/8lJQUli5dSnJyMi1atCA9PZ2dO3fy\n/PlzunbtCrxeGG/lypUEBAQwaNAg7t27x9KlS2nQoIGSTsOGDalcuTKrV69W3oJGRkZibW1NQkIC\nBw4cwNLSknLlyhWY9zJlytC1a1dWrVpF2bJlcXZ2LvCatm3bEh0dTWRkJM2aNePgwYPcvHlT45zU\n1FTmzJlDSkoKjo6OaGtr8/PPP3Pp0iVlNETfvn1Zv349Y8aMYdKkSZiYmHD69GlCQkJwc3PLc9h9\nYcvfuHHjHNfa2dnh6OjId999R9myZalfvz47d+7k3LlzhIeHK/lau3Yt48aNw8vLi0qVKnHo0CF2\n796Nt7d3oepVzdDQkE2bNpGSksKnn36KoaEhly9f5ocffuDjjz/O9ZrCtBP1+gmrVq3C2toaFxcX\nRo8ejbu7Ox4eHnh5eaGnp0d0dDQbN27ku+++K3Se1apXr05sbCxmZmY0btw4x7oLWcXFxaGvr4+t\nrS2nT5/mxx9/pHv37hgaGqKjo8PBgwe5cOECQ4cOxcTEhPv37xMSEkLjxo0xMzNDV1eXkSNHMmvW\nLCZOnEjPnj15+vQpy5cv59y5c3h6egLQqFEjatWqxYYNGzA1NcXIyIi1a9dSrVo1jTbYo0cPNmzY\nwNixYxk5ciRpaWmEhoZSv359jSDUqFGjcHd3Z8yYMfTr14/MzEzWr1/P/fv3mTNnTpHrDKB79+5E\nRkZy8OBBAgIC3iiNwqpevToJCQlER0dTr149KlasWKjrbG1tWb9+PatXr8bMzIwjR44QHx+Pvb09\n58+f5+jRo1hbWyvtLCIigiZNmtC5c+fiLI4QQgghhBBvRYIVuZgxYwbTpk0jMDCQcuXK0aNHD7p0\n6aK8rQfw8fHByMiIjRs3Mn/+fMqWLUvjxo0JDw/H1tYWeD3Swdvbm40bNzJs2DDMzMz49ttvCQwM\nVNIpV64cCxYsIDAwkNGjR1OzZk0+++wzBgwYQFJSEjt37kRPT09j68v8uLm5sWrVKjp06KBsyZmf\niRMn8ueffxIaGoq2tjYuLi74+/trdL49PDzQ1tYmKiqKyMhIdHR0qF+/PrNnz1ZGbxgZGbFu3Trm\nzp1LQEAAT58+xcTEhFGjRjF48OA871/Y8qt398guJCSEoKAgFixYQEpKCvXr12fhwoXKYo/qDvCc\nOXPw8/Pj+fPn1K9fHz8/P/r161eoOlVr0aIFERERREREMH78eFJTUzExMWHQoEE5trNUK0w7cXBw\noF27dmzYsIHdu3fTuXNnrKysiIyMJDg4mLFjx/Lq1StUKhUhISF57jySn7FjxzJr1ix8fHwIDAzM\nN1gxffp0IiIiWLx4MVpaWnzyySfKFqTly5dnzZo1zJs3j+nTp/PkyROqwpomVgAAIABJREFUVauG\no6MjY8eOVdYOGTx4MIaGhqxatQoPDw/09PSws7Nj7dq1SrBOV1eXoKAgAgICmDRpEpUqVWLQoEEY\nGBhw6tQpJT/m5ubMnTuXBQsWMGrUKExMTBg2bBhXrlzRCFZYW1uzbNkyFixYgJeXF1paWpibm7Ns\n2TJatWpV5DoDMDMzo0mTJly/fh0XF5c3SqOwRowYweTJk/Hx8WHcuHGFfs5jx47l0aNHyjSQNm3a\nEBoaypkzZ/jqq6/w9vZm27ZtfPjhh2zdupWwsDAJVgghhBBCiFJPK/NNl6gXpdLVq1f58MMPWbJk\nCW3bti3p7Ii/kZCQEEJDQzlw4EC+C3/+2/Tp04datWoRFBRU0ln5yyQmJuK/LudaL0IIAbB9rltJ\nZ+FvLzExERsbm5LOxj+O1GvxkbotHlKv+deBrFnxD7NkyRLq1atHmzZtSjorQvztJSQkcPr0afr3\n71/SWRFCCCGEEOJfRaaB/AOkpqZy7tw59u7dy5YtW1i4cOE7385SiH+TK1eucP78eWbOnImzs7My\nZUcIIcTrt2Di7Uk9Fg+p1+IjdVs8pF7zJsGKf4CHDx/Sr18/KlWqxDfffCNz0YV4S4GBgSQkJNCp\nUyeNNWaEEELwrx+y/C7I0O/iIfVafKRui4fUa/7BGglW/AOYmJhw/vz5ks6G+Jvz8vLCy8urpLNR\nKixfvryksyCEEEIIIcS/mqxZIYQQQgghhBBCiFJFghXFoGPHjgwaNKiks1Ekt27dQqVSERYWBkB8\nfDwqlYr4+Pi3Srdjx474+Pjkeo/CCgkJQaVSvVU+8nPixAlUKhVbtmwptnv8G/j4+NCxY8eSzsbf\nyrv4fgghhBBCCPFPJNNAisGiRYvQ09Mr6WwUSY0aNYiKiqJmzZp/63sUJ2dnZwICArC3ty/prIh/\noL/790MIIYQQQoh3SYIVxaA4RwEUFz09PSwsLP729yguycnJ/PbbbyWdDfEP9nf+fgghhBBCCPGu\nyTSQYpB9GsilS5cYMWIEjo6OtGjRAhcXFxYtWkRGRka+6aSkpODn58f777+Pubk5H3zwAREREaSn\np2ucd/ToUQYMGIClpSXW1tb07t2bAwcOaJxz584dJkyYQJs2bbCwsKBjx47MnDmTly9fAvkPQd+x\nYwcqlSpHmgBffPEFrVq1IjU1tcB6yWuqyaFDhwgJCaFdu3ZYWVnxn//8h3PnzuWb1rZt21CpVKxZ\ns0Y5tnfvXnr16kWLFi2wsbHh888/53//+5/GdUlJSYwaNQpLS0vs7OyYMmUKf/75Z7732rJlCw4O\nDgAMHDhQIxh19uxZPD09sba2xsLCAldXVzZv3lxgXahUKoKCgli/fj0dOnTA0tIST09PkpOTSUxM\npGfPnlhaWuLq6qpMxXmb59CxY0cmTJhAeHg4tra2Sr1lZGSwePFiXFxcMDc3x8nJCT8/Px49eqRx\n/Y0bN/D29sbe3p4WLVrw4YcfsmLFigLbcF7l3rVrF926daNly5Z06dKFHTt2aJz34MEDpk6diqOj\nI+bm5jg7OxMUFKS0V/j/6UF37tzB09MTKysr2rVrx+bNm0lLSyMwMBAHBwfs7e2ZOnWqxrUAmzdv\nxtXVFXNzc+zt7Rk/fjy3b98usAwPHjxg0qRJODk5YW5uTseOHZk9e7ZG+j4+PrRt25Y7d+4wbNgw\nbGxscHJyYurUqXm2t7f5fty+fZsvvvgCe3t7pR1u3LixwLIIIYQQQghRWsnIimL28uVLPD09qV27\nNjNmzKBChQqcPHmSkJAQAEaMGJHrdWlpaQwePJjff/+dcePGUb9+fRISEggJCeHhw4dMnjwZgPPn\nzzN06FDef/99wsPDSU9PJzw8nJEjRxIVFYWZmRkAo0eP5uXLl0ydOpVq1apx4cIFgoKCePr0KQEB\nAfmWoXPnzhgYGLBt2zbatWunHE9NTWX//v106dLlraa9LFq0iDp16vDtt9/y8OFDAgMDGT58OPv3\n70dHRyfH+adOnWLKlCkMHjyYAQMGALB7927Gjh3LRx99xPjx43n27BmLFi1iwIAB/PDDD9SuXRuA\ncePGceHCBb766isaNGjA4cOHmTlzZr7569ChA19//TXTpk3j66+/pnnz5gBcuXKFAQMGoFKpmDlz\nJoaGhuzZswdfX19evXpF375980332LFjVKpUiYCAAK5fv05AQABTpkzhzp07jBgxgvLlyzNz5kzG\njBnDzz///NbP4erVq9y/f5/w8HClPgIDA9mwYQPDhw+ndevWXL9+nfnz53P27Fk2b96Mjo4OL168\nwMPDA319fWbMmIGRkRHR0dHMnDkTPT09+vfvn285s0tISODo0aN4e3ujp6dHUFAQEyZMoGnTppia\nmgKvvxd3797F19eXGjVqcOzYMUJCQkhNTWXixIka6fn6+uLs7MyQIUMICQlh2rRpHD16lKpVqzJ/\n/nzi4+NZuHAhDRs2xMPDA3i928esWbNwd3fH19eX+/fvExwczIABA9i+fTsVKlTINe8vX77ks88+\n4/Hjx4wbN4569epx7tw55s2bx927dwkKClLOTUtLw8vLi+7du+Pp6UlcXBzLly+nYsWKTJgwodD1\nVdD34/Hjx/Tv3x9dXV18fX2pXr06sbGx+Pn58eLFCz777LMiPR8hhBBCCCFKAwlWFLPLly9z7949\npk2bRvv27QGwtbWlTp06lCmTd/Xv3r2bc+fOsXz5cpycnACws7Pj2bNnrFq1iuHDh1OlShVu375N\n69atmTFjBlWqVAGgbt26ODs7ExMTg5mZGSkpKZw7d44pU6bwwQcfAGBtbU3dunVJSkoqsAxly5bF\nxcWFXbt28ezZMwwMDAA4cuQIT58+xdXV9W2qiMzMTGbNmqX8ffnyZcLDw7l+/TqNGjXSOPfOnTuM\nHj2aDh068NVXXynHg4KCsLa2Zt68eWhpaQFgZWVF586diYyMZMqUKfxfe/cdn9P5/3H8lZD4miGE\nxChSkSJGJEbsxkhq1Cq10q9RM6pa1ApFa8SuhAiq9h4ldglVBE3UaNHWiK8dkib2ivv3h8d91y3D\niub+Ne/n49HHQ65znXOu63POneZ87uu6zsmTJ4mKiqJfv360a9cOAC8vLy5fvszp06dTbF+ePHko\nXrw4AMWLFzcN1Z8zZw4Gg4GQkBBT7L28vDh58iShoaHPTVacO3eOBQsWkCVLFqpXr86mTZsIDw9n\n+fLlVKhQAXgyEmTo0KGcOXOGd95557Wuw4kTJ9i9ezcODg4AXL58maVLl9K1a1fTK0srVaqEg4MD\n3bt3Z+fOndSrV4/Lly/j6upKhw4dTPeip6cnu3btYtOmTS+drPjjjz/YsWMHuXPnBsDa2prOnTtz\n8OBBSpQoQXx8PAUKFKB9+/Y0bNjQdL59+/axefPmJMmK6tWrm8W6Y8eOJCQkMHnyZACqVKnCmjVr\niIqKolOnTty9e5cZM2bQuHFjAgICTPu5urrSuHFjVq1aleICuZs2beLUqVOEhoaaPs+VK1cmPj6e\nmTNn8tlnn/HWW28BT6YOff7557Rq1coU202bNr30orXP+3wsXbqUq1evsmHDBtPnpWrVqly5coUZ\nM2bQvn37VH/XiIiIiIhYIk0DecPs7e2xtrZm/vz5nDp1ylTesGFDU+IgOfv27SN79uymh0OjunXr\n8ujRI3799VfgyaiHOXPmmB6W4UmywtramitXrgCQNWtWsmXLxsqVKzl69KipXs2aNWnZsuUL9eP9\n99/n7t27/PDDD6ayrVu3UqBAASpXrvxCx0jJs2+QMH7rn5CQYFZ++/ZtevToQZEiRZgwYYIpKXHp\n0iWio6OpX7++qQwgb968lCtXjiNHjgBw7Ngx4MmD3NOeHqXwMg4cOIC7u7tZ7AHq1KnD5cuXnzul\nwN3dnSxZsph+dnR0JFu2bKZEBYCTkxMAN2/eBF7vOhQvXtyUqDC2PzExkfr165vVq169Ora2thw+\nfNi0X0hIiNm9aGVlReHChbl8+XKq50yOh4eHKVEBf1/vGzduAJA7d26Cg4Np1qyZ2X5FixZN9nzG\nKTrwd7yqVatmVsfR0dF0/F9//ZWbN28m+fy5uLhQpEgR0/2SnIMHD2Jra0vNmjXNyo33UFRUlFl5\n3bp1Tf+2srLCycnJ1I4X9bzPx759+yhRokSSxJ63tzfx8fGcO3fupc4nIiIiImIJ9HXbG+bk5MTX\nX3/N6NGjadSoEYUKFaJOnTq0atXKNEUjOTExMdy+fTvFxTqvXr0KPBlqPm/ePNavX8+FCxfM5sMb\nDAYAsmTJwtSpUxk0aBCtWrXCwcGBmjVr0qJFCypVqvRC/ahSpQqOjo6sX7+eZs2a8ejRI8LDw2ne\nvDnW1q+X88qXL5/Zz8ZvgZ9dD6F///78/vvvBAcHmz3kG0eHBAYGmn0DbeTo6AhAbGwsQJLkQv78\n+V+p3TExMcnGz5gQiImJMT1YJufZdtjY2JAnTx6zsmdj8TrX4dnzGeOWUsLKeI/Bk5E+ixYt4o8/\n/jBLIqXWv5S8yPWOiIhg7ty5HDt2jPj4eNO9nJyn+2U81rNxtLGxMR3D2O8+ffoke7zU7oeYmBjy\n5cuXZHrS09fcKFOmTMle45dd5+N58YqJieHs2bMp/q6IiYlJksgQEREREbF0Slb8A1q2bEn9+vUJ\nDw9n586drF27liVLljB69OhURzbY29szd+7cZLcZX28YGBjIwoULadWqFUOGDMHOzg4rK6skx61d\nuzbh4eHs2rWLXbt2ER4ezpo1a+jdu7dpCkBqrK2tadKkCd9++y3Xr1/nzz//JD4+/rWngABmoyFS\nc+LECVxcXBgzZgxVq1YlZ86cZtt79eqV7GgV40N8Sg+8qT0IpyaldhuP96L9ehmvcx1SmgowY8YM\nChYsmKTcuG7DDz/8wKeffkrlypUZM2YMjo6OZMqUiS+//JLr16+/dB+eF5djx47RpUsXSpQowfDh\nwylcuDA2NjZMnz7dbETJ6xoxYoTZKBajpxNhL+tNXPMXOeY777yT4torhQsXTusmiYiIiIi8cUpW\n/ENy5cpFs2bNaNasGTdu3OCjjz5i2rRpKSYrHB0dOXDgAG+//XaqiyaGhYVRsWJFs0Uyr1+/nuSN\nIfBkOsh7773He++9x4MHD+jZsyehoaF069bthfrQtGlTZs+ezfbt2zl58iTOzs6mxSb/CcuXLyc+\nPp6WLVvy1VdfMX78eODvkRNWVlapjlYxftseFxdn9gB36dKlV2qPo6OjaarN04wjEowJpbSWVtfB\n2L7s2bOnGrf169djY2PDrFmzyJo1q6ncODUlrW3cuJHExESCgoIoWrSoqfzevXtpcnxjv21tbVPt\nd3IcHR05ePAgjx49Mkv+GK/5q47SeR2Ojo6cO3fupfsiIiIiImLJtGbFG7Z3715GjBhh9u19rly5\n8PT0TLImw9O8vLx4+PAhmzdvNiuPiIggMDCQu3fvAk+mgTz7gGR8LaUxYXHs2DEGDx5s2geePKjV\nqFGDhw8fcvv27Rfqi4uLC6VLl2bz5s1s3bqVxo0bv9B+aaVAgQK4urrSp08f1q1bx9atW4EnD2vF\nixdn06ZNPHr0yFTfYDAwevRo9u7dC0Dp0qUBTD8b7dq167nnNn67/fQQfi8vL3755Rfi4uLM6v74\n44+89dZbpvUT0lpaXYeqVatibW1NWFiYWXlcXBxDhw4lOjoaeHKP5cqVyyxRERERwZkzZ5JNir0u\n4zV8+r4+ffo0+/fvB3jtc5YtW5acOXMm6feDBw8ICAgwW9flWV5eXjx48IA9e/aYle/cuRMrK6vX\nXr/lVXh5eXHp0iUiIyPNyjdt2kRwcPArjxwSEREREUlPSla8YTlz5mTFihV89tln7N69m19++YWV\nK1fy/fff8/7776e4n4+PD2XKlGHEiBEsW7aMqKgoli5dSt++ffnjjz9MD46enp78+OOPfP/99/z8\n88989dVXnDt3jqJFi3L48GF+/vln8uXLx+bNm+nZsyc7duzg8OHDhIWFMW/ePGrUqJFkXn1qmjZt\nyv79+4mLi0uTKSCv4uOPP6ZixYoMHz6ca9euAU9eSRodHU3Pnj2JiIhgz549fPrppyxZssQ0MqVs\n2bKULl2aWbNmsWzZMiIiIhg1atQLLUBoXDdg5cqVbN26lRs3btC1a1cyZ85Mr1692LFjB3v37mXI\nkCEcOXIkxfUQ0kpaXIcCBQrQrl07Vq1aRWBgIFFRUWzZsoVOnTqxe/du7OzsgCf3WGxsLFOnTiUq\nKop58+YxZswYGjVqRExMDOHh4S+9aGRqPDw8ABgzZgyRkZGsWrWKXr168cEHHwCwZs0a0/ojryJL\nliz06tWLiIgIBg4cyM8//8zOnTvp0qULmzZtSjK96Gk+Pj6UKlWKYcOG8f3333Pw4EFCQ0OZP38+\nrVu3TnY6zZvWtm1bnJyc6NOnD2FhYURGRjJnzhwGDx5MTEyMKdF28OBBSpcunSRJIyIiIiJiiTQN\n5A0rV64coaGhhIaG8vnnn/PgwQOcnJzo2LFjqtMvbGxsmDt3LpMnTyY4OJi//vqLfPny0apVK3r2\n7Gmq9+WXXzJ8+HBGjhxJtmzZ8PHxYezYsaxfv55x48bx+eef89NPP7FgwQKCgoIYMmQId+7cIX/+\n/Pj4+NC7d++X6k/jxo0ZP348ZcqUMb2i8Z9mbW1NYGAgTZs2ZciQIcyePRtfX1+Cg4MJDQ2le/fu\nWFtbU7ZsWebOnWtaBNPKyorg4GBGjBjB2LFjsbW1pV69eowaNYoPP/ww1XM6OzvTsmVLNmzYwL59\n+1i1ahVFihRh8eLFTJw4kf79+5OYmIiLiwvffPMNvr6+bzQGaXUdhg4dSoECBVi9ejULFy4kW7Zs\n1KxZk759+5qmzfj5+fG///2PZcuWsWjRIjw9PQkJCSE+Pp7IyEgGDBjA/Pnz06pr+Pr60qNHD1av\nXs2GDRtwc3NjypQp2NnZERERwejRo18qwZaczp07kzNnThYsWECnTp2wtbWlcuXKLF682PSa2uQY\nP5cTJkwgMDCQmzdv4uTkRK9evejevftrtelV5cqViyVLljBp0iS+/vprbt26hZOTE/7+/nTu3NlU\nz2AwkJiY+NILfIqIiIiIpAcrg8YIy0u4ceMGNWvWZNCgQbRt2za9m5Nh6TrImxQVFcWIJRfSuxki\nYqHCJjVN7yb8vxcVFWUaSShpR3F9cxTbN0NxTT0GmgYiL2XBggXY2Nik2xQQeULXQURERERE/s00\nDUReiHH9i5CQEAYOHGh6raX8s3QdREREREQkI1CyQl5Ihw4dyJIlCz179sTPzy+9m5Nh6TqIiIiI\niEhGoGSFvJBff/01vZsg6DrIP0dz0t8MzU19MxTXN0NxFRGR9KQ1K0RERERERETEoihZISIiIiIi\nIiIWRckKEREREREREbEoSlaIiIiIiIiIiEVRskJERERERERELIqSFSIiIiIiIiJiUZSsEBERERER\nERGLomSFiIiIiIiIiFgUJStERERERERExKIoWSEiIiIiIiIiFkXJChERERERERGxKEpWiIiIiIiI\niIhFUbJCRERERERERCyKkhUiIiIiIiIiYlGUrBARERERERERi6JkhYiIiIiIiIhYFCUrRERERERE\nRMSiKFkhIiIiIiIiIhZFyQoRERERERERsShKVoiIiIiIiIiIRVGyQkREREREREQsipIVIiIiIiIi\nImJRlKwQEREREREREYuiZIWIiIiIiIiIWBQlK0RERERERETEoihZISIiIiIiIiIWRckKERERERER\nEbEoSlaIiIiIiIiIiEVRskJERERERERELIqSFSIiIiIiIiJiUZSsEBERERERERGLomSFiIiIiIiI\niFgUJStERERERERExKIoWSEiIiIiIiIiFkXJChERERERERGxKEpWiIiIiIiIiIhFUbJCRERERERE\nRCyKkhUiIiIiIiIiYlGUrBARERERERERi6JkhYiIiIiIiIhYFCuDwWBI70aIiIjliIqKYsSSC+nd\nDBERERF5w8ImNU3X80dFReHh4ZHsNo2sEBERERERERGLomSFiIiIiIiIiFgUJStERERERERExKIo\nWSEiIiIiIiIiFkXJChERERERERGxKEpWiIiIiIiIiIhFUbJCRERERERERCyKkhUiIiIiIiIiYlGU\nrBARERERERERi6JkhYiIiIiIiIhYFCUrRERERERERMSiKFkhIiIiIiIiIhZFyQoRERERERERsShK\nVoi8hDVr1uDq6kpkZGSKdS5cuICrqyszZsxI8/P7+fnh5+eXJsdat24drq6uHDhwIE2O928TFBSE\nq6trejdDRERERCRDypzeDRD5t8mfPz+rVq2iQIEC6d0UERERERGR/5eUrBBJY7a2tpQtWza9myEi\nIiIiIvL/lqaBiKSxZ6eBHDhwAFdXV/bs2UNQUBC1a9fG3d2dNm3a8NtvvyXZ99NPP6Vy5cpUqlSJ\nLl26cPLkyRTP5erqytChQ83KIiMjcXV1Zc2aNaayM2fO8NFHH1GuXDmqV6/O+PHjSUxMTHK8ixcv\n0q9fP6pUqULZsmVp0qQJy5cvf26fvb296d+/Pz/88AM+Pj6UK1eONm3aEB0dzenTp/Hz88Pd3Z0G\nDRqwefNmAH755RdcXV1ZvHhxkuNNmTKFUqVKERMTk+z5/Pz8aNu2LWvWrKFatWoEBgaatq1cuZIm\nTZrg5uZGlSpV+Pzzz7l48aLZ/tevX2fYsGFUq1YNNzc36tevz5QpU7h///5z+5pcv/fv388HH3xA\n+fLlqVu3LvPmzTOrd+vWLQIDA6lVqxZubm54e3szcuRIbty4YapjnGJ0/PhxPvvsMypWrIiXlxch\nISEAhISEULNmTTw9PenTpw8JCQlm59i+fTutWrWiXLlyeHh40K1bN37//feX6o+IiIiIiKXQyAqR\nf0hISAiFCxdm7NixxMbGMnr0aHr06MGuXbvIlCkT8fHxtG3blrx58/LVV1+RPXt2goOD+e9//8u6\ndetwdHR8pfM+ePCAbt26cf/+fUaNGkW+fPnYvHkzs2fPNquXkJBA+/btsbGxISAgAAcHB8LDwxk+\nfDj37t3jv//9b6rnOXPmDPPmzWPIkCHEx8czYsQIAgICuH37Nn5+fvTq1YugoCAGDBiAp6cn7u7u\nFC1alLCwMNq3b292rK1bt1KlShXy58+f4vlu3LjB0qVLmTRpEgULFgRg7ty5BAYG4ufnR0BAANeu\nXWPatGl06NCBsLAwcuTIAUDPnj25fPkyAQEB5M+fn/379xMUFMSDBw8YOHDgS8X37NmzjBkzhh49\nepAnTx7mzJnD2LFjcXZ2platWgAEBATw448/MnToUJydnfn1118ZP348sbGxTJs2zex4o0ePpnbt\n2rRp04ZFixYxdepUTp8+jcFgYPz48Zw+fZrRo0eTP39+AgICANiyZQuffvopDRs25PPPP+f27duE\nhITQoUMHvv/+ewoVKvRSfRIRERERSW9KVoj8QwwGg9kIgFOnTjFz5kyio6N5++23WbFiBbGxsWbr\nXbz99ts0atSI7du306FDh1c67+7duzl//jxTpkyhYcOGANSoUYM2bdqY1Vu6dClXr15lw4YNvP32\n2wBUrVqVK1euMGPGDNq3b0/mzCn/yvjjjz8IDw83JRj27t3LunXrmDx5Mo0aNTLV69ixI0ePHqVu\n3bq8//77BAUFcf78eYoUKQLAn3/+ydmzZ+natWuq/Tp16hQrV66kXLlyANy9e5cZM2bQuHFj00M8\nPBl90rhxY1atWkXHjh2Jj4+nQIECtG/f3hQPT09P9u3bx+bNm186WXHixAk2bNiAs7MzAE5OTvj4\n+HDgwAFq1arF48ePyZQpE7179+aDDz4AoGLFihw7doyNGzfy4MEDbG1tzdrbrVs3AAoWLMi2bds4\nfvw4GzduxMrKCi8vLzZv3kxUVJRpnylTplCxYkUmT56MlZUVAO7u7tSrV4958+YlGX0jIiIiImLp\nlKwQ+Yd4e3ub/Wz8tts4nH///v04OzubLczp5OTEoUOHXuu8x44dA54kHp5Wu3ZtfvnlF9PP+/bt\no0SJEqZExdPt3rp1K+fOnUuy7WnOzs5mIyGcnJwA8PLySlJ28+ZNAFOyYt26dfTu3Rt4MqoiS5Ys\nNGjQINV+Zc2a1WxtkF9//ZWbN28m2c/FxYUiRYpw5MgRAHLnzk1wcHCS4xUtWtQsAfCiihcvbkpU\nwN/X1TjFw9ramkmTJiV7vsTERK5du2Y28uHpeBlH01StWtWUhDCWHz58GIBLly4RHR3Nhx9+aFYn\nb968lCtXztRvEREREZFnvcrfv/8UJStE/iH58uUz+9k4SuHx48cAxMTEkCdPnjQ/b1xcHECSYz87\nxSImJoazZ8+m+LrOmJiYVJMV9vb2Zj8b+/d0+bN9fuutt3B3dycsLMyUrPjhhx+oXbs2OXPmTLVf\nefLkMXs4N65v0adPn2TrP93fiIgI5s6dy7Fjx4iPj8dgMKR6rtQ8e11tbGyAv/sI8NtvvxEaGkpU\nVBRxcXFm254999PXyXisZ6+djY2NaT9jvwMDA81G7hi96vQhEREREfn38/DwSNfzp5YsUbJC5B/y\n9IN1StsfPnyY5udN6UH86Qdmo3feeYdx48YlW79w4cJp2i6jpk2bMmLECI4dO4adnR0nT57E39//\nufulNCVlxIgRVKhQIUl5lixZgCcjTbp06UKJEiUYPnw4hQsXxsbGhunTp/PDDz+8dPufd10vX75M\nhw4dyJMnD/369ePtt9/G1taWlStXJru46Kvq1atXsqNRrK21jrKIiIiI/P+jZIWIhcifPz/R0dFJ\nym/dukWmTJnImjVrkm1WVlY8evTIrOzZN2gYv5WPi4sjb968pvLLly+b1XN0dOTcuXOUKlXqVbvw\nSt577z1Gjx7Ntm3byJUrFzlz5qROnTovfRzj9BlbW9tU+7Bx40baB0reAAAgAElEQVQSExMJCgqi\naNGipvJ79+699DlfxPbt27lz5w7Tp0+nWrVqpvLk3sbyKowjJ6ysrP7xayciIiIi8qboKzcRC+Hu\n7s6FCxfMXjeZkJBA1apVmTlzZrL75MyZk0uXLpmV7dq1y+zn0qVLA08WvEytnpeXF5cuXSIyMtKs\nfNOmTQQHB7/WVInU5M6dmzp16rBt2zY2bdpEgwYNzBacfFFly5YlZ86chIWFmZU/ePCAgIAAjh49\nCmBK7jw9LeT06dPs378fSLskglFy54uLi2PLli1A8iNcXoajoyPFixdn06ZNZokrg8HA6NGjk1x3\nEREREZH/D5SsELEQ7dq1w8HBgU8++YTw8HD27NlD7969yZYtW5I3dxjVqlWLyMhI5s2bx8GDB5k4\ncSLnz583q1OnTh0cHBwYN24cYWFh7N27l759+yYZkdG2bVucnJzo06cPYWFhREZGMmfOHAYPHkxM\nTMxzpzu8jmbNmhEdHc3x48dp0qTJKx0jS5Ys9OrVi4iICAYOHMjPP//Mzp076dKlC5s2bTKtgWGc\nlzdmzBgiIyNZtWoVvXr1Mr2pY82aNcTGxqZNx5463+TJk4mMjGTTpk106NCBFi1aABAWFpZklMvL\n6tu3L9HR0fTs2ZOIiAj27NnDp59+ypIlS8wSP0OGDDFblFRERERExFJpGoiIhbC3t2fx4sWMGzeO\nAQMG8PDhQzw8PFi0aJHpLRrPGjhwIHfu3CE4OBhra2t8fHwYMWIE77//vqlO1qxZmTNnDiNHjmTI\nkCHkzJmT999/n8aNG5utDZErVy6WLFnCpEmT+Prrr7l16xZOTk74+/vTuXPnN9r3WrVqkTt3bmxs\nbKhSpcorH6dz587kzJmTBQsW0KlTJ2xtbalcuTKLFy+mePHiAPj6+tKjRw9Wr17Nhg0bcHNzY8qU\nKdjZ2REREcHo0aOTLBb6OsqVK8ewYcP49ttv6dKlCy4uLgwbNoyyZcty8OBBQkNDyZ07d7LTfF6U\nr68vwcHBhIaG0r17d6ytrSlbtixz586lUqVKpnqPHz9O85EjIiIiIiJvgpXhTY3tFhF5QYmJiXh7\ne9OkSRP69++f3s3J8KKiohix5EJ6N0NERERE3rCwSU3T9fxRUVEpvpFE00BEJN2tX7+e69ev8+GH\nH6Z3U0RERERExAJoGoiIpJsTJ05w9OhRxo0bR4cOHShSpEh6N0lERERERCyAkhUikm769u3L1atX\nad68uaZ/iIiIiIiIiZIVIpJutm7dmt5NEBERERERC6Q1K0RERERERETEoihZISIiIiIiIiIWRckK\nEREREREREbEoSlaIiIiIiIiIiEVRskJERERERERELIqSFSIiIiIiIiJiUZSsEBERERERERGLomSF\niIiIiIiIiFiUzOndABERsTxhk5qmdxP+laKiovDw8EjvZvzrKK5vhuL65ii2b4bi+uYotm+G4po6\njawQEREREREREYuiZIWIiIiIiIiIWBQlK0RERERERETEoihZISIiIiIiIiIWRckKEREREREREbEo\nSlaIiIiIiIiIiEVRskJERERERERELIqSFSIiIiIiIiJiUZSsEBERERERERGLomSFiIiIiIiIiFgU\nJStERERERERExKIoWSEiIiIiIiIiFkXJChERERERERGxKEpWiIiIiIiIiIhFUbJCRERERERERCyK\nkhUiIiIiIiIiYlGUrBARERERERERi6JkhYiIiIiIiIhYFCUrRERERERERMSiKFkhIiIiIiIiIhbF\nymAwGNK7ESIiYjmioqLSuwkiIiIikkF4eHgkW65khYiIiIiIiIhYFE0DERERERERERGLomSFiIiI\niIiIiFgUJStERERERERExKIoWSEiIiIiIiIiFkXJChERERERERGxKJnTuwEiImIZdu/eTXBwMCdP\nniRr1qzUqVOHAQMGkC9fvvRumsXasWMH06dP588//8TOzo6yZcvSr18/SpQoAYCrq2uK+x46dIjs\n2bMDcOvWLSZPnsy2bduIj4+nePHidOvWjSZNmvwj/bAkfn5+HDx4MNltM2fO5N133wXgu+++Y9my\nZVy8eBEHBweaNWuGv78/mTP//aeN4vq3CxcuULdu3RS3FypUiPDwcN2zLygyMpLPPvuMmJgYfv/9\n9yTb0/L+PHv2LBMmTODgwYM8evSIChUq0K9fP8qWLfvG+/lPSy2uDx8+ZMGCBSxZsoSrV69SoEAB\nateuTZ8+fcidOzcABw4c4KOPPkr22GXKlGHNmjWmnzNSXCH12Kb15z4jxTaluK5Zs4bBgwenuF/z\n5s0ZN26c7tnnULJCRETYv38/PXr0oEGDBvTr14+EhATGjx9Pp06dWL16Nba2tundRIuzefNm+vbt\nS+PGjRkwYAB//fUX33zzDR06dGDTpk3Y29sD0Lp1a1q3bp1k/6xZs5r+3bt3b06cOMEXX3xBsWLF\n2Lp1K/3798fKyorGjRv/Y32yFGXKlGHkyJFJyosVKwbA9OnTCQ4Oxt/fHy8vL06ePMmECROIjY1l\n1KhRpvqK69/y58/PqlWrkpQbDAY+++wzsz92dc+m7rvvvmPSpEnY2dkluz0t78+4uDjat29P/vz5\nGT9+PFmzZmXOnDl89NFHrF271vSZ+Dd4XlzHjBnDihUr6NmzJ5UrV+bkyZNMnTqVP//8kwULFmBl\nZWWqO3LkSMqUKWO2f7Zs2Uz/zkhxhefHFtLuc5+RYptaXN99991kf+fGxsbi7+9PuXLlzMp1z6bA\nICIiGd6HH35oeO+99wyPHj0ylUVFRRlKlixpWLlyZTq2zHL5+voaPvjgA8Pjx49NZceOHTOULFnS\nMGPGDIPBYDCULFnSMG3atFSP89NPPxlKlixpWL9+vVl5p06dDHXq1DE7fkbQoUMHQ4cOHVLcfuPG\nDUO5cuUMAQEBZuUhISEGV1dXQ3R0tMFgUFxf1Jo1awxly5Y1nD9/3mAw6J59nr179xoqVKhg2LJl\ni2HIkCGGkiVLmm1P6/tz0qRJhtKlSxsuXrxoqnPr1i1D5cqVDQMGDHgTXUwXz4trTEyMwdXV1TBu\n3Diz8m+//dZQsmRJQ2RkpMFgMBj2799vKFmypGH//v2pni+jxNVgeH5sDYa0/dxnlNi+SFyTM2jQ\nIEOjRo1Mf2/pnk2d1qwQEcng4uLi+OWXX2jQoAGZMmUylVesWBEnJyfCw8PTsXWWyWAw8MknnzBo\n0CCzb/OMQ2kvX778wsfasWMHNjY21K9f36y8YcOGXLp0iZMnT6ZNo/8l9uzZw71792jYsKFZeaNG\njTAYDOzcuRNQXF/ErVu3mDRpEh07dqRw4cIvvF9Gjm3evHlZvnw5Pj4+yW5P6/tzx44dlC9fnoIF\nC5rqZM+endq1a/+rfjc/L66ZMmVi3LhxtGvXzqz8nXfeAeDKlSsvdb6MEld4fmxflO5Zc68S16NH\nj7J27VoGDRpk9vfWi8gocX2WkhUiIhncn3/+CYCLi0uSbW+//Xay87EzOisrKxo2bIiHh4dZ+Zkz\nZwAoWrToCx/r1KlTFC5cmP/85z9m5cZ1LxR/c6dOnQL+jo9RkSJFyJIliyleiuvzLViwgLt379Kt\nW7eX2i8jx9bV1ZWSJUumuD0t78+HDx8SHR2d5FjGejdv3uTSpUuv1R9L8by42tvb06xZM4oUKWJW\nfvr0aQDeeuutFz5XRoorPD+2L0r3rLlXievkyZOpVKkSNWrUeKn9MlJcn6VkhYhIBhcXFwdAnjx5\nkmzLkyePabukzmAwMHbsWLJmzUrTpk1N5b/99hsdO3akcuXKVKxYkR49epgeaOBJ/FOKPTyZ35rR\nxMXF0b9/f2rVqkW5cuVo1aqV6Zuj1O7X3Llzm7Yrrqm7d+8eCxcupG3btuTIkcNsm+7ZV5eW9+fN\nmzd59OiRYp2C2NhYZs6cSZkyZZIsMLhx40aaN29OhQoVqF69Ol9++SU3btwAUFxTkBafe8U2ZUeP\nHiUiIoKuXbsmu133bPKUrBARyeDu378PkOwimjY2NqbtkjKDwcDXX39NREQEw4cPN3uDyh9//EGj\nRo0IDQ3liy++4OjRo/j5+REfHw88iX9KsTduz2guXrxI8eLFmTp1KhMmTCAxMZFevXrx888/c//+\nfaytrc3eqmD09P2quKZu1apV3Lx5M9lV6HXPvrq0vD+f97vZWC8junXrFv7+/ty5c4dx48Yl2X7m\nzBn8/f2ZM2cOrVq1YvXq1fTp0wd4/v/znq6TkaTF516xTdmcOXNwdXWlVq1ayW7XPZs8vQ1ERCSD\ny5IlC/BkmOGzHjx4YNouyUtMTGT48OGsWrWKL774ghYtWpi27dmzh1y5cpli6O7uTokSJWjfvj3f\nfvst/fr1I0uWLCnGHkgy5PbfLigoiMyZM5t921+1alV8fHyYOHEipUuX5vHjxyQmJiaZ8/vgwQNT\nvBTX1K1Zs4Zq1aqRP39+s3Lds68nS5YsaXZ/Pu93s7FeRhMXF8fHH3/M2bNnCQ0NNRuK7+7uzp49\ne8ibNy/W1k++k/X09MTW1pZvvvmGn376yfTGBcX1b2n1udc9m7yEhAR27NjBZ599lmSb7tnUaWSF\niEgG5+DgAJDsdI/Y2FjTdkkqMTGRzz//nLVr1/L111/TpUsXs+0ODg5Jkj2enp7kzp2b48ePA5Av\nX75kY3/9+nXT9owkd+7cSaYl2NnZUalSJY4fP26Kx7Mxe/z4MX/99Zdpu+KasqtXr/Lbb79Ru3bt\nJNt0z76etLw/c+XKhY2NTar1Mtrv59jYWDp06MDly5eZP38+lStXNttua2uLg4OD6aHPqG7dugCc\nOHFCcU1GWn3uFdvk/fjjjzx69Ig6deok2aZ7NnVKVoiIZHAuLi5YW1vzxx9/JNn2559/UqpUqXRo\n1f8PY8aMYceOHUydOpVWrVol2W78xiO5cuMfhq6urly4cIF79+6Z1TFej9KlS6dxqy3b48ePefTo\nUZLy+/fvkyVLFtMbV4wLwxqdPXuWhw8fmu5XxTVlO3bsAEg2WaF79vWk5f2ZOXNmSpQokeRYxnr2\n9vYUKFDgTXTDIt29e5cePXpw69YtFi9eTLly5ZKtl9w9/PQwesU1qbT63Cu2yQsPD6dQoULJLpAJ\numdTo2SFiEgGZ2dnR9WqVdm6davZQ+K+ffu4fv06vr6+6dg6y7Vx40YWLVrE119/TYMGDZJsX7du\nHeXLl+fgwYNm5Xv37uXOnTtUqlQJAB8fHx4+fMjWrVvN6m3YsIESJUqk+MfNv9H58+cpV64cM2fO\nNCuPi4vj0KFDeHp6Ur16dXLkyMHGjRvN6qxfvx4bGxvq1asHKK6pOXz4MHZ2dkleV6p79vWl9f3p\n4+PDkSNHuHDhgqlOQkICu3fvznC/m8eOHcuZM2eYM2cOzs7OydYJCAigevXq3Lx506zcmKB7+h5W\nXJ9I68+9YpvU4cOHU0zi6p5NXaYRI0aMSO9GiIhI+nJ2dua7774zZeiPHj3KyJEjcXFxYeDAgVhZ\nWaV3Ey3Ko0eP6NWrF4UKFeKDDz4gJibG7L/4+HjKly/Pli1b2LBhAzly5ODOnTvs2rWLUaNGUaBA\nAUaNGoWtrS0FCxbk5MmTLFu2DHt7e+7cuUNISAjh4eGMHTuWYsWKpXd3/zF2dnb8/vvvrFy5kseP\nHwNw5MgRhg4dSlxcHOPHj6dgwYL85z//YdasWRgMBjJnzszWrVuZPn06nTp1on79+gCKaypmz55N\n9uzZadOmjVl54cKFdc8+x4ULFzh37hwxMTH89NNPnD17ljp16pg+946Ojml6f5YqVYr169ezY8cO\nHB0duXjxIiNHjiQhIYFJkyYlmTL1/9Xz4nrz5k2GDh1K48aNKVWqVJLfuQ8fPiRXrlzkz5+fFStW\nsGfPHnLnzs21a9dYtmwZc+fOxdfXFz8/PyDjxBWeH9u0/n9VRont8+JqnPJ17949JkyYQK1atahZ\ns2aS4+ieTZ2VwWAwpHcjREQk/e3fv58pU6Zw4sQJsmXLRv369enfvz92dnbp3TSLc+HCBdN80uQU\nKlSI8PBwrl69SlBQEOHh4SQkJJAnTx7effdd+vbtS968eU317969y+TJk9m8eTMJCQmUKFECf39/\n07ewGcn9+/eZO3cuq1at4sqVK2TLlg0PDw/69Olj9s3U4sWLWbBgARcvXqRAgQK0bt2arl27ms37\nVVyT5+Pjg4ODA4sWLUqyTfds6gYNGsTatWuT3Wb83EPa3p/nz58nMDCQiIgIHj9+jIeHBwMHDsTF\nxeXNdfQf9ry49u7dm8GDB6e4f/PmzU1vBTl69CjTpk3j0KFDPHjwgEKFCtGsWTO6du1q9paWjBBX\neLF7Nq0/9xkhti/6uyAmJoaaNWvi7+9vervHs3TPpkzJChERERERERGxKFqzQkREREREREQsipIV\nIiIiIiIiImJRlKwQEREREREREYuiZIWIiIiIiIiIWBQlK0RERERERETEoihZISIiIiIiIiIWRckK\nEREREREREbEomdO7ASIiIiKS/u7evcvy5cv54YcfOHXqFLdv38be3p5ixYrRsGFDWrRoga2tbXo3\n840LDg5m4cKF3Lp1i759+9K1a9f0bpKISIZkZTAYDOndCBERERFJP6dPn6ZHjx5cuXKFVq1aUbNm\nTXLmzMnly5fZvHkz4eHhlClThpkzZ+Lg4JDezQUgPDycnj178vvvv6fZMU+fPk3Dhg0pX748AwYM\noGDBghQqVCjNji8iIi9OIytEREREMrDbt2/To0cP4uLiWLp0KW5ubmbbmzRpwooVKxg2bBjDhg1j\n5syZ6dRSc/v370/zY8bGxgJQo0YNKlWqlObHFxGRF6c1K0REREQysJUrV/K///2Pvn37JklUGLVu\n3ZqvvvqKzz77zKx8+/btdOjQgYoVK+Lm5ka9evUYM2YMN27cMNU5cOAArq6uTJw4Mclxvb29qV69\nuunnoKAgXF1dOXHiBFOnTsXb25vy5cvj6+vLsmXLzPabP38+AK6urnh7e6fax7t37zJlyhR8fHxw\nc3PD3d2dDz/8kHXr1pnqDBo0CD8/PwCmT5+Oq6srQUFBKR7T29ubFi1aEB4ejre3Nz4+PqZtt27d\nIjAwkHr16uHm5kblypXp3r07R44cMTvGnTt3mDJlCr6+vlSoUAFPT09atmzJihUrzOq5urrSrVs3\nDh06RJs2bShfvjweHh707t2by5cvm9WNi4vjq6++wtvbGzc3Nzw9Pfnvf//Ljz/+aFbPz8+PKlWq\nEBsbS//+/fHy8jLF5eeffzare/LkSfr06UOtWrVwc3OjRo0afPLJJ5w8edKs3oMHD5gxYwYNGzbE\nzc0NDw8P/Pz8kpw7MTGROXPm0KRJEzw8PHB3d6dJkybMmjWLx48fpxhzEclYNLJCREREJAPbtm0b\nmTJlonnz5qnWa926tdnPy5cvZ/jw4dSsWZNx48ZhZ2fHkSNHCA4OJjIykmXLlr3yGhdjxozBycmJ\nUaNGcf/+faZMmcKXX36Ji4sLHh4ehISEMHjwYH777TdWrVqV6nkSExP5+OOPOXLkCN27d8fT05O7\nd++ydu1avvjiC2JjY+ncuTO9e/emQoUKfPnll7Ru3ZrWrVuTP3/+VNtpTDYEBASY6t6/fx8/Pz+i\no6Pp2bMn7u7uXLt2jdmzZ9O+fXu+++4706iNYcOGsWPHDvr160epUqW4d+8eW7ZsYdiwYabjGEVH\nRzNs2DA6d+5M0aJFOXToEFOmTOHMmTOsX7+ezJkzc/v2bdq1a0dMTAy9e/emTJkyJCQksHDhQrp3\n787UqVPx9fU1i02PHj2oXbs2rVq14vz584wbN47evXuzY8cOcuTIQWxsLB999BFvvfUWw4YNI2/e\nvFy8eJHZs2fTrl07Nm/eTIECBTAYDPj7+7Nv3z66dOlC9erVuXnzpuncEydOpHHjxgBMmzaN2bNn\n4+/vT+XKlUlMTGT37t1MnTqVuLg4Bg0a9Er3jYj8uyhZISIiIpKBnTp1iiJFipAjR44X3uf+/ftM\nnjyZYsWKERISgo2NDQBVqlQBYNKkSWzZsoX333//ldqULVs2xo8fb/r58ePH9O7dm+3bt+Ph4YGr\nqyvZs2cHoGzZsqkea9u2bURGRvLJJ5/Qu3dvU3mdOnVo0qQJ06dPp127dhQuXJjixYsDkD9//uce\nF+Ds2bOEhoZSp04dU9ny5cs5fvw4kydPplGjRqZyLy8vfHx8mDBhgmnkxK5du6hWrZpZUqJGjRq4\nurri5ORkdq5z586xYMECU4w9PT2JiYlh4cKF7Nq1i3r16rF06VLOnj3LuHHjzJJP1atXx9vbm8mT\nJ5slK27evImvry9dunQBnly/kydPsnDhQiIjI6lTpw6HDh0iISGBHj16UK9ePQAqVqyIh4cH69ev\n5+7du8CTNUR2795Nv3796Natm+kctWrVokmTJgQGBtKwYUOsra3ZuXMnLi4u+Pv7m+pVrVqVkiVL\nPjfmIpJxaBqIiIiISAZ2+/Zt04P/izp27Bjx8fHUrVvXlKgwqlu3LvB6a0o0aNDA7OciRYoAEB8f\n/9LH2rNnD4DZQzqAtbU1derU4datW/z666+v1E5ra2uzaSzwJAFhY2OT5Hx58uShatWqHD16lAcP\nHgDg6OjI/v37+f7777lz546prp+fnykx8PT+xkSFkTFJYlxkdM+ePVhZWSWJX/bs2fHy8uLcuXNJ\npo08W/ett94C/o51gQIFAJgzZw5Hjx7FuDZ/wYIF6dGjB8WKFTP1G0iSoLK1tcXb25uYmBj+97//\nmfp96tQp5s+fT0JCgqlus2bNaNasGSIioJEVIiIiIhlajhw5zNaYeBFXr14FSPLtP/z9cGus8yry\n5ctn9rMxIfIqL7G7cuUK8OQB+Vmv29ZcuXIlSdZcunSJhw8fUrp06RT3u3r1KkWKFCEoKIhPP/2U\ngQMHEhAQgJubG9WrV6dFixZJ3kKSXKzz5s0L/L0w6JUrV7Czs0s2+fR0X58+1rNvdzH2x7h2RLly\n5RgxYgQTJ06kVatW5MmTh0qVKuHt7U2jRo1MU3AuXboEQO3atVPs9+XLlylWrBijR4+mb9++jBkz\nhnHjxlGqVCm8vLxo1qwZLi4uKe4vIhmLkhUiIiIiGZirqysHDx4kLi4Oe3v7l9o3teSBlZXVK+//\nIvumpVc9X+bMSf+UtrKyImvWrCxdujTF/YwJAmdnZ9avX8/hw4fZu3cvERERzJgxg1mzZjFx4kSz\nRTuTa6MxftbW1knKUvLscV6k723btqVJkybs2bOHiIgIfvrpJ7Zt28bs2bNZtGgR9vb2puMsXLiQ\nnDlzJnucwoULA0/6v3jxYk6ePGk65vz585k7dy6DBw/mo48+em6bROTfT8kKERERkQzM19eXAwcO\nsGjRIvr06ZNivXHjxmFra0ufPn1M38w/O6Xg6bKCBQsCfz9IP3r0yKxeYmIi165dw87OLk36kRJj\nOy5dupRkTQRjW5MbtfCqChUqxJkzZyhYsOAL9c3Kygp3d3fc3d3p3bs30dHR+Pn5ERgYaJasiImJ\nSbKvcUSFcYRFwYIFiY6O5tatW0nWIHndvubIkQNfX1/T9JbFixczatQoFi9ezCeffGIaCZIjRw5K\nlSr1Qsd85513eOedd/j444+5du0anTt3Zvz48bRp0+aVF2cVkX8PrVkhIiIikoG1bNkSFxcXZs2a\nZVrf4VkrVqxg3rx5XLhwgcyZM+Pm5oa9vT3bt2/n4cOHZnW3bt0KQM2aNQHInTs3ABcvXjSrt2vX\nriT7vopnkyDPqlWrFgBbtmxJsl94eDj29vaUKVPmtdth9O677wJPXgn7rMDAQFP52bNnCQgISPL6\nz2LFilG6dGn++usvs/Jr164lefWp8ZWgxvbXqlULg8FgugZGN2/eJCIiAldX1+e+4eRZYWFhjBo1\nKkn5e++9B/y9tkVq/Q4NDWX27NnAkwTLyJEj2bdvn1kdBwcHKlWqxMOHD7l9+/ZLtVFE/p00skJE\nREQkA8uSJQszZ86kW7dudOvWjaZNm1K3bl3y5MnD5cuX2bBhAzt37qRevXp89dVXwJNFE7/44gsG\nDRqEv78/bdq0IWvWrBw6dIiZM2fi5eVlWmjT2dkZZ2dndu7cyfz58ylTpgy///47ixcvxtnZ+aXX\nyzAyrsEwc+ZMnJ2dadCgQbLTMurWrUu1atWYNWsWmTJlwtPTk5s3b7Jy5Uqio6NNI0bSSqtWrVi9\nejWTJ0/m7t27VKtWzXS+7du3M2LECFP7d+3axb59++jZsyfFixfHYDBw4MAB9uzZQ8uWLc2OW6hQ\nIQYMGEDXrl1xdnbm0KFDLF68mFKlSlGjRg0APvzwQ1avXs3o0aO5desWpUuX5vr168yfP5+7d+8y\nePDgl+6Pra0tixcvJiYmhubNm5M3b17++usvlixZQqZMmWjYsCHwZK2Kd999lyVLlmBtbY2vry/3\n799n8+bNrFq1iq5duwJgb2/PoUOH2LRpE/7+/pQqVQorKyt+++031q5dS40aNciTJ89rXAER+bdQ\nskJEREQkgytcuDDff/89y5YtY+vWrQwdOpTbt2/j4OCAi4sL06dPp27dumbrGzRv3pzcuXMze/Zs\n+vXrx8OHDylcuDDdu3enW7dupukfmTJl4ptvvmHs2LEEBweTmJiIh4cH06dPZ8iQIa+crOjatSsn\nTpwgJCQEe3t7vL29k01WWFtbM3PmTGbMmMG6desICQnB1taWMmXKMGvWrFQXhHwVtra2LFiwwHS+\n0NBQbGxscHNzY8aMGaYkTrZs2Vi5ciVBQUFMnz6d2NhY/vOf/1CkSBEGDhxIu3btzI6bL18+Bg4c\nyKRJkzh+/DiZMmWifv36BAQEmGKdNWtWFi1axLRp05g3bx4xMTFkz54dd3d3Fi5ciLu7+0v3x8fH\nh5CQEObPn8+QIUO4ffs2efLkwc3NjQULFuDh4QE8mc4SFOjf+2YAAADWSURBVBTEnDlzCAsLY8WK\nFVhbW+Pi4sLYsWNp0aKFqd6CBQsIDg5mwYIFXLt2jUyZMlGwYEE+/vhjOnbs+BrRF5F/EyvDqyyr\nLCIiIiIi/whXV1fKly/PihUr0rspIiL/GK1ZISIiIiIiIiIWRckKEREREREREbEoSlaIiIiIiIiI\niEXRmhUiIiIiIiIiYlE0skJERERERERELIqSFSIiIiIiIiJiUZSsEBERERERERGLomSFiIiIiIiI\niFgUJStERERERERExKIoWSEiIiIiIiIiFuX/AIQv3FHgto3kAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_counts_df.plot(kind='barh', figsize=[12,6])\n", "plt.title(\"Which of the following best describes your\\npractices when making open source contributions?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mentorship / Help" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have you ever received any kind of help from other people related to using or contributing to an open source project?\n", "RECEIVED.HELP" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Yes2845
No1064
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Yes & 2845 \\\\\n", "No & 1064 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Yes 2845\n", "No 1064" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['RECEIVED.HELP'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Yes72.78%
No27.22%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Yes & 72.78\\% \\\\\n", "No & 27.22\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Yes 72.78%\n", "No 27.22%" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['RECEIVED.HELP'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGRCAYAAACt/FPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['RECEIVED.HELP'].value_counts()).plot(kind='barh')\n", "plt.title(\"Have you ever received any kind of help from other people\\nrelated to using or contributing to an open source project?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Thinking of the most recent case where someone helped you, how did you find someone to help you?" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
I asked for help in a public forum (e.g. in a GitHub Issue, project mailing list, etc.) and someone responded.2057
I asked a specific person for help.403
Someone offered me unsolicited help.272
Other - Please describe64
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "I asked for help in a public forum (e.g. in a G... & 2057 \\\\\n", "I asked a specific person for help. & 403 \\\\\n", "Someone offered me unsolicited help. & 272 \\\\\n", "Other - Please describe & 64 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "I asked for help in a public forum (e.g. in a G... 2057\n", "I asked a specific person for help. 403\n", "Someone offered me unsolicited help. 272\n", "Other - Please describe 64" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['FIND.HELPER'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
I asked for help in a public forum (e.g. in a GitHub Issue, project mailing list, etc.) and someone responded.73.57%
I asked a specific person for help.14.41%
Someone offered me unsolicited help.9.73%
Other - Please describe2.29%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "I asked for help in a public forum (e.g. in a G... & 73.57\\% \\\\\n", "I asked a specific person for help. & 14.41\\% \\\\\n", "Someone offered me unsolicited help. & 9.73\\% \\\\\n", "Other - Please describe & 2.29\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "I asked for help in a public forum (e.g. in a G... 73.57%\n", "I asked a specific person for help. 14.41%\n", "Someone offered me unsolicited help. 9.73%\n", "Other - Please describe 2.29%" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FIND.HELPER'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAF7CAYAAAD/tDs4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njhRCQgghhBBCiHLn/wEMs/r3jbNyGQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['FIND.HELPER'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "plt.title(\"How did you find someone to help you?\")\n", "t = ax.set_yticklabels(['I asked for help in a public forum\\n(e.g. in a GitHub Issue, project mailing list, etc.)\\nand someone responded.',\n", " 'I asked a specific person for help.',\n", " 'Someone offered me unsolicited help.',\n", " 'Other - Please describe'])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Which best describes your prior relationship with the person who helped you?\n", "HELPER.PRIOR.RELATIONSHIP" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Total strangers, I didn't know of them previously.1565
I knew of them through their contributions to projects, but didn't know them personally.809
We knew each other a little.211
We knew each other well.208
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Total strangers, I didn't know of them previously. & 1565 \\\\\n", "I knew of them through their contributions to p... & 809 \\\\\n", "We knew each other a little. & 211 \\\\\n", "We knew each other well. & 208 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Total strangers, I didn't know of them previously. 1565\n", "I knew of them through their contributions to p... 809\n", "We knew each other a little. 211\n", "We knew each other well. 208" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['HELPER.PRIOR.RELATIONSHIP'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Total strangers, I didn't know of them previously.56.03%
I knew of them through their contributions to projects, but didn't know them personally.28.97%
We knew each other a little.7.55%
We knew each other well.7.45%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Total strangers, I didn't know of them previously. & 56.03\\% \\\\\n", "I knew of them through their contributions to p... & 28.97\\% \\\\\n", "We knew each other a little. & 7.55\\% \\\\\n", "We knew each other well. & 7.45\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Total strangers, I didn't know of them previously. 56.03%\n", "I knew of them through their contributions to p... 28.97%\n", "We knew each other a little. 7.55%\n", "We knew each other well. 7.45%" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['HELPER.PRIOR.RELATIONSHIP'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABG0AAAGRCAYAAADfBk4CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['HELPER.PRIOR.RELATIONSHIP'].value_counts()).plot(kind='barh')\n", "plt.title(\"Which best describes your prior\\nrelationship with the person who helped you?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### What kind of problem did they help you with?\n", "RECEIVED.HELP.TYPE" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Writing code or otherwise implementing ideas.1633
Installing or using an application.820
Understanding community norms (e.g. how to submit a contribution, how to communicate effectively).181
Other (please describe)142
Introductions to other people13
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Writing code or otherwise implementing ideas. & 1633 \\\\\n", "Installing or using an application. & 820 \\\\\n", "Understanding community norms (e.g. how to subm... & 181 \\\\\n", "Other (please describe) & 142 \\\\\n", "Introductions to other people & 13 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Writing code or otherwise implementing ideas. 1633\n", "Installing or using an application. 820\n", "Understanding community norms (e.g. how to subm... 181\n", "Other (please describe) 142\n", "Introductions to other people 13" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['RECEIVED.HELP.TYPE'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Writing code or otherwise implementing ideas.58.55%
Installing or using an application.29.40%
Understanding community norms (e.g. how to submit a contribution, how to communicate effectively).6.49%
Other (please describe)5.09%
Introductions to other people0.47%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Writing code or otherwise implementing ideas. & 58.55\\% \\\\\n", "Installing or using an application. & 29.40\\% \\\\\n", "Understanding community norms (e.g. how to subm... & 6.49\\% \\\\\n", "Other (please describe) & 5.09\\% \\\\\n", "Introductions to other people & 0.47\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Writing code or otherwise implementing ideas. 58.55%\n", "Installing or using an application. 29.40%\n", "Understanding community norms (e.g. how to subm... 6.49%\n", "Other (please describe) 5.09%\n", "Introductions to other people 0.47%" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['RECEIVED.HELP.TYPE'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAF7CAYAAABB4mNlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQRsREREREZEa+z/O2RxyTJ/44AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['RECEIVED.HELP.TYPE'].value_counts()).plot(kind='barh')\n", "plt.title(\"What kind of problem did they help you with?\")\n", "t = ax.set_xlabel(\"Count of responses\")\n", "\n", "t = ax.set_yticklabels(['Writing code or otherwise implementing ideas.',\n", " 'Installing or using an application.',\n", " 'Understanding community norms (e.g. how to submit\\na contribution, how to communicate effectively).',\n", " 'Other (please describe)', 'Introductions to other people'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have you ever provided help for another person on an open source project?\n", "PROVIDED.HELP" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Yes2891
No1013
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Yes & 2891 \\\\\n", "No & 1013 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Yes 2891\n", "No 1013" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['PROVIDED.HELP'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Yes74.05%
No25.95%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Yes & 74.05\\% \\\\\n", "No & 25.95\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Yes 74.05%\n", "No 25.95%" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['PROVIDED.HELP'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgAAAAGRCAYAAAATqguBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDzQC6JEvc0piAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['PROVIDED.HELP'].value_counts()).plot(kind='barh')\n", "plt.title(\"Have you ever provided help for another\\nperson on an open source project?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Thinking of the most recent case where you helped someone, how did you come to help this person?\n", "FIND.HELPEE" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
They asked for help in a public forum (e.g. in a GitHub Issue, project mailing list, etc.) and I responded.1839
They asked me directly for help.566
I reached out to them to offer unsolicited help.405
Other (please describe)28
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "They asked for help in a public forum (e.g. in ... & 1839 \\\\\n", "They asked me directly for help. & 566 \\\\\n", "I reached out to them to offer unsolicited help. & 405 \\\\\n", "Other (please describe) & 28 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "They asked for help in a public forum (e.g. in ... 1839\n", "They asked me directly for help. 566\n", "I reached out to them to offer unsolicited help. 405\n", "Other (please describe) 28" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['FIND.HELPEE'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
They asked for help in a public forum (e.g. in a GitHub Issue, project mailing list, etc.) and I responded.64.80%
They asked me directly for help.19.94%
I reached out to them to offer unsolicited help.14.27%
Other (please describe)0.99%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "They asked for help in a public forum (e.g. in ... & 64.80\\% \\\\\n", "They asked me directly for help. & 19.94\\% \\\\\n", "I reached out to them to offer unsolicited help. & 14.27\\% \\\\\n", "Other (please describe) & 0.99\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "They asked for help in a public forum (e.g. in ... 64.80%\n", "They asked me directly for help. 19.94%\n", "I reached out to them to offer unsolicited help. 14.27%\n", "Other (please describe) 0.99%" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FIND.HELPEE'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAF7CAYAAAD/tDs4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nn1k9JP0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['FIND.HELPEE'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"How did you come to help this person?\")\n", "t = ax.set_yticklabels(['They asked for help in a public forum\\n(e.g. in a GitHub Issue, project mailing list, etc.)\\n and I responded.',\n", " 'They asked me directly for help.',\n", " 'I reached out to them to offer unsolicited help.',\n", " 'Other (please describe)'])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Which best describes your prior relationship with the person you helped?\n", "HELPEE.PRIOR.RELATIONSHIP" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Total strangers, I didn't know of them previously.1984
We knew each other well.292
I knew of them through their contributions to projects, but didn't know them personally.288
We knew each other a little.275
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Total strangers, I didn't know of them previously. & 1984 \\\\\n", "We knew each other well. & 292 \\\\\n", "I knew of them through their contributions to p... & 288 \\\\\n", "We knew each other a little. & 275 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Total strangers, I didn't know of them previously. 1984\n", "We knew each other well. 292\n", "I knew of them through their contributions to p... 288\n", "We knew each other a little. 275" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['HELPEE.PRIOR.RELATIONSHIP'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Total strangers, I didn't know of them previously.69.88%
We knew each other well.10.29%
I knew of them through their contributions to projects, but didn't know them personally.10.14%
We knew each other a little.9.69%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Total strangers, I didn't know of them previously. & 69.88\\% \\\\\n", "We knew each other well. & 10.29\\% \\\\\n", "I knew of them through their contributions to p... & 10.14\\% \\\\\n", "We knew each other a little. & 9.69\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Total strangers, I didn't know of them previously. 69.88%\n", "We knew each other well. 10.29%\n", "I knew of them through their contributions to p... 10.14%\n", "We knew each other a little. 9.69%" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['HELPEE.PRIOR.RELATIONSHIP'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABG8AAAGRCAYAAADb854/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['HELPEE.PRIOR.RELATIONSHIP'].value_counts()).plot(kind='barh')\n", "plt.title(\"Which best describes your prior\\nrelationship with the person you helped?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### What kind of problem did you help them with?\n", "PROVIDED.HELP.TYPE" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Writing code or otherwise implementing ideas.1602
Installing or using an application.1028
Other (please describe)101
Understanding community norms (e.g. how to submit a contribution, how to communicate effectively).99
Introductions to other people.8
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Writing code or otherwise implementing ideas. & 1602 \\\\\n", "Installing or using an application. & 1028 \\\\\n", "Other (please describe) & 101 \\\\\n", "Understanding community norms (e.g. how to subm... & 99 \\\\\n", "Introductions to other people. & 8 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Writing code or otherwise implementing ideas. 1602\n", "Installing or using an application. 1028\n", "Other (please describe) 101\n", "Understanding community norms (e.g. how to subm... 99\n", "Introductions to other people. 8" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['PROVIDED.HELP.TYPE'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Writing code or otherwise implementing ideas.56.45%
Installing or using an application.36.22%
Other (please describe)3.56%
Understanding community norms (e.g. how to submit a contribution, how to communicate effectively).3.49%
Introductions to other people.0.28%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Writing code or otherwise implementing ideas. & 56.45\\% \\\\\n", "Installing or using an application. & 36.22\\% \\\\\n", "Other (please describe) & 3.56\\% \\\\\n", "Understanding community norms (e.g. how to subm... & 3.49\\% \\\\\n", "Introductions to other people. & 0.28\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Writing code or otherwise implementing ideas. 56.45%\n", "Installing or using an application. 36.22%\n", "Other (please describe) 3.56%\n", "Understanding community norms (e.g. how to subm... 3.49%\n", "Introductions to other people. 0.28%" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['PROVIDED.HELP.TYPE'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA30AAAF7CAYAAABmTOKNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERHJsf8DMj0sj5TNSLUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['PROVIDED.HELP.TYPE'].value_counts()).plot(kind='barh')\n", "plt.title(\"What kind of problem did you help them with?\")\n", "t = ax.set_xlabel(\"Count of responses\")\n", "t = ax.set_yticklabels(['Writing code or otherwise implementing ideas.',\n", " 'Installing or using an application.', 'Other (please describe)',\n", " 'Understanding community norms (e.g. how to\\nsubmit a contribution, how to communicate effectively).',\n", " 'Introductions to other people.'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Open Source Software in Paid Work" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do you contribute to open source as part of your professional work? \n", "\n", "OSS.AS.JOB: Do you contribute to open source as part of your professional work? In other words, are you paid for any of your time spent on open source contributions?\n", "\n", "- Yes, indirectly- I contribute to open source in carrying out my work duties, but I am not required or expected to do so.\t\n", "- No.\t\n", "- Yes, directly- some or all of my work duties include contributing to open source projects." ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Yes, indirectly- I contribute to open source in carrying out my work duties, but I am not required or expected to do so.896
No.687
Yes, directly- some or all of my work duties include contributing to open source projects.464
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Yes, indirectly- I contribute to open source in... & 896 \\\\\n", "No. & 687 \\\\\n", "Yes, directly- some or all of my work duties i... & 464 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Yes, indirectly- I contribute to open source in... 896\n", "No. 687\n", "Yes, directly- some or all of my work duties i... 464" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['OSS.AS.JOB'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Yes, indirectly- I contribute to open source in carrying out my work duties, but I am not required or expected to do so.43.77%
No.33.56%
Yes, directly- some or all of my work duties include contributing to open source projects.22.67%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Yes, indirectly- I contribute to open source in... & 43.77\\% \\\\\n", "No. & 33.56\\% \\\\\n", "Yes, directly- some or all of my work duties i... & 22.67\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Yes, indirectly- I contribute to open source in... 43.77%\n", "No. 33.56%\n", "Yes, directly- some or all of my work duties i... 22.67%" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.AS.JOB'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGRCAYAAACNEAwhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdYFFf78PEvgqiABcRubNFdC4KIoqgoqLFiTVSwoEZF\nolFjiyZY8vhEjUYfG7ZoFESKgoKggSSWaCLYiF1jA2ssYENAg8K8f/DuxnWpRkN+2ftzXV4JZ86e\nuefswN57zpkZI0VRFIQQQgghDEixog5ACCGEEOLvJgmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgC\nJIQQQgiDIwmQEEIIIQyOJEBCiH+lmzdvolarGTJkiLZsxYoVqNVqtm/fXoSRCSH+CUyKOgAhitLh\nw4fx9PTUKTMyMsLCwoIqVarQpEkTevTogaOjYxFFKDSSk5MJDg5m6NChlClTJt/65cuXZ9myZVhZ\nWf0N0WUrbIyFFRISQu3atWnRosUbb1sIQyMJkBBA48aNGTlyJABZWVk8efKECxcu8MMPP7B161Zc\nXFxYsGAB5cqVK+JIDdfhw4fx9fWlT58+BUouSpUqRZcuXf6GyP5U2BgLIzMzkwULFvDhhx9KAiTE\nGyAJkBBAxYoVc/ywnD59OosXL8bPz4+RI0cSFBSEqalpEUQoTpw4UdQh5Ottxnjx4kXS09PfWvtC\nGBpZAyREHkxNTfnss89wc3Pj9OnTBAUF6Wx/8eIFfn5+9O3bF3t7exo3bkynTp2YN28eDx48yLf9\n3r17o1arSUxMzHH7iBEjUKvVnDt3TlsWHh6Oh4cHDg4O2NjY4Orqio+PDzdv3tR5bV7rXTTb/Pz8\nCtALkJCQwOTJk2nTpg02Nja0b9+epUuXkpqaqlOvMP0xffp01Go158+fJzQ0lB49emBra0uzZs0Y\nM2YMt2/f1tZVq9Vs2rQJgA4dOqBWq7l586Z2nc+YMWM4cOAAnTt3xsbGhtTU1BzXAL0sKiqKPn36\nYGdnR7NmzfD29ubKlSs6dYYMGaLd16s0286fP59njBqHDx/G29ubFi1aYGNjg7OzM5MnT+bixYv5\n9v/06dPp3bs3AL6+vqjValasWKHdfuvWLWbOnImrqys2NjY4ODjg7u7Otm3b8m37ZXv37mX48OE4\nOjpiY2NDmzZtmDhxIhcuXNCpt337dtRqNb6+vsTGxuLu7o69vT329vYMHTqUU6dO6bWdlpbGkiVL\n6NatG40bN6Zp06b07dsXf39/Xrx4oVNXrVbTq1cvUlJSmDlzpva8c3V1xdfXl6ysrAIdz86dOxk8\neDCtW7emcePGtG3blvHjx3P69Gm9uvHx8Xz00Uc4OTnRqFEjWrZsibe3N8eOHdOpd/jwYdRqNdOn\nT9drQ7NtzJgx2jLN79qPP/7IvHnzcHR0ZPz48drtGRkZrFq1Cjc3N2xtbWnevDljx47VnlcvO3/+\nPJ988gmtW7fGxsYGJycnxowZQ3x8fIH6Q+iSESAhCmDcuHHs3LmTsLAwhg0bpi3/5JNP+PHHH2nd\nujUTJ07EzMyMU6dOERAQwL59+9i2bVueUyHu7u7Mnj2b0NBQPv30U51tycnJxMXFYWNjQ8OGDQGY\nO3cumzZtwtbWlrFjx1KuXDkuXLhAcHAwe/bsITQ0lHfeeeeNHvu5c+fw8PCgXLlyfPjhh1hZWfHr\nr7+yZs0aYmNjCQgIoESJEq/dH/7+/pw4cYL+/ftTtmxZ9uzZw549e7h79672A3zZsmWsWLGCy5cv\nM3v2bKysrChfvjz3798HIDU1FR8fH4YNG4a1tXW+o3Q//PADly5dom/fvlSuXJlTp04RGhrKiRMn\n2LVrF+XLly90P+UWI8C2bdvw8fFBpVIxZswYypYtS2JiIiEhIezZswd/f3/s7OxybXvQoEGYmZkR\nGBhIly5d6Nq1K3Xr1gXg2rVrDBgwgPT0dPr370+DBg148uQJ3333HZ9//jmXLl3K8cP6VX5+fsyf\nP5/atWszcuRIKlasSGJiIkFBQezbty/HGI8fP05QUBDu7u54eHiQkJDAxo0b8fT0JDQ0lHr16gHZ\n78/AgQNJTEzk/fffx8vLi7S0NPbs2cO8efOIj49n+fLlOm2/ePGCDz/8kOrVqzNhwgTS0tLYtGkT\nK1aswNLSkkGDBuV5PBs2bGDBggU4OTkxbtw4zM3NuX79OsHBwQwePJigoCAaNWoEwPfff8/EiROx\ntrZm0KBBVK9end9//52QkBA8PT1ZtmwZ7733Xr59mJeIiAju3r3L559/TqVKlbTHOGzYME6cOMGA\nAQPw8vLi7t27+Pv7M2DAAPz9/bG3twfgl19+wdvbm8qVKzN06FAqVarErVu3CAkJYciQISxfvpyO\nHTv+pRgNjiKEATt06JCiUqmUjz76KN+6Li4uikqlUh4/fqwoiqL88MMPikqlUry8vJSsrCyduitW\nrFBUKpXy9ddf59lmamqqYm9vrzg5OSkZGRk62/z9/RWVSqWEhIQoiqIoZ86cUVQqldKrVy+9uuHh\n4YpKpVI++eQTbdny5csVlUqlbNu2TW+/mm0bN27M97g/+OADpVGjRkpiYqJO+dy5cxWVSqVs3bpV\nUZTC98e0adMUlUqltG3bVklNTdWWZ2ZmKq6uropKpVJu3LihLR88eLBe2Y0bNxSVSqWo1WolPDxc\nZ5+abYMHD9Y77mbNmin37t3Tqb948WJFpVIpy5Yty3Ofr247d+5cnvXv37+vNGnSROnbt6/y7Nkz\nnTbOnTunNGzYUHn//ff12n/Vtm3bFJVKpSxfvlyn3NvbW1GpVMp3332nU/7HH38oXbp0UdRqtXL5\n8uU82753757SqFEjpU2bNkpKSorOtiNHjigqlUrp16+fXiwqlUo5fvy4Tv2goCBFpVIpU6ZM0ZZ9\n/fXXikqlUmJiYvT2PW7cOEWlUik//fSTtkzT9pdffqlTNy4uTu89zU2PHj0Ue3t75cWLFzrlly9f\nVjw9PZWIiAhFUbL7qWXLloqdnZ1y8+ZNnbqJiYlKo0aNFGdnZ207mr8Z06ZN09tnTn9PNOdcy5Yt\ntX87NAIDAxWVSqWsWLFCp/zcuXOKSqVSPDw8tDG2a9dOcXV1VR48eKBT9/bt20qzZs2U1q1b6x2r\nyJtMgQlRQBUrVgSyR2YAYmJigOxv50ZGRjp13d3dAdi9e3eebZqbm9OzZ0/u37/P3r17dbbt3LkT\nMzMz3NzcgOxvqQADBgygePHiOnXd3NwwNzdn3759ZGZmvs7h5ejGjRucOnUKe3t7atWqpbPN29tb\nu0AcXr8/+vXrh7m5ufbnYsWKYWtrC8Ddu3cLFKepqSldu3YtUF2Azp07U6FCBZ2y7t27A3Do0KEC\nt1MQe/bsIT09ne7du/PHH3+QkpKi/VetWjXq16/P6dOntaNZhfH06VP2799PhQoV9NawmZqa0qdP\nHxRFYc+ePXm2s3fvXp4/f06vXr0oXbq0zrbmzZtTp04dTp48SVJSks62Ro0a0aRJE50yzfn68tRR\nVFQUlpaWODk56Rx/SkqKtt/37dunF9fw4cN1ftbsqyDnhYmJCenp6Zw8eVKn/N1338Xf359evXoB\ncOTIER48eICrqyvVqlXTqVurVi1atmzJ3bt3c5w2KwwXFxe90c9du3YB0KdPH53yBg0asGXLFv7z\nn/8A2dNzt2/fpn379hgbG+v0n5mZGS1btiQpKYmzZ8/+pRgNjUyBCVFAz58/B9AmH5cvXwbQDvO/\nzNramnLlynHt2jWysrIoViz37xoeHh4EBwezdetWOnfuDGQnHidPntRJDvLan4mJCbVq1eLs2bPc\nvn2b6tWr/4Uj/ZNm7UfNmjX1tllZWelcYv66/VG7dm29+iVLlgTQWxuSm4oVK2qn4Qoipxg1U4e3\nbt0qcDsFcenSJQAWLFjAggULcq138+bNQk+9Xb16lczMTN599129pBPQTpMlJCTk2Y7mvdPUz6md\nhIQEEhISdBJHlUqlV7d06dKYm5trvyg8efKEO3fuANnJVG5eXWdVokQJqlSpolNWmPNi/PjxfPzx\nxwwcOJBmzZrRqlUrHB0dsbe3x9jYWFuvIMf+888/k5CQoJfsFUZOv5MXLlygePHiVK1aVW/by/vS\nrBMLCAggICAg133cvHlT++VB5E8SICEKQFEUbt26hbGxMdbW1gDaK3JKlSqV42tKlizJo0ePePbs\nGWZmZrm2rVarsbe3JzY2lt9//52qVasSFRUFQP/+/bX1CrI/yB4VeFM0i5wLkly8bn8UJnHJzcsj\nSK9bX9N/z549+8vxvCwtLQ2AMWPG0LJly1zr1alT57Xbzq3PNeX5XT2m2Z7beZrbuWVhYZFjfQsL\nC+7evcuzZ8+0MVapUiXPBLBs2bI6P5uamuaY1BWUi4sL27dvx8/Pj59++omjR48C2Yn7hx9+yMiR\nIzEyMnrtYy+snM65tLQ0SpYsme9xavqwf//+2hG2nLz77rt/KUZDIwmQEAVw4sQJHj16RNOmTbUf\nKpo/aOnp6TneHyg9PR1jY+NcP5xe5uHhwfHjxwkPD2fs2LFERUVRv359nW9zL+8vJ5rygiQDBf2Q\n13zAPXr0KN+6b7I/3racjl/zAZdXsppfGznR9KGlpeUbv3+Ppu3czgnNB2d+58Trnlu5JQVPnjyh\nRIkSlCxZUifGv/v+RSqVinnz5qEoChcuXODAgQOEhISwaNEisrKyGD16tPaYNH31qrfxe6VhYWFB\nSkoKGRkZeS7c1/ShmZmZ3APqDZI1QELkQ1EUli1bBsDAgQO15ZpplJwuY75z5w4pKSnUqVOnQN9i\nu3btiqWlJVFRURw/fpyEhASd0Z/89peRkcHVq1cxNzencuXKQPa0GOT8oXb16tV8Y4I/pwVy2mdy\ncjKhoaHab9Zvsj/etlcvd4fsq6kAnavocuvDrKwsrl+/XqB9aaaJXr2cWuN11v5o1KpVi+LFi3P5\n8uUcLw3XvBe5Te9oaN67Vy93f7WdV0cYcurHpKQk0tPTtWvmLCwsqFq1Ko8fP87x3EhPT3+jo5Y5\nMTIyon79+nh5eREWFkapUqWIjo4G/nx/crsdwavH/iZ+rzQ0bea07+joaMLCwlAURRuj5nftVQW5\n5YbQJwmQEHnIyMhgxowZxMXF0aZNG+2CTfhzsWdAQACKoui8TjNPX9A7EWsWrCYmJrJgwQJKlSpF\nz549dep069YNIyMjQkJCyMjI0NkWFhbG06dP6dy5s3Z9jeZS21cXRl65coX9+/cXKK5atWrRsGFD\nLl68qHevkcDAQGbMmKFdX/Im+yMnmnUbf/zxx2u3oREdHc3Dhw91yiIiIgBo06aNtkzThy/fhwmy\nL2vPaVQspxg7dOhAqVKl2LNnj3a9icaNGzfo2LGjzn1jcqNp++VRhpIlS9KhQwfu37/Pd999p1M/\nPT2d7du3Y2xsTKdOnfJsu0OHDpQsWZLIyEgeP36ss23//v1cv36dFi1a6D1W5OTJk/z22286ZZqF\nvS9P92nOjbVr1+rt++uvv6Zly5b8+uuvecZYGLdv38bNzY2vv/5ab1vJkiXJysrSTr02a9aMihUr\n8tNPP3Hjxg2duhcvXuTIkSPUqFFDe8m85pw4f/68TtL57NkzvfuE5adbt25A9iNOXnb16lUmTZpE\nWFgYRkZGNGvWjMqVK3P27FkOHjyoU/fhw4f07dtXu+BdFJxMgQkB3Lt3T3sVE2QP7V+6dIldu3Zx\n584dOnbsyIIFC3QW77Zr1w43Nzd27tzJyJEj6dChAyYmJsTHxxMREUGDBg0YMWJEgWNwd3dn48aN\nHD9+nD59+uhdjaNSqfDy8mLt2rUMHjxYe+XX2bNn2bp1K1WrVmXSpEna+m3btsXMzIzIyEjKlSun\nvTFfYGAg3bt3137g52fWrFkMHz6cMWPGMHz4cKpUqcLx48fZunUrtra22itY3nR/vOqdd94hLi5O\ne28XZ2dn7fqMwrKzs8Pd3Z2+fftibW3Nr7/+yrZt26hUqRIeHh7ael26dCE8PJyvvvqK5ORkrK2t\nOXHiBPv27aNt27YcOHAg3xjr1q3LzJkz8fHxYfDgwQwdOpRq1apx7do1goODyczMZOjQoQU6foDI\nyEgsLS2pWrUq3bp1Y9q0acTHx/P5559z5swZ6tevz4MHD9ixYwc3btxg4sSJ+d4bysrKis8++4zZ\ns2fj7u5Ov379sLKy4tKlSwQFBVG2bFlmzpyp97rmzZszatQoPvjgA2rVqsWVK1fYuHEjFhYWjBo1\nSltv9OjR/PTTT+zcuZO0tDQ6derEixcv2Lt3L/v27aNdu3Z/aYHxq6pUqUK1atVYv349169fp3Xr\n1pQuXZqkpCQiIiLIyMjQ9nnx4sX573//y8cff8ygQYMYOHAglStX5vr164SEhGBiYsKcOXO0v/vV\nq1fHxsaGM2fOMGHCBNq3b8/jx48JCwvDwcGhUKNA7u7u7Ny5k9DQUDIyMmjdujVJSUkEBARgbGzM\n559/DmSPOs2dOxdvb2/Gjh2Lp6cndevW5c6dO4SEhHD37l0mT578jxhd/b9EEiAhgNOnTzNhwgTt\nz6amplhbW+Pg4EDfvn11RgVe9vXXX9OkSRO2b9/OggULUBSF6tWr89FHHzFq1KhCrXepWbMmjo6O\nHD58WG/6S2PSpEnUrVuXoKAglixZwvPnz6lcuTIeHh54e3vrXEVkbW2Nn58fCxcuJDAwEBMTE9Rq\nNYsXL+bOnTsFToDs7e3ZsmULK1euxN/fnydPnlChQgVGjRrF6NGjddYuvMn+eJWXlxfnz58nNjaW\n06dP06hRoxyvnimIfv36kZ6ezoYNG0hISMDU1JSOHTsybdo0ncTTxcWFhQsXsnr1apYuXYq5uTmO\njo5s3ryZlStXFihGgPfff59q1aqxYcMG/Pz8SE1NpWzZsjRr1gwvLy9sbGzyjblp06YMHDiQHTt2\n4Ovry/vvv0+3bt2oWrUqYWFhrFy5kpiYGAICAihVqhQNGzZk5cqVBb45nru7O1WrVmXDhg2sWrWK\np0+fYm1tTdeuXfnoo49yTKLUajVjx45lxYoV2ruKN2vWjKlTp+pcOWhhYUFwcDDr1q3jhx9+YPbs\n2RgZGVGrVi2mTJnC0KFD87xS8nX4+vri5+dHdHQ0ixcvJi0tjbJly2JnZ8e0adNwcnLS1nVxcSEw\nMJDVq1ezceNGUlNTKVeuHI6Ojnh7e1O/fn2dtletWsXChQs5cOAAP/30EzVq1MDDwwMXF5dC3X3b\n1NQUPz8/vvnmG6Kjo4mOjqZEiRI0b96ciRMn6lxl16ZNG7Zu3cratWu1I5AWFhbY2toyd+5cneMR\nBWOkyJiZEP8Iz549o2PHjlSsWDHHx1cI8U+xfft2PvvsMzw9PfHx8SnqcIR4LbIGSIh/iFWrVpGU\nlISXl1dRhyKEEP96MgUmRBG6ceMGJ06c4ODBg4SHh9OlS5e/tFBYCCFEwUgCJEQROnnyJFOnTqVs\n2bIMGTKEqVOnFnVIQghhEGQNkBBCCCEMjqwBEkIIIYTBkQRICCGEEAZHEiAhxGs7duwYPXr0oFGj\nRjRt2rSow/lXunjxIgMGDMDGxgZ7e3vtk9WLWvv27VGr1UUdRo5u3ryJWq1myJAhRR1KgQ0ZMkR7\ns1Lx95BF0EL8iyUnJxMcHMzQoUMpU6bMG207KyuLiRMnkpSUxPjx46lWrdobbV9kmzlzJidOnGDo\n0KE0btxY7w7hRWX27Nlv/RleIneRkZGEhoby22+/aR9AbGdnx+DBg2nVqlVRh/d/giRAQvyLHT58\nGF9fX/r06fPGE6D79+9z7949GjZsWKBnWYnXc+7cOcqVK6d9LMI/Rbt27Yo6BIM1ZcoUoqKitL97\nlpaWXL16lbCwMIYPH85nn33GsGHDijrMfzxJgIT4Fztx4sRba1vzwE8LC4u3tg+R/UDeChUqFHUY\n4h9iz549REVF0bZtW9auXavzCBF3d3fc3NxYtGgRvXr1wtLSsggj/eeTNUDCIP32229MmDABZ2dn\nGjVqRJMmTejbty9btmzRq/vw4UOWLFlCt27daNq0Kfb29nTt2pXFixeTmpqa775WrFiBWq0mPDyc\nXbt20adPH+zs7GjevDljxozRPk39ZUePHmX06NG0atWKhg0bap8D9fIDWzXUajW9evXi9OnT9O7d\nGxsbGy5cuIBarWbTpk1A9tO+C7q+IDw8HA8PDxwcHLCxscHV1RUfHx+d106fPp0OHToAcOTIEdRq\ndZ7rQXr37o1arSYxMTHH7SNGjECtVus8db0gccCf/ZvT40M02zTPqYI/11rcuHGDUaNG0aRJEwID\nA/Psk/bt29OgQQPS0tL48ssvadu2LTY2NrRv356lS5eSkZGhratZfzJmzBgOHDhA586dsbGx0TlX\n9u7dy/Dhw3F0dMTGxoY2bdowceJELly4oBc7wK1bt7R9rDn+58+f8+2339K7d2/s7Oxo0qQJPXr0\nwNfXl/T0dJ34C3MOHzhwgJEjR2qPsU2bNnh5eREbG6vXJzm954V933bv3s3u3bv54IMPsLe3x97e\nnmHDhun0hcaPP/7IsGHDaNGiBQ0bNsTR0ZERI0Zw6NChPN+/3LRr1w4nJye9p6j/73//Q61WM3r0\naL3XjBgxggYNGvDgwQMA0tPT8fX1xc3NDTs7O+zs7OjevTvLli3Tex9e59xbv349arWaCRMmkJmZ\nybFjx6hUqRLe3t56z0+rXLkyzZo14/nz55w9e/Z1usSgyAiQMDgJCQkMHjwYgOHDh1OzZk0ePXpE\naGgos2bN4uHDh3h7ewPZ61yGDRvGlStXGDx4MPXr1ycrK4ujR4+ybt06Dh8+zJYtWwr0FObo6Ggu\nXryIh4cHlStX5tSpUwQFBXHixAkiIyOxtrYGspOf4cOHY2lpyYcffkjlypW5e/cuwcHBTJgwgUWL\nFtGjRw+dtrOyspg6dSrdunVjxIgRVKhQgWXLlrFixQouX77M7NmzsbKy0nlYak7mzp3Lpk2bsLW1\nZezYsZQrV44LFy4QHBzMnj17CA0N5Z133mHQoEHY2tryn//8h7p16zJu3Lg823V3d2f27NmEhoby\n6aef6mxLTk4mLi4OGxsbGjZsWKg4/oqvvvqKMmXK8OWXX+o8dDI3WVlZTJo0iaysLLy9vSlevDjb\ntm1j9erV3Llzh6+++kqnfmpqKj4+PgwbNgxra2vtQ2P9/PyYP38+tWvXZuTIkVSsWJHExESCgoLY\nt28f/v7+2NnZ0bVrV+rVq8eECROwsrJi9uzZAJQvX54XL17g5eXFoUOHcHNzw9PTk4yMDOLi4vD1\n9eXnn39m8+bNFC9evFDn8Pfff8/48eNp1KgRXl5elCtXjjt37rB161ZGjBjB6tWrcXFxybWPXud9\n+/HHH4mNjWXw4MEMGjSII0eOsH37dkaNGsXu3bu1/bZz504mT55MnTp1GDt2LJaWlty4cYPNmzfz\n4Ycf4u/vT/PmzQtzCtCmTRvCwsK4dOmSzjlw8OBBzM3NOXbsGJmZmRgbGwPZo3Hx8fHY2NhgZWVF\nRkYGw4YN4+TJk3Tp0oWBAwdibGzMoUOHWLVqFbGxsdr34WUFPffCw8NZtGgR7dq1Y9GiRRgbGzNt\n2jSmTZuW62uePHkC8ManvP+VFCEMzK5du5QhQ4YokZGROuX3799XGjRooLRo0UJbdvbsWUWlUimz\nZ8/Wa2f9+vWKt7e38vvvv+e5v+XLlysqlUpp3Lixcv36dZ1tX3/9taJSqZQlS5Zoy/z9/ZVBgwYp\nhw4d0qmriaVPnz465SqVSlGr1Yqvr6/evgcPHqyoVCrlxo0becaoKIpy5swZRaVSKb169VIyMjJ0\ntoWHhysqlUr55JNPtGU3btxQVCqVMnjw4HzbTk1NVezt7RUnJye9tv39/RWVSqWEhIS8Vhya/t22\nbZvefjXbNm7cqC3T9Mnw4cOVrKysfGNXFEVxdXVVVCqVMmLECJ3yZ8+eKa6uroparVauXr2qKMqf\n/aJWq5Xw8HCd+vfu3VMaNWqktGnTRklJSdHZduTIEUWlUin9+vXTKVepVIqrq6tOWVBQkKJSqZRv\nv/1WL9avvvpKUalUyubNmxVFKdw57O3trahUKiU5OVmn3v3795WhQ4cqGzZs0OsTjdd935o0aaLc\nuXNHp/6gQYMUlUql8zvwv//9T3F3d1euXLmiU/eHH35QVCqVMm7cOG1ZQc/NmJgYRaVSKQEBAdqy\nhw8fKvXr11f++9//KiqVSjl+/Lh22+HDhxWVSqWsWLFCURRF2bhxo6JSqZQvvvhCr+3p06crKpVK\nCQoK0pblde69+ru6d+9epWHDhsqQIUOUZ8+e5XkcGvv371fUarXSsWNHvfdA6JMpMGFwunXrxqZN\nm7SjKOnp6aSkpGBiYkL58uV5+PAhaWlpAJiYZA+SnjlzRm+qQPONuEqVKgXab7t27fS+/bq5uQHZ\nl5NreHp6snnzZlq0aAFAWloaKSkp2v3cunVLr21FUejdu3eB4sjN999/D8CAAQP0vrG6ublhbm7O\nvn37yMzMLHTb5ubm9OzZk/v377N3716dbTt37sTMzEzbF28zjpf16NGjQCN3Lxs4cKDOzyVKlOC9\n995DURSd9xDA1NSUrl276pTt3buX58+f06tXL72ruZo3b06dOnU4efIkSUlJecYRFRUFQPfu3UlJ\nSdH5p9nnTz/9BBTuHNb096tTSlZWVvj5+TF8+PBcY3rd961Lly5UqlRJp8zOzg6Au3fvassmTpxI\ncHAwderUQVEUUlNTSUlJ0V59+DqXj7dq1QoTExOOHDmiLTt06BBZWVm4u7tjZmbG4cOHtdvi4uIA\naNu2LYB2Slozovwyd3d3AHbv3q23Lb9zLz4+nk8++QQbGxtWr15NiRIl8j2WoKAg7ajbsmXL9N4D\noU+mwIRB2rZtG4GBgSQkJOR4Ka/mj7RKpaJHjx5ERUXh4uKCi4sLjo6OODk5FXoKJqeh7sqVKwPo\nfOBlZmbi5+dHREQEV69e1Vlf8nJsLzMxMaFq1aqFiudVly9fBqBevXo5tl+rVi3Onj3L7du3qV69\neqHb9/BEAASzAAAgAElEQVTwIDg4mK1bt9K5c2cg+2GwJ0+epF+/fpibm/8tcWi8zhRaXu9hcnKy\nTnnFihX1Prg0x1a3bt0c269bty4JCQkkJCTkufD50qVLwJ8fxDnRJASFOYdHjRpFbGwskyZNYsOG\nDbRp0wZHR0eaN2+unYrKzeu+b7Vr19arX7JkSQBevHihLXv27BmrV68mOjqa33//nefPn+u85nUS\n4tKlS2NnZ8eRI0dQFAUjIyNiY2OpUqUKdevWpUmTJhw6dEi7FiguLo7y5cvTuHFj7TGbmJjkeAzv\nvvsuQI7r3vI69y5dusS0adMoX74869at0/5e5CYjI4OpU6cSExNDq1at+Oqrr/QSSpEzSYCEwVm1\nahXLli2jUqVKjBkzhnr16mFmZgbApEmT9D7IFi5ciIuLC6GhocTExGi/fdvZ2TF9+vQC3wAwp6ul\nNGWaeXuAWbNmERYWRp06dZg6dSo1a9bUfiB4enrm2HapUqUKPZrxKs2CzVKlSuW4XRPD6977Ra1W\nY29vT2xsLL///jtVq1bV9mX//v3/tjg08vtgyUle72FKSkq+7WuOTXO+vaqgx5aWlkbx4sX59ttv\nc62jaQsKfg43btyYiIgI/P392b17N2vWrGHNmjWYm5vj4eHBhAkTck2EXvd9yy+x0vjoo4+IjY3F\n1taWESNGULVqVUxNTUlOTmbSpEkFaiMnbdu2JT4+nosXL6JWq4mLi9OOvjo6OrJmzRoyMjLIyMjg\n9OnTuLm5aX/X0tPTKVmypN5iZPizH15dCA15n3uTJ08mLS2N1NRULly4kO+6piVLlhATE8Pw4cOZ\nNm3aX/47YEgkARIG5cWLF3z77bcUL16cgIAAatasqbP91dEWgGLFiuHm5oabmxvp6enEx8fz448/\nsm3bNoYNG8auXbsKNJqQ04eaJvEpW7YskD0StH37diwtLQkMDMTKykqv7tui+aOc0x/sl8tfJ3HQ\n8PDw4Pjx44SHhzN27FiioqKoX78+tra2byWOZ8+evXasBW3v1fcwL2/q2CwsLHj8+DGNGjUq0G0I\nCnMOV69eHR8fH3x8fEhISODgwYNs3bqV9evX8+TJE+bMmfNWjy0np06dIjY2lnfffZeAgACd5O63\n334rdHsvc3Z2ZsmSJRw5cgRzc3OuX7/O2LFjgewEaOnSpZw4cYL09HRevHihM+pmbm5OWloaWVlZ\neknQ6x5vw4YNGTt2LN7e3kycOJEdO3bkefFCREQE1atX59NPP5Xkp5BkDZAwKA8fPiQ1NZV33nlH\nL/k5c+aM3rf4V5mZmeHs7MycOXPw8fHhjz/+0FvTkpsrV67olV2/fh3Ini6B7PU9WVlZ2qtMXvbq\nZchvmmbq4uLFi3rbMjIyuHr1Kubm5topn9fRtWtXLC0tiYqK4vjx4yQkJOiM/rxOHJo1Ljl98F69\nevW1Y81JTu/htWvXgD/fw7xoji2nS7zhz2PWTJ/kRjMVd/ToUb1tz58/z/M8Lsw5XKdOHYYMGUJY\nWBjVqlUjOjo613bf5vlz48YNIHud1MvJD/z134uGDRtibW3NkSNHtGt8WrZsCYCtrS2lSpXi8OHD\nHDp0CGNjY9q0aaN9bb169cjMzMzxvNC8x7lNd+bmq6++wsnJiZkzZ5KUlMSUKVPIysrKtb6vr6/e\n/YBEwUiPCYNiaWmJiYkJSUlJOt/mU1NTmTt3rnZhqmZbSEgIbdu2zfFbpmaRYUEWKEL2AtiXF3XC\nn4tZNX9wNes+bt68qXNvkrt377Jy5UpMTU35448/9O5bkhvN5buamxbmpVu3bhgZGRESEqI3EhYW\nFsbTp0/p3LnzX/pDa2pqSp8+fUhMTGTBggWUKlWKnj17/qU4NOsdXr3vyZUrV9i/f/9rx5qTV+8T\n9fTpU/bs2UOxYsVwdHTM9/UdOnSgZMmSREZG8vjxY51t+/fv5/r167Ro0UIv+X2VZsH4+vXr9da+\n+Pv706pVK22yUtBz+OnTp/Tr14/Jkyfr1dMkmXmd62/z/Hn59+JlV65cISQkBHj90T4jIyPatGnD\nr7/+SlxcHLVq1dImacWLF6dJkyYcPnyY+Ph47OzsdEb6unfvDkBAQIBeu5r7+7y6EL6gPvjgA3r1\n6kVsbCwrV67MtZ6Dg0OhkyyRTabAhEExMTGhS5cu7Ny5k7Fjx9KjRw8ePXpEUFAQXbt2pWLFisTE\nxLBixQp69uxJy5YtWbx4MZ6envTr10/7LffKlSts3ryZypUr06VLlwLtu2nTpnh4eNCvXz+qVq3K\niRMnCAkJoVKlSnh4eABQrVo17O3tOX78OFOmTKFt27bcuXOHgIAAxo0bR2hoKKdPn2bp0qV07NhR\nuxgzN++88w5xcXEsWLAAJycnnJ2dc/1jqVKp8PLyYu3atQwePFh75c7Zs2fZunUrVatW/UtrLTTc\n3d3ZuHEjx48fp0+fPnpXQxU2jrZt22JmZkZkZCTlypXT3iwwMDCQ7t27ExER8Zdj1khLS8Pb2xtn\nZ2dMTU0JDQ0lKSmJgQMHFmgRupWVFZ999hmzZ8/G3d2dfv36YWVlxaVLlwgKCqJs2bLMnDkz33b6\n9etHTEwMcXFxDBkyhN69e2vvP6N5RIJmqqag53CpUqVo3LgxgYGBJCcn895772FpacmjR4+IiYnh\n1q1bTJ06NdeY3ub506RJE6pXr84vv/zCnDlzaNKkifbeSQsXLmT69Olcu3YNPz8/nJ2dC/ylRMPZ\n2ZmIiAj27dunl5A7OjqyevVqFEXh448/1tk2YMAAoqOj2bJlC0+ePKFVq1Y8f/6cn3/+mb179+Ls\n7KzXXmF88cUXnD59mlWrVtGsWTOcnJx0tt+8eZMOHTpQv359duzY8dr7MVSSAAmDM3v2bMzMzNi/\nfz9ffPEFNWvWZMSIEQwYMIAzZ85w/vx5IiIiMDY25osvviA0NJR169YRHR3N5s2byczMpFq1anzw\nwQeMGjWKcuXKFWi/zs7O9O/fn3Xr1nHp0iWKFy9Ohw4dmDZtmk4by5YtY/78+cTFxbFv3z7q1avH\nrFmz6NSpE1WqVMHHxwc/Pz/Mzc3zTYC8vLw4f/48sbGxnD59mkaNGuVZf9KkSdStW5egoCCWLFnC\n8+fPqVy5Mh4eHnh7e+d7I8WCqFmzJo6Ojhw+fFhv+ut14rC2tsbPz4+FCxcSGBiIiYkJarWaxYsX\nc+fOnTeaAM2bNw8/Pz/WrVtHcnIyFStWZNy4cdobZxaEu7s7VatWZcOGDaxatYqnT59ibW1N165d\n+eijjwq0nszY2JhvvvmGTZs2ERUVxdy5c8nMzKR69eqMHj2aUaNGadee1KpVq8Dn8MyZM7V3LV+x\nYgVPnjzBwsKCRo0asXTp0nxHM97W+WNqaso333zD/Pnz2blzpzbJW758OS1atGDq1KksWLCAZcuW\nYWlpiYODQ6Hab926NcWKFSM9PV07Gqvh6OjIsmXLAP3nn5mYmPDtt99q+3b37t0UK1aM2rVr8+mn\nn+Lp6fmXRkzNzMxYunQp/fv3Z/LkyURERBRoqlUUjJFS0LF0IcRrWbFiBb6+vvKAwv/v2bNndOzY\nkYoVK+b4+Ip/ovbt23Pr1i2OHj0qd9gV4l9C1gAJIf5Wq1atIikpCS8vr6IORQhhwGQKTAjx1t24\ncYMTJ05w8OBBwsPD6dKlS4HXTgkhxNsgCZAQ4q07efIkU6dOpWzZsgwZMiTPxbRCCPF3kDVAQggh\nhDA4sgZICCGEEAZHpsAMSHx8fFGHIIQQQvytcrstgiRABqaw98cQb0Z8fLz0fRGRvi860vdFR/o+\nW15f/GUKTAghhBAGRxIgIYQQQhgcSYCEEEIIYXAkARJCCCGEwZEESAghhBAGRxIgIYQQQhgcSYCE\nEEIIYXAkARJCCCGEwZEESAghhBAGRxIgIYQQQhgcSYCEEEIIYXAkARJCCCGEwZEESAghhBAGRxIg\nIYQQQhgck6IOQAghxP9dPSbvyLtC0M2/JxAganGvN9JOYmIiGzduJDY2lrt371KiRAlq165Nt27d\nGDhwICVKlNCpf/DgQQICAjh//jz379+nePHi1K5dm969e+Pp6alT9+nTp2zZsoXIyEhu3bpFamoq\nZcuWxdbWljFjxmBra1vgOFetWsWyZcto1aoVGzduzLFOZmYm27dvZ9u2bVy7do2UlBQsLCyoX78+\nI0eOxNnZuUD7mjt3Lps2bdL+vHDhQnr1+rO/FUXh+++/JywsjDNnzpCamkq5cuVo0qQJgwYNwsnJ\nSae97du389lnn+mUWVhYULVqVVxcXBg9ejQWFhYF7YrXIgmQEEII8f999913fPrpp9SpU4dRo0bx\n7rvv8scffxAbG8uyZcsIDw9nw4YNWFtbAxAaGsqMGTNo164dM2fOpHz58iQnJxMVFcXcuXO5e/cu\nU6dOBSArK4tRo0Zx5swZhg4dipOTE8bGxly5coUNGzbg6elJQEAAjRs3LlCs4eHhlC5dmkOHDnHn\nzh0qV66sV2f69Ons2rWLgQMHMm7cOEqUKMGNGzcICAhg9OjRrFy5EldX13z39eGHH9KzZ0/Onj3L\n7Nmzdba9ePGCyZMn8/3339OjRw++/PJLrKysuHPnDtu3b2fYsGGMGjWKKVOm6LX75ZdfUr9+fQBS\nU1M5dOgQ69at4+zZs2zYsKFA/fC6JAESQgghgISEBKZPn06rVq1YuXIlxYsX125r3bo13bt3Z9Cg\nQUyfPp3169cDsHbtWmxsbFi7di1GRkba+u+99x4ff/wxW7Zswdvbm9KlS/Prr79y9OhRZsyYwZAh\nQ7R1mzdvTocOHXjvvfcICgpi/vz5+cZ69OhRrl+/zuzZs5kzZw4RERF4e3vr1Ll9+zaRkZEMHz6c\n6dOna8ubNWtG586d6dq1Kxs2bChQAlSlShWqVKlCenq63rY1a9YQExPD119/Tc+ePXW2devWjSVL\nlrBmzRoaNmxIt27ddLbXrl1bJ+FzcnLi8ePHBAcHc+PGDd555518Y3tdsgZICCGEANavX09WVhZf\nfvmlTvKj0bBhQ0aNGsXPP//MqVOnALh37x7Vq1fXSX40Fi5cyOHDhyldurS2LkCNGjX06laoUIGf\nf/65QMkPZE8hlSlThg8++ICmTZsSHh6uV0ezv5ySCDMzM3bt2kVAQECB9peb9PR0Nm7ciKurq17y\nozF+/Hhq167NypUrC9SmSqUC4PHjx38ptvxIAiSEEEIABw4coGXLllSsWDHXOpp1Lz/99BOQ/WG9\nb98+IiMjURRFp66ZmRnGxsban+vVqwfAkiVLuHr1ql7bmkQpP2lpacTExNClSxdMTU3p1asXV69e\n5cSJEzr1atWqhampKd9++y2nT5/Wa+dNrLE5duwYqampuSY/AMbGxri5uXH58mVu3LiRb5tXr17F\n1NQ0x0TxTZIESAghhMF78uQJSUlJ2iQlN9WqVaN06dJcuXIFyF5jY2xszNSpU2nfvj0+Pj5ERERo\nR19eVq9ePYYMGcL58+fp0qULHh4eLFmyhF9++YWMjIwCxxoTE0N6ero2GevatSslSpRg+/btOvXK\nli3LpEmTuHXrFh988AF9+vRhwYIF7NmzJ8eprNeRmJioPba8aNb5JCQk5Frn8ePHREZGsmXLFkaP\nHk2ZMmXeSIy5kTVAQgghDJ4mITA3N8+3rrm5OWlpaUD2epqoqCg2btzIjz/+SFhYGGFhYRQrVox2\n7drh4+OjMwU1Y8YMWrduTUhICIcOHeLXX39lzZo1lClTBk9PT8aMGaMzapST7du3U716dRwcHAAo\nU6YMrq6uREdHM2PGDExNTbV1hw8fjq2tLZs2beKXX37h3LlzbNiwgZIlS9KvXz8mT55MqVKlCt1f\nGpp+MzMzy7Oepl81/aYxaNAgvbrvv/8+w4YNe+2YCkoSICGEEAZP8wGdkpKSb90nT57ojE5Ur16d\nmTNnMnPmTBITEzl69Cg7d+5k3759nDlzhujoaJ3pLVdXV1xdXcnIyODUqVMcPHiQ7du34+vrS3Jy\nMv/5z39y3fe1a9c4duwYQ4cO5eHDhzptxsTEsHv3br2Fxg4ODjg4OPDixQvOnTvHoUOH2L59OwEB\nAVy7do1169YVuJ9epTmuJ0+e5FlPs/3Vab758+fToEEDADIyMrh27Rp+fn707NmTjRs3UrNmzdeO\nLT8yBSaEEMLgWVhYUK1aNc6dO5dnvVu3bpGWlqZdqPuq2rVr079/fzZt2sT48eNJSkpi9+7dOdY1\nNTWlWbNmTJgwgZ07d9KwYUO2bdvG8+fPc92/ZprL398fJycn7b9p06YB5LgYWsPExARbW1u8vLyI\njIzE2dmZAwcOcOvWrTyPOSeaRd+aqa+zZ8/mWf/ixYsAev1Wo0YNGjRoQIMGDbCzs6Nnz574+fnx\n6NEjli9fXui4CkNGgAxMvjctE2/P33hDOPGKIuj7N3VTPvH3ad++PYGBgVy7di3XkYddu3Zp6yYn\nJ3PkyBHatWuX49RZjx49WL58OUlJSUB2knD//n3atm2rV7d06dK0a9eOc+fO8fjxY+19hl6WlZXF\njh07sLGxYfLkyXrbt23bRnR0tHZ/V65c4cqVK3Tq1EmvrqmpKZ07d+bnn38mOTmZatWq6dU5duwY\nV65cYcCAAdqyZ8+eAdnriwDs7e2xsrIiPDyc999/X7/D/n/c0dHR2NjYUKlSpRzrvKxMmTLUqlVL\nmzS9LTICJIQQQpB9s79SpUoxffp0nj59qrf9woULrF27lq5du6JSqTh58iQTJ04kMDAwx/YOHz4M\ngFqtBmD16tVMmDAhxyuhMjMziY+Pp0KFClhZWeXYXmxsLLdv36Zfv360atVK79+wYcPIzMxkx47s\nL7pbt25l/PjxeleHaRw5ckR71+qcxMTE8MUXX3D37l1tmeZqsnfffRfITqRGjx7N0aNHde4U/bJV\nq1Zx+fJlxo8fn+P2Vz158oTExMQcb+z4JskIkBBCCAFUrVqVJUuWMH78eHr37s2wYcOoV68eGRkZ\nHD58mE2bNlG/fn3mzJkDZK+7ee+99/jf//5HYmIinTt3xtLSkkePHhEXF8fmzZtp166ddsRn4sSJ\nHD9+HA8PDzw9PWnSpAnGxsb8/vvvhIWFcezYMRYtWkSxYtljE76+vqxatYp9+/ZRqVIltm/fjqmp\nqd4aH43GjRtTt25dIiIisLe3Z+TIkezfv5+RI0cyePBgWrRoQcmSJbl37x67du3i+++/Z8qUKdr1\nTBEREXz++ecEBATg4OCAh4cHYWFhjB07lvHjx3Pv3j02btxI9+7dqV69una/np6eXLhwgblz5xIf\nH0+PHj0oX748d+7cYceOHfz0009MmTKFdu3a6cWcmJiofbRIZmYmv//+O35+fjx//pyRI0e+uTc3\nB5IACSGEEP9fu3bt2LlzJ+vWrWP9+vXcu3ePEiVKUK9ePT799FP69euHiUn2R2exYsVYunQp4eHh\n7NixgxkzZvDo0SNKlixJvXr1+PzzzxkwYIB2vcy7775LWFgYmzZtYseOHXzzzTc8e/YMKysrHBwc\nCAkJwc7OThuLoihkZmaiKAopKSns3r0bV1fXPC8P79WrF4sXLyYhIQEHBweCg4MJDAxk9+7dBAcH\na5/R1bhxY9avX6/zLLCsrCzt/jTxrl+/niVLljBhwgRMTU3p27ev3vRbsWLFmD9/Pq6urmzZsoUZ\nM2Zo99O8eXO2bt2a6zPOZsyYof1/Y2NjKlSoQNOmTZk1axY2NjaFfPcKx0h59c5N4l8rPj6eL2Qd\nihB/C1kDlP03R3Optvh7Sd9ny6sfZA2QEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQ\nEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgC\nJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDhvJQH64YcfUKvVfPPNNzluz8zMpFevXrRp04bU1NS3EcJr\nuXnzJmq1mlWrVgEQGxuLWq1m165dRRaTJoZjx44VWQxCCCHEv81bSYA6deqEs7Mzq1ev5u7du3rb\nQ0JC+O233/jss8+wsLB4GyG8Eba2toSFhdGmTZu/bZ8rVqzAx8fnb9ufEEIIYYje2hTYrFmzyMzM\nZOHChTrlDx8+ZPny5bRq1Yru3bu/rd2/ERYWFjRu3JiyZcv+bfs8ceLE37YvIYQQwlC9tQSoRo0a\njBo1ip07d+pM3yxdupS0tDRmzZqlU//p06csWLAAFxcXbGxscHV1ZdGiRTx79kxbR1EUvvnmG7p0\n6YKdnR0tWrRg9OjRXLhwodDxpaamMm3aNBwcHGjatCnjx4/nwYMHOnVenQILDQ1FrVYTFxdHnz59\ncHZ21tb97bffGD16NA4ODtjZ2dGvXz92796tt9/vvvuOvn37YmtrS/v27Vm4cCFPnz7lxYsXqNVq\nfvnlF8LCwlCr1ezYsUPntREREdo6r/rkk09o0aIFz58/L3RfCCGEEIbmrS6C9vLyokaNGsyZM4fM\nzEzOnTvH1q1bGTVqFLVr19apO27cOLZs2cKwYcPYuHEjnp6eBAYG8umnn2rr+Pv7s3z5ctzd3dmw\nYQNz584lJSWFoUOHkp6eXqjYZs6cya5duxgzZgyrVq2iYcOGzJgxo0CvXbp0KQMHDsTX1xeAa9eu\nMXDgQJKTk1mwYAGrVq2iRo0afPzxx+zdu1f7usjISCZOnEjTpk1Zu3Yto0ePJjg4mBkzZmBiYkJY\nWBjly5enQ4cOhIWF0a5dO539durUCTMzMyIjI3XK//jjD/bv30/nzp0pXrx4ofpBCCGEMEQmb7Px\nEiVKMGPGDLy8vAgODmbXrl1Uq1YNb29vnXpHjx7l559/Zt68ebz//vsANG/enGLFijFv3jwuXryI\nSqXi4MGD1K9fn2HDhmlfa2dnR3h4OKmpqZiZmRUorgcPHhATE8PAgQMZMWIEAC1btiQlJaVAo0mN\nGzemX79+2p/XrFlD8eLFWbduHVZWVgC0atWKxMREfH19ad++PQC+vr64urpqEy0nJyeSk5MJDAzk\nwYMHNG7cGBMTEywtLWncuLHefs3MzOjYsSM//vgjT58+pVSpUgD8/PPPpKen07NnzwIdvxBCCGHo\n3moCBNCuXTs6derEV199xfPnz/nmm28oUaKETp3Y2Fgge4TjZe3bt2fevHmcPHkSlUqFtbU1cXFx\nhIWF4ebmRsmSJalQoQJeXl6FiunMmTNkZWXRsmVLnXIXFxe+/fbbfF/v6Oio83NcXBzNmjXTJj8A\nRkZGuLi4sGrVKjIyMkhOTtaOFL1s7NixjB07tsCx9+rVi8jISHbv3k2PHj2A7KvuqlatioODQ4Hb\nEUK8XfHx8UUdwj+C9EPRkb7P21tPgAB8fHz44YcfaNOmjd60DsC9e/cAaNasWY6v11xJNnXqVK5e\nvYqPjw9z5szBwcGBLl260KdPH0xNTQscj2atj6WlpU55xYoVC/T6lxMdTfy3b99GrVbnWD8pKYmk\npKQcX1tYTk5OVKhQgcjISHr06MHz58/Zt28f/fv3x8jI6C+1LYR4c+QLSfYHsPRD0ZC+z5ZXEvi3\nJECVK1fW+W9OjIyM2LZtG8WK6S9L0iQNVlZWBAcHc/LkSfbs2cPevXuZNWsWgYGBbNmyRTsllB9F\nUXIsz8rKKtDrTUx0u83IyAhXV1cmTJiQY31ra2uSk5MB/vIiZWNjY3r06IG/vz8PHjzg7NmzpKSk\naEeDhBBCCJG/vyUByk/lypVRFAUrKyuqVKmSb307Ozvs7OyYNGkSoaGhzJgxg5iYGPr06VOg/WlG\nfl696uv27duFDx6oVKkST58+pUGDBnnWAbQjQRovXrwgPT0dMzMzvcQqN7169WLDhg3s2bOHU6dO\nUa9ePerXr/9asQshhBCG6B/xKAwnJycAoqKidMovXLjAf//7Xx48eEBGRgZz587VuwRcs8D48ePH\nBd6fJlE5ePCgTvm+ffsKHTtkL6A+duyYXgK1adMmgoODgewEqEqVKuzdu1dnBGrz5s00b95c+1oj\nI6N8R6Lq16+PSqUiOjqaH374QUZ/hBBCiEL6R4wANWvWjLZt27Js2TKMjIxo2rQp169fZ8WKFZQu\nXZoyZcpgYmLC1atX2bVrFxMmTKBevXo8ffqUwMBAzM3NtYlQXFwcI0aMYNGiRXTr1i3H/VWqVAkX\nFxfCwsKoUaMGNjY2xMXFvfbjJkaPHk1MTAzDhw9nypQplC1blgMHDrB+/XomT54MZCc248eP57PP\nPuPzzz/n/fff114l1r17d9555x0ge7rs0KFDREdHU6tWrVz32bt3bxYuXIiRkdE//oaSQgghxD/N\nPyIBAli+fDkrVqwgKCiIpUuXUq5cOTp16sS4ceO0U0NLlixh6dKlrFmzhqSkJMqUKUOjRo3w8/Oj\nRo0aQPb6nszMzHz3N3/+fObMmYOvry9GRka0atWKJUuW0KVLl0LHXrNmTYKCgliyZAnTpk3jjz/+\noHbt2syZM0fncvm+fftSrFgxvv32W6KioihTpgwDBgxg3Lhx2jpjxoxhxowZTJs2jcmTJ1OvXr0c\n9+nm5saiRYuws7OjevXqhY5ZCCGEMGRGSm4rgv8P+/zzz+nUqRMuLi5FHcpb8+jRI5ydnZk1a5ZO\nkpWX+Ph4vgi6+ZYjE0IARC3uVdQhFDm5EqnoSN9ny6sf/hFrgN4kRVH49ddf81yQ/G/g5+dHqVKl\nZPpLCCGEeA3/mCmwNyUpKYmhQ4dqr7r6tzlx4gRHjhzhm2++wcfHp8B3vxZCCCHEn/51CVDFihXx\n8PAo6jDeiszMTAYNGkSpUqUYN24cgwYNKuqQhBBCiP+T/nUJ0L+ZsbExZ8+eLeowhBBCiP/z/nVr\ngIQQQggh8iMJkBBCCCEMjiRAQgghhDA4kgAJIYQQwuBIAiSEEEIIgyMJkBBCCCEMjiRAQgghhDA4\nkv/tAvEAACAASURBVAAJIYQQwuBIAiSEEEIIgyMJkBBCCCEMjiRAQgghhDA4kgAJIYQQwuBIAiSE\nEEIIgyNPgzcwUYt7FXUIBik+Ph4HB4eiDsMgSd8LIXIiI0BCCCGEMDiSAAkhhBDC4EgCJIQQQgiD\nIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC\n4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGE\nMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEII\nIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQ\nQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkh\nhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBC\nCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOSVEHIP5ePSbvKOoQDFfQzaKOwHBJ3xedf3jf\nRy3uVdQhiCIiI0BCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC\n4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGE\nMDiSAAkhhBDC4EgCJIQQQgiDIwmQEEIIIQyOJEBCCCGEMDiSAAkhhBDC4EgCVISmT5+OWq3mf//7\nX47bDx8+jFqt5ubNm39zZEIIIcS/myRA/wAbN27k+vXrRR2GEEIIYTAkASpitra2WFtbM2/evKIO\nRQjx/9q787ga0/9/4K9WW4aSLbuZzpEOqSiRragmS8rYZuwzZcvyHfvIGgkRhVIGIVsIkWVsQ7KM\nzGg+BsPQLLZStpJTjuv3h19nHKdQU8L9ej4ePWa67uu+zvu+Tp9Pr7nu6z4RkWQwAJWysmXLYuLE\niTh69ChOnDjx2r737t3DlClT0Lp1aygUCjg5OWHBggVQKpXvqFoiIqKPg35pF0DA559/jo0bNyIg\nIAC7d++GgYGBVh+lUomBAwfi4cOHGDt2LOrVq4eLFy9i8eLFuH37NoKDg0uhciIiog8TV4DeE1On\nTsWff/6J9evX53s8Pj4e165dw5w5c9CzZ0/Y2dlh8ODBGDJkCOLj47mHiIiIqBC4AvSeaNSoEXr3\n7o3ly5ejW7duMDU11Th+9uxZGBoaok2bNhrt7dq1Q3h4OJKSklC3bt13WTIR0QcvKSmptEsoMR/z\ntRUHBqD3yJgxYxAfH49FixZh3rx5GsdSU1NhamoKPT09jfaqVauqjxMRUeHY2tqWdgklIikp6aO9\ntsJ4XQjkLbD3SOXKlTF69GjExsYiOTm5UOfq6OiUUFVEREQfHwag90yfPn1gbm6OOXPmQAihbq9R\nowbu3buHZ8+eafS/e/cuAKBatWrvtE4iIqIPGQPQe0ZPTw9Tp07FhQsXsGvXLnW7g4MDcnJykJCQ\noNH/6NGj0NHRgZ2d3bsulYiI6IPFAPQeatmyJVxdXREbG6tuc3V1hYWFBaZNm4adO3fi7NmzWLly\nJaKiotCrVy+YmZmVYsVEREQfFm6Cfk9NnDgRx44dU3/IoYGBAVavXo2FCxdi/vz5ePz4MWrWrIkR\nI0Zg6NChpVwtERHRh4UBqBQFBgYWeKx27dpaG6FNTEy0ng4jIiKiwuMtMCIiIpIcBiAiIiKSHAYg\nIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAi\nIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHP3SLoDerbhFHqVd\ngiQlJSXB1ta2tMuQJM596eHc0/uMK0BEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkM\nQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxA\nREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBE\nREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERE\nRCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxARERE\nJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQkOQxAREREJDkMQERERCQ5DEBEREQk\nOQxAREREJDkMQERERCQ5DEBEREQkOTpCCFHaRdC7kZSUhJkb/yntMoiIiLTELfIo9jGTkpJga2ub\n7zGuABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR\n5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHkMAARERGR5DAAERERkeQwABEREZHk\nMAARERGR5DAAERERkeS8NgAdPHgQcrkcERER+R5XqVTw8PCAo6MjMjMzS6TA13n27BnkcjmmT59e\nLOOFhoZCLpfjzp07AIDx48ejSZMmxTJ2UY0fPx6dOnUq1RqIiIg+Nq8NQC4uLmjTpg3CwsJw9+5d\nreObN2/G5cuXMWXKFBgZGZVYkQXR19fHtm3bMGzYsBIZf8yYMdi8eXOJjF0QJycnnDt37p2+JhER\nkdS88RbY9OnToVKpsGDBAo32+/fvIyQkBK1atULnzp1LrMA3adKkCczMzEpk7Dp16sDS0rJExs5P\nWloabt68+c5ej4iISKreGIDq1q0Lb29v7NmzR2NlYsmSJcjKytK6/ZSdnY358+ejffv2UCgU6NCh\nA4KCgvD06VN1HyEEIiIi4ObmBisrK9jb22Po0KG4cuVKoYp/9RbYn3/+Cblcjh07dmD9+vXo2LEj\nmjVrhu7du+PUqVMa554/fx5eXl5o0qQJOnTogNWrV2uN/+otsL59+6J///6IiYmBg4MDgoKC1Mc2\nb96Mrl27QqFQwN7eHuPGjcPt27c1xnvy5AnmzZuHtm3bwtraGl5eXjh06BAAICYmBo6OjgCAr776\nCo0bN9aqZ+DAgWjXrh2eP3+u0f748WMoFArMmTOnMNNHREQkWW+1CdrHxwd169bF7NmzoVKp8Ntv\nv2Hr1q3w9vZGgwYNNPqOGjUKW7ZswaBBg7BmzRoMGDAA0dHRmDhxorpPVFQUQkJC0KdPH6xevRpz\n587Fo0ePMHDgQDx58uQ/X9T27dtx8uRJzJgxAwsXLsSjR48wYsQIPH78GACQnp4Ob29v5OTkICgo\nCDNmzMDZs2cRHx//xrHv37+PmJgYLF68GL169QIAREREYMaMGWjZsiW+//57+Pn5ITk5GV999RWy\nsrIAvAh9vr6+2LlzJ0aPHo3w8HDI5XL4+vrixIkTcHZ2Vge5OXPmYOvWrVqv7eHhgTt37uDMmTMa\n7UeOHEFubi66dOnyn+aNiIhIKvTfplOZMmXg5+cHHx8fbNq0CXv37kWtWrW09t789NNPOHHiBAIC\nAtCjRw8AQIsWLaCrq4uAgAD8/vvvkMlkOHnyJBo1aoRBgwapz7WyskJsbCwyMzNRvnz5/3RRqamp\niIqKgr7+i8tLS0vDrFmzkJycjNatW2PXrl3IzMxEYGAgFAoFAKB169ZwdnZ+49hXr17Fjh071LfG\nsrKyEB4eju7du2Pq1Knqfubm5vDw8EBsbCz69euHpKQknDx5EiEhIXB1dVXPTXJyMnbv3o02bdqo\nw2SDBg3Udb3MxcUFs2bNwu7du+Hg4KBuP3jwIOrWrYtmzZoVccaIiIik5a0CEAC0a9cOLi4uCAwM\nRG5uLiIiIlCmTBmNPomJiQBe/KJ+mZOTEwICAnDhwgXIZDKYmpri1KlT2LZtG7p06YKyZcuiatWq\n8PHxKYZLelFrXvgBgFq1agEAHj58CAD49ddfYWRkpBEyDAwM0Lp1a+zYseO1YxsZGWnsC0pOTkZW\nVpbWk1qNGjWCmZkZfvnlF/Tr1w+nT58GAI3goquri7179771dRkZGaFjx444ePAgZs6ciTJlyuDJ\nkydISEjA4MGD33ocIiKi901SUtI7fb23DkAAMHXqVBw8eBCOjo5o166d1vHU1FQAQPPmzfM9P+9J\nsgkTJiAlJQVTp07F7NmzYWtrCzc3N3h6esLQ0LCw16ClatWqGt8bGBgAeHEbCnhxC8zExETrvGrV\nqr1xbGNjY43v86555MiR+favXbu2up++vj4++eSTN77G63Tr1g179uzB4cOH4e7ujuPHj+Pp06fo\n2rXrfxqXiIioNNna2hb7mK8LVYUKQDVq1ND4Z350dHSwfft26Opqby/KCx0mJibYtGkTLly4gMOH\nD+PIkSOYPn06oqOjsWXLFpQrV64wZeVbw+vkBaFXvbq5OD8vryy9zN/fP9/PDCpbtqy6JpVKhefP\nn+c7N2/L0dERpqam2LNnD9zd3XHw4EE0btwYn376aZHHJCIikppCBaA3qVGjBoQQMDExQc2aNd/Y\n38rKClZWVvj2228RExMDPz8/7N+/H56ensVZlhZjY2P89ttvEEJohKVbt24Veqy8MGhoaAgLC4sC\n+1WvXh1CCKSlpaF69erq9uzsbKhUqrf+HCU9PT107twZmzdvRkZGBn788UeMGDGi0HUTERFJWbH+\nKYy8/S1xcXEa7VeuXIG/vz8yMjKQk5ODuXPnIiEhQaOPk5MTgH/36ZQkS0tLZGZmIjk5Wd2mVCrV\n+3QKo2nTpqhQoYLWNSuVSvj5+eHixYsAAGtrawDA4cOHNfr17dtXvZk8L4y9aSXKw8MDSqUS/v7+\nePLkCZ/+IiIiKqRiXQFq3rw52rZti6VLl0JHRwc2Njb466+/EBoaiooVK+KTTz6Bvr4+UlJSsHfv\nXowZMwbm5ubIzs5GdHQ0KlSooA5Cp06dwtdff42goCC4u7sXZ5no1q0bVqxYgcmTJ2PcuHHQ19fH\n999/jypVquDevXuFGqtcuXIYNmwYFi1ahClTpqBHjx549OgRVq9ejUuXLsHb2xsA0LJlS9jZ2WHh\nwoUwNDREvXr1EBcXh8uXL2PlypUAAFNTUwDAli1bkJGRof5coFdZWlrC3Nwc8fHxsLOz01hRIiIi\nojcr1gAEACEhIQgNDcXGjRuxZMkSVK5cGS4uLhg1apR6/0xwcDCWLFmC8PBwpKWl4ZNPPoGlpSXW\nrl2LunXrAnixT0elUhV3eQCAmjVrIiwsDIGBgRg7diyqVKmCfv36wdDQEAEBAYUez8fHB5UqVcKG\nDRsQFxcHQ0ND2NvbIzo6GvXq1QPwYnUnLCwMixYtQnBwMB4+fIgGDRogLCxMvaHc3Nwcnp6eiI+P\nx8mTJ7Fz584CX7Nbt25YtGgRNz8TEREVgY4oaEfwe+C7776Di4sL2rdvX9qlvHeio6OxcOFCnDhx\nAhUrVnyrc5KSkjBz4z8lXBkREVHhxS3yKPYxk5KSCny6rFj3ABUnIQTOnz//2o3FUqVUKrFu3Tp0\n69btrcMPERER/avYb4EVl7S0NAwcOJD7W16Snp6Oa9euITIyEvfu3YOvr29pl0RERPRBem9XgKpV\nq4a+ffuWdhnvlePHj2PgwIG4efMm1qxZ81Yf3EhERETa3tsVINLm6elZ4p+RREREJAXv7QoQERER\nUUlhACIiIiLJYQAiIiIiyWEAIiIiIslhACIiIiLJYQAiIiIiyWEAIiIiIslhACIiIiLJYQAiIiIi\nyWEAIiIiIslhACIiIiLJYQAiIiIiyWEAIiIiIsnhX4OXmLhFHqVdgiQlJSXB1ta2tMuQJM596eHc\nlx7O/ZtxBYiIiIgkhwGIiIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAYiIiIgkhwGI\niIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAYiI\niIgkhwGIiIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiIiCSHAYiIiIgkhwGIiIiIJIcBiIiI\niCRHRwghSrsIejeSkpJKuwQiIqJ3ytbWNt92BiAiIiKSHN4CIyIiIslhACIiIiLJYQAiIiIiyWEA\nIiIiIslhACIiIiLJYQCSgOPHj6NXr15o2rQp7O3tMWnSJNy7d6+0y/qgHT58GF5eXmjSpAkcHR0x\nfPhwXLt2TaPPmjVr4OrqCoVCgQ4dOmDp0qV49uyZRp/MzEzMnj0bjo6OUCgU6Nq1K+Li4t7lpXyw\nIiMjIZfLERoaqtHOeS85jx49wvTp0+Hg4IBmzZqhT58++OmnnzT6cP6L3/Pnz7Fx40Z4enrC2toa\nNjY2GDhwIM6ePavRj3NfSII+aqdOnRIWFhZizJgx4vTp0+LAgQPC2dlZdOnSRSiVytIu74MUHx8v\nZDKZ+Pbbb0ViYqLYu3evcHFxEfb29iI9PV0IIcSyZctEo0aNRGhoqDh37pzYsGGDsLKyEtOmTdMY\na+DAgcLOzk5s27ZNnDt3TsydO1fIZDIRFxdXGpf2wbh586Zo1qyZkMlkIiQkRN3OeS85ubm5omfP\nnqJdu3Ziz549IiEhQfTp00dYWVmJGzduCCE4/yVl6dKlQiaTiYULF4rTp0+Lw4cPi759+4omTZqI\nS5cuCSE490XBAPSR6927t/j888/Fs2fP1G1JSUlCJpOJmJiYUqzsw+Xm5ia++OIL8fz5c3Xbr7/+\nKmQymVixYoV49OiRaNq0qfDz89M4LywsTMjlcpGSkiKEEOLEiRNCJpOJ3bt3a/QbPHiwaN++vcb4\npGnEiBHC29tbIwBx3kvWjh07hFwuFxcvXlS3paenCxcXFxEbG8v5L0Ft2rQRgwYN0mi7c+eOOhRx\n7ouGt8A+YhkZGfj555/h4uICPT09dbuNjQ1q1qyJI0eOlGJ1HyYhBEaNGoXJkydDR0dH3S6XywEA\nt2/fRkJCAp4+fQp3d3eNczt37gwhBI4ePQrgxW00AwMDdOrUSaOfu7s7bt26hcuXL5fw1XyYjh07\nhmPHjmH8+PEa7Zz3krVnzx7Y2NigcePG6jYTExMcOHAA3bt35/yXICEEypQpo9FmZGSk/nfOfdEw\nAH3Erl69CgAwNzfXOvbpp5/iypUr77qkD56Ojg7c3d21Plr9+vXrAIB69eqp9wJ99tlnGn3q1KmD\nMmXKqOf92rVrqF27NsqWLavRL+88vj/alEol5syZgwEDBkAmk2kc47yXrOTkZNjY2BR4nPNfcvr1\n64eEhATEx8cjMzMTDx48wPz581GhQgX06NGDc19E+qVdAJWcjIwMAICxsbHWMWNjY5w/f/5dl/RR\nEkJg3rx5KFeuHDw8PLB8+XIA+c975cqV1e9LRkZGge8NAKSnp5dg1R+msLAw5ObmwtfXV+vY637e\nOe//zaNHj/Do0SOYmppiyZIliI2NRXp6Oho2bIhx48ahXbt2nP8SNHToUBgYGGD8+PFQqVQAgJo1\nayIqKgoNGjTg3BcRV4A+YkqlEgBgaGiodczAwEB9nIpOCIE5c+bg1KlTmD59OkxNTaFUKqGrqwt9\nfe3/vnh53pVKZYHvTd5x+ldKSgq+//57TJkyBRUqVNA6znkvOU+ePAEArFu3Dn///TcWLFiA0NBQ\nVKpUCT4+PkhMTOT8l6BDhw4hODgYPXr0wNq1a7F69WrUr18fI0aMwB9//MG5LyKuAH3E8u4Z5+bm\nah3LycnRuqdMhaNSqTB9+nRs27YNEydOhJeXF4AX8/78+XOoVCqNvVfAi3nPW34uU6ZMge8NAK1l\naqmbPXs27Ozs4Obmlu9xznvJyZvPypUrIygoSL3/zd7eHh07dkRISAgsLCw4/yUgJycHM2bMgKOj\nI/z9/dXtLVq0gLOzM4KCglCjRg3OfRFwBegjVrVqVQD/3hp4WXp6uvo4FZ5KpcK3336L2NhYzJkz\nB19//bX6mKmpKQDteX/+/Dnu37+vPm5qaprve5P3GU15/QiIj4/HuXPnMGHCBGRlZam/gBcBPysr\nC1WqVAHAeS8JlStXhp6eHqytrTU2/5cvXx7NmjXDlStX+HNfQlJSUnDv3j20adNGo93Q0BDW1tb4\n5ZdfOPdFxAD0ETM3N4euri5+//13rWNXr16FhYVFKVT1cQgICMDhw4exZMkS9OzZU+NY3hNheZvQ\n89y4cQO5ubnqeZfL5fjnn3/w9OlTjX5579fLT9tI3fHjx6FUKuHh4QEbGxv1FwCsXLkSNjY2aNSo\nEQDOe0kwMDDAp59+mu8vT5VKBQMDA/7clxAhBABofaAh8GLlJicnh3NfRAxAH7FKlSqhZcuWOHDg\ngMb/eBITE3Hv3r0CbyXQ6+3duxcbNmzAnDlz4OLionW8devWMDIywt69ezXad+/eDQMDA3Ts2BEA\n4OrqitzcXBw4cECj3549e/DZZ59pPdEhZcOGDUN0dLTWFwB4eXkhOjoa9vb2nPcS5Orqih9//BEP\nHz5Ut2VmZuLnn39GkyZN+HNfQurVqwdDQ0MkJiZqtCuVSly4cAEKhYJzX0R6M2fOnFnaRVDJadiw\nIdasWYPff/8dJiYmSE5OxqxZs2Bubo5JkyZpLGfTmz179gwjRoxArVq18MUXXyA1NVXj68GDB6hR\nowbKli2LiIgICCGgr6+PAwcOYPny5Rg8eLD6MzjMzMxw+fJlbN68GSYmJnjy5AnCwsJw5MgRzJs3\nD/Xr1y/di32PVK5cGWZmZlpfy5Ytg7OzMzw9PVGmTBnOewlq1KgRdu7cif3796NmzZq4ceMGZs2a\nhb///htz585FvXr1OP8lQF9fHzk5OYiJiUFaWhoMDQ1x9epVzJ07F9evX4e/vz8aNGjAuS8CHZG3\nvkYfrdOnTyM4OBiXLl1C+fLl0alTJ4wfPx6VKlUq7dI+OP/88w+cnZ0LPF6rVi31B0xGR0dj3bp1\nuHnzJqpXr45evXrB29sburr/LrxmZ2dj8eLF2LdvHx4+fIjPPvsMI0eOVP8XG72eXC6Hr68vRo0a\npW7jvJec27dvIzAwEImJicjJyYFCocDo0aNhb2+v7sP5LxkbN27Epk2bkJKSAn19fSgUCowYMQIO\nDg7qPpz7wmEAIiIiIsnhHiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIc\nBiAiIiKSHP41eCJ6o+zsbGzZsgU//PADrl27hqysLJiYmKB+/fpwd3eHl5cXDA0NS7vMErds2TKs\nX78emZmZGDt2LLy9vUu7JCIqIn4QIhG91h9//IFhw4bhzp076NmzJ9q0aYOKFSvi9u3b2LdvH44c\nOQJLS0uEh4ejatWqpV0uAODIkSMYPnw4rly5Umxj/vHHH3B3d4eVlRUmTJgAMzMz1KpVq9jGJ6J3\niytARFSgrKwsDBs2DBkZGdi0aRMUCoXG8a5du2Lr1q2YNm0apk2bhvDw8FKqVNPp06eLfcz09HQA\ngKOjI1q0aFHs4xPRu8U9QERUoJiYGPz1118YO3asVvjJ06tXL/j7++P//u//NNoPHTqEfv36wcbG\nBgqFAh07dkRAQAAePXqk7nPmzBnI5XIEBQVpjevk5ITWrVurvw8NDYVcLselS5ewZMkSODk5wcrK\nCm5ubti8ebPGeVFRUQBe/K0wJyen115jdnY2goOD4erqCoVCAWtra/Tu3Ru7du1S95k8eTL69+8P\nAFi+fDnkcjlCQ0MLHNPJyQleXl44cuQInJyc4Orqqj6WmZmJ+fPno2PHjlAoFLCzs8PQoUNx4cIF\njTGePHmC4OBguLm5oVmzZmjevDl69OiBrVu3avSTy+Xw8fHB+fPn0adPH1hZWcHW1ha+vr64ffu2\nRt+MjAz4+/vDyckJCoUCzZs3x8CBA/Hjjz9q9Ovfvz/s7e2Rnp6O8ePHw8HBQT0vP/30k0bfy5cv\nY/To0Wjbti0UCgUcHR0xatQoXL58WaNfTk4OVqxYAXd3dygUCtja2qJ///5ar61SqbBq1Sp07doV\ntra2sLa2RteuXREREYHnz58XOOdEhcUVICIq0MGDB6GnpwdPT8/X9uvVq5fG91u2bMH06dPRpk0b\nBAYGolKlSrhw4QKWLVuGc+fOYfPmzUXeMxQQEICaNWti9uzZUCqVCA4OxowZM2Bubg5bW1uEhYVh\nypQpuHjxIrZt2/ba11GpVPjmm29w4cIFDB06FM2bN0d2djZiY2MxceJEpKenY8iQIfD19UWzZs0w\nY8YM9OrVC7169UK1atVeW2degPHz81P3VSqV6N+/P1JSUjB8+HBYW1sjLS0NkZGR+Oqrr7BmzRr1\n6tK0adNw+PBhjBs3DhYWFnj69Cn279+PadOmqcfJk5KSgmnTpmHIkCGoV68ezp8/j+DgYFy/fh27\nd++Gvr4+srKy8OWXXyI1NRW+vr6wtLTEw4cPsX79egwdOhRLliyBm5ubxtwMGzYM7dq1Q8+ePfH3\n338jMDAQvr6+OHz4MIyMjJCeno4BAwagbt26mDZtGqpUqYKbN28iMjISX375Jfbt24fq1atDCIGR\nI0ciMTERX3/9NVq3bo3Hjx+rXzsoKAhdunQBAISEhCAyMhIjR46EnZ0dVCoVjh8/jiVLliAjIwOT\nJ08u0s8NkRZBRFSAFi1aCBcXl0Kd8/TpU2FnZydcXFxETk6OxrGVK1cKmUwmdu3aJYQQ4vTpGSGN\nWAAACORJREFU00Imk4mFCxdqjdOhQwfRqlUr9fchISFCJpMJHx8fjX4HDx4UMplMBAYGqtv69esn\nZDLZG2uNj48XMplMhIaGarSrVCrh7u4ubGxsRHZ2tkatISEhbxy3Q4cOQiaTiaNHj2q0R0VFCZlM\nJvbs2aPRnpGRIVq0aCF69uypbrOxsRHDhw/XGnvdunXihx9+UH8vk8mETCYTp0+f1ujn7+8vZDKZ\num9kZKSQyWRix44dGv0yMzOFnZ2d6NSpk7otb/5WrVqV75h515U39y/XI4QQN2/eFGFhYeLGjRtC\nCCEOHTokZDKZWLlypUY/pVIpXFxchKOjo1CpVEIIIbp27Sq6deumdd2xsbEiNjZWq52oqHgLjIgK\nlJWVhQoVKhTqnF9//RUPHjyAs7MzDAwMNI45OzsD+G97dFxcXDS+r1OnDgDgwYMHhR4rISEBADRW\nPgBAV1cX7du3R2ZmJv73v/8VqU5dXV2NW3gAcOzYMRgYGGi9nrGxMVq2bInk5GTk5OQAAGrUqIHT\np09j586dePLkibpv//790bFjR63z7e3tNdrat28PAOqN4AkJCdDR0dGavwoVKsDBwQF//vmn1i2z\nV/vWrVsXwL9zXb16dQDAqlWrkJycDPH/n6kxMzPDsGHDUL9+ffV1A0C3bt00xjM0NISTkxNSU1Px\n119/qa/72rVriIqKwsOHD9V9u3fvju7du4OouPAWGBEVyMjISGPPztu4e/cuAKBmzZpax/J+Yeb1\nKQpTU1ON7/NClijCA6137twB8OKX7qv+a62ffPKJVgC8desWcnNz0bhx4wLPu3v3LurUqYPQ0FCM\nGTMGkyZNgp+fHxQKBVq3bg0vLy+tp8/ym+sqVaoA+Hfz9p07d1CpUqV8A+3L1/ryWK8+1Zd3PXl7\ncZo2bYqZM2ciKCgIPXv2hLGxMVq0aAEnJyd07txZffvx1q1bAIB27doVeN23b99G/fr1MXfuXIwd\nOxYBAQEIDAyEhYUFHBwc0L17d5ibmxd4PlFhMQARUYHkcjnOnj2LjIwMmJiYFOrc1wUSHR2dIp//\nNucWp6K+nr6+9v+96ujooFy5cti0aVOB5+WFjoYNG2L37t345ZdfcPLkSZw6dQorVqxAREQEgoKC\nNDZW51dj3vzp6upqtRXk1XHe5tr79u2Lrl27IiEhAadOncKJEydw8OBBREZGYsOGDTAxMVGPs379\nelSsWDHfcWrXrg3gxfVHR0fj8uXL6jGjoqKwevVqTJkyBQMGDHhjTURvgwGIiArk5uaGM2fOYMOG\nDRg9enSB/QIDA2FoaIjRo0erVxBevZ3ycpuZmRmAf385P3v2TKOfSqVCWloaKlWqVCzXUZC8Om7d\nugWZTJZvrfmtrhRVrVq1cP36dZiZmb3Vteno6MDa2hrW1tbw9fVFSkoK+vfvj/nz52sEoNTUVK1z\n81Z+8laCzMzMkJKSgszMTBgZGWn0/a/XamRkBDc3N/WtvejoaMyePRvR0dEYNWqUesXKyMgIFhYW\nbzVmo0aN0KhRI3zzzTdIS0vDkCFDsGDBAvTp00cSH7pJJY97gIioQD169IC5uTkiIiLU+2VetXXr\nVqxduxb//PMP9PX1oVAoYGJigkOHDiE3N1ej74EDBwAAbdq0AQBUrlwZAHDz5k2NfseOHdM6tyhe\nDVavatu2LQBg//79WucdOXIEJiYmsLS0/M915OnQoQOAFx8v8Kr58+er22/cuAE/Pz+tR8nr16+P\nxo0b4/79+xrtaWlpWo/R5z1enld/27ZtIYRQvwd5Hj9+jFOnTkEul7/xybZXxcXFYfbs2Vrtn3/+\nOYB/9wq97rpXrlyJyMhIAC9C26xZs5CYmKjRp2rVqmjRogVyc3ORlZVVqBqJCsIVICIqUJkyZRAe\nHg4fHx/4+PjAw8MDzs7OMDY2xu3bt7Fnzx4cPXoUHTt2hL+/P4AXG1snTpyIyZMnY+TIkejTpw/K\nlSuH8+fPIzw8HA4ODurN0A0bNkTDhg1x9OhRREVFwdLSEleuXEF0dDQaNmxY6P1HefL2tISHh6Nh\nw4ZwcXHJ95aUs7MzWrVqhYiICOjp6aF58+Z4/PgxYmJikJKSol7ZKi49e/bE9u3bsXjxYmRnZ6NV\nq1bq1zt06BBmzpyprv/YsWNITEzE8OHD0aBBAwghcObMGSQkJKBHjx4a49aqVQsTJkyAt7c3GjZs\niPPnzyM6OhoWFhZwdHQEAPTu3Rvbt2/H3LlzkZmZicaNG+PevXuIiopCdnY2pkyZUujrMTQ0RHR0\nNFJTU+Hp6YkqVarg/v372LhxI/T09ODu7g7gxd6fDh06YOPGjdDV1YWbmxuUSiX27duHbdu2qf+k\niImJCc6fP4/4+HiMHDkSFhYW0NHRwcWLFxEbGwtHR0cYGxv/h3eA6F8MQET0WrVr18bOnTuxefNm\nHDhwAFOnTkVWVhaqVq0Kc3NzLF++HM7Ozhr7RTw9PVG5cmVERkZi3LhxyM3NRe3atTF06FD4+Pio\nb33p6elh6dKlmDdvHpYtWwaVSgVbW1ssX74c3333XZEDkLe3Ny5duoSwsDCYmJjAyckp3wCkq6uL\n8PBwrFixArt27UJYWBgMDQ1haWmJiIiI127aLQpDQ0OsW7dO/XorV66EgYEBFAoFVqxYoQ6G5cuX\nR0xMDEJDQ7F8+XKkp6ejbNmyqFOnDiZNmoQvv/xSY1xTU1NMmjQJixYtwm+//QY9PT106tQJfn5+\n6rkuV64cNmzYgJCQEKxduxapqamoUKECrK2tsX79elhbWxf6elxdXREWFoaoqCh89913yMrKgrGx\nMRQKBdatWwdbW1sAL27lhYaGYtWqVYiLi8PWrVuhq6sLc3NzzJs3D15eXup+69atw7Jly7Bu3Tqk\npaVBT08PZmZm+OabbzBo0KD/MPtEmvi3wIiIPmByuRxWVlZanxBNRK/HPUBEREQkOQxAREREJDkM\nQERERCQ53ANEREREksMVICIiIpIcBiAiIiKSHAYgIiIikhwGICIiIpIcBiAiIiKSHAYgIiIikpz/\nBwzaeNG3fk/oAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "oss_as_job_df = pd.DataFrame(survey_df['OSS.AS.JOB'].value_counts())\n", "oss_as_job_df.index = [\"Yes, indirectly\", \"No\", \"Yes, directly\"]\n", "ax = oss_as_job_df.plot(kind='barh')\n", "plt.title(\"Do you contribute to open source\\nas part of your professional work?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How often do you use open source software in your professional work?\n", "OSS.AT.WORK" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Frequently2191
Sometimes300
Rarely110
Never65
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Frequently & 2191 \\\\\n", "Sometimes & 300 \\\\\n", "Rarely & 110 \\\\\n", "Never & 65 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Frequently 2191\n", "Sometimes 300\n", "Rarely 110\n", "Never 65" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['OSS.AT.WORK'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Frequently82.18%
Sometimes11.25%
Rarely4.13%
Never2.44%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Frequently & 82.18\\% \\\\\n", "Sometimes & 11.25\\% \\\\\n", "Rarely & 4.13\\% \\\\\n", "Never & 2.44\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Frequently 82.18%\n", "Sometimes 11.25%\n", "Rarely 4.13%\n", "Never 2.44%" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.AT.WORK'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAisAAAGRCAYAAACkF/OmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRCRp/we7kOxwmVPJwAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['OSS.AT.WORK'].value_counts()).plot(kind='barh')\n", "plt.title(\"How often do you use open source\\nsoftware in your professional work?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How does your employer's intellectual property agreement/policy affect your free-time contributions to open source unrelated to your work?\n", "OSS.IP.POLICY" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
I am free to contribute without asking for permission.1178
My employer doesn't have a clear policy on this.695
I am permitted to contribute to open source, but need to ask for permission.287
I'm not sure.238
Not applicable180
I am not permitted to contribute to open source at all.63
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "I am free to contribute without asking for perm... & 1178 \\\\\n", "My employer doesn't have a clear policy on this. & 695 \\\\\n", "I am permitted to contribute to open source, bu... & 287 \\\\\n", "I'm not sure. & 238 \\\\\n", "Not applicable & 180 \\\\\n", "I am not permitted to contribute to open source... & 63 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "I am free to contribute without asking for perm... 1178\n", "My employer doesn't have a clear policy on this. 695\n", "I am permitted to contribute to open source, bu... 287\n", "I'm not sure. 238\n", "Not applicable 180\n", "I am not permitted to contribute to open source... 63" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['OSS.IP.POLICY'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
I am free to contribute without asking for permission.44.60%
My employer doesn't have a clear policy on this.26.32%
I am permitted to contribute to open source, but need to ask for permission.10.87%
I'm not sure.9.01%
Not applicable6.82%
I am not permitted to contribute to open source at all.2.39%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "I am free to contribute without asking for perm... & 44.60\\% \\\\\n", "My employer doesn't have a clear policy on this. & 26.32\\% \\\\\n", "I am permitted to contribute to open source, bu... & 10.87\\% \\\\\n", "I'm not sure. & 9.01\\% \\\\\n", "Not applicable & 6.82\\% \\\\\n", "I am not permitted to contribute to open source... & 2.39\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "I am free to contribute without asking for perm... 44.60%\n", "My employer doesn't have a clear policy on this. 26.32%\n", "I am permitted to contribute to open source, bu... 10.87%\n", "I'm not sure. 9.01%\n", "Not applicable 6.82%\n", "I am not permitted to contribute to open source... 2.39%" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.IP.POLICY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABCoAAAGnCAYAAABxQ7ZrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['OSS.IP.POLICY'].value_counts()).plot(kind='barh')\n", "plt.title(\"How does your employer's intellectual property\\nagreement/policy affect your free-time contributions\\nto open source unrelated to your work?\")\n", "t = ax.set_xlabel(\"Count of responses\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Which is closest to your employer’s policy on using open source software applications?" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Use of open source applications is encouraged.1174
Use of open source applications is acceptable if it is the most appropriate tool.916
My employer doesn't have a clear policy on this.338
Not applicable88
I'm not sure.83
Use of open source applications is rarely, if ever, permitted.42
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Use of open source applications is encouraged. & 1174 \\\\\n", "Use of open source applications is acceptable i... & 916 \\\\\n", "My employer doesn't have a clear policy on this. & 338 \\\\\n", "Not applicable & 88 \\\\\n", "I'm not sure. & 83 \\\\\n", "Use of open source applications is rarely, if e... & 42 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Use of open source applications is encouraged. 1174\n", "Use of open source applications is acceptable i... 916\n", "My employer doesn't have a clear policy on this. 338\n", "Not applicable 88\n", "I'm not sure. 83\n", "Use of open source applications is rarely, if e... 42" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['EMPLOYER.POLICY.APPLICATIONS'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Use of open source applications is encouraged.44.45%
Use of open source applications is acceptable if it is the most appropriate tool.34.68%
My employer doesn't have a clear policy on this.12.80%
Not applicable3.33%
I'm not sure.3.14%
Use of open source applications is rarely, if ever, permitted.1.59%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Use of open source applications is encouraged. & 44.45\\% \\\\\n", "Use of open source applications is acceptable i... & 34.68\\% \\\\\n", "My employer doesn't have a clear policy on this. & 12.80\\% \\\\\n", "Not applicable & 3.33\\% \\\\\n", "I'm not sure. & 3.14\\% \\\\\n", "Use of open source applications is rarely, if e... & 1.59\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Use of open source applications is encouraged. 44.45%\n", "Use of open source applications is acceptable i... 34.68%\n", "My employer doesn't have a clear policy on this. 12.80%\n", "Not applicable 3.33%\n", "I'm not sure. 3.14%\n", "Use of open source applications is rarely, if e... 1.59%" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['EMPLOYER.POLICY.APPLICATIONS'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDcAAAGRCAYAAABxMFiDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdcFMf/P/AXUi0IorEBse+hlKMIggoIqICixAKISLEj\nxhqNYg9Wkq8hBqNYUFREIs0o2EWwAkrUqDFiQbFrwEKv+/vD3+2H5e7gDolK8n4+Hnk8crOzO2Vn\nT2ZuZlaBZVkWhBBCCCGEEEIIIY1Uk0+dAUIIIYQQQgghhJAPQYMbhBBCCCGEEEIIadRocIMQQggh\nhBBCCCGNGg1uEEIIIYQQQgghpFGjwQ1CCCGEEEIIIYQ0ajS4QQghhBBCCCGEkEaNBjcIIYQQQsg/\nbuHChRAIBLh+/bpM8QUCAezt7euVlre3NwQCAfLy8up1PgCkp6dDIBBg4cKF9b7GhxCV4fHjx58k\nfULkQe3146hZz48fP4ZAIIC3t/cnztnngQY3CCGEEEIIz7hx4yAQCJCamirx+IMHDyAQCGBoaIii\noiKJcSIiIiAQCLBs2bJ65WHDhg1Yvnx5vc5tCD169MCGDRvg5eX1yfLwb7B161bcunVLprh///03\nQkND8e7du384V4T8bwAzICDgU2el3lq3bo0NGzZgxowZnzornwUa3CCEEEIIITx2dnYAgDNnzkg8\nLhr0KCsrw8WLFyXGEZ1b39kXTk5OsLW1rde5DUFLSwtOTk4wNDT8ZHlo7F69eoX169fLPLiRnp6O\njRs30uAG+SiaNGkCJSUlKCoqfuqs1FvTpk3h5OQECwuLT52VzwINbhBCCCGEEB7RgERKSorE42fO\nnIGuri6aNm0qcQCkqKgIly5dQrNmzWBlZfVPZpV8xq5duyZX/KtXr/5DOSFEnLm5OebNmwdNTc1P\nnRXSQGhwgxBCCCGE8HTp0gVdunTB48ePce/ePd6x4uJiZGRkwNzcHIaGhjh79qzY+WlpaSgrK0Pf\nvn2hqqoqdvzgwYP46quvYGRkBHNzc8yYMQPPnj3jxZG050ZVVRUiIyMxcuRIGBsbw8TEBOPHj0dG\nRobUsuzatQvOzs4wMDCApaUlAgMDZZoZIGnPjcrKSkRFRcHNzQ2WlpYwNDSEvb09AgMD8eDBgzqv\nWb38Y8eOhZmZGYRCIcaMGYMTJ07IdG5ycjLGjx8PCwsLGBgYoH///pgzZw5u374tFvfMmTOYNGkS\nbGxsuLhTpkzBhQsXxOLm5ORg0aJFsLW1hYGBAfr06YMJEybg9OnTYnGvXLmCGTNmwM7ODoaGhrCy\nsoK3tzcOHz7MxfH29sb06dMBAIGBgRAIBIiPj5daLoFAgN27dwMAHBwcxPZvkKfcNa1evRoCgQC/\n/vqrxONbtmyBQCBAREQEF5aZmYlp06bBysoK+vr6sLS0hL+/Py5fvsw7t7a9WSQtewgNDYVAIMCJ\nEyewZs0aWFhYYObMmXWWobCwECEhIRgyZAgMDQ1hamqKkSNHYteuXaioqODFFQgEcHFxwatXrzBz\n5kxYWFjAxMQEPj4+uHfvHiorK/HLL79g4MCBMDIygqOjI7Zt28a7hiifCQkJSEpKwogRIyAUCmFu\nbo6AgADcv3+/zjwDst030RK2H3/8UeI1EhMTIRAIsGrVKi5M1vYqugerV6/GgQMHMGDAAPTt25c7\nfuTIEZiZmXGfP/QZF6UXGBiImzdvYvz48dxz7uHhIXGpX1FRETZu3AgXFxcIhUIIhUIMHToUGzZs\nkLrsT0TanhtlZWXYtGkTXFxcuO/Z6dOnc7OocnNzYWBgAFtbW1RVVYldt7S0FGZmZrCyskJZWVmd\n5f5cKH3qDBBCCCGEkM+PnZ0dsrOzkZqaim7dunHhFy9eRFlZGSwtLfHgwQNkZGTg7t276N69OxdH\nNJtDtLyluvj4eGRkZGDUqFFo3bo1jh49iuPHj+PJkye1dn4BYN68eUhKSoKLiwt8fHyQn5+PyMhI\n+Pj4YMOGDXB0dOTFDw0Nxa1bt+Dl5YVmzZohLi4O8fHxKCwsxM8//yx3naxZswaRkZFwdHSEu7s7\nVFVVcffuXURGRiI5ORm//fYb2rdvX+s11q9fj61bt8LGxgaLFy9GWVkZYmJi8PXXXyMwMBB+fn5S\nz42IiMDatWvRpUsXTJo0CW3btkV2djaioqJw+vRp7Nq1C0KhEABw7NgxzJw5E/r6+pgyZQo0NTXx\n/Plz7N+/HxMnTsTmzZsxYMAAAMBff/0FLy8vqKmpYcyYMejUqRNevnyJ2NhY+Pv7Y8mSJVzn6dq1\naxg3bhx0dHTg7e2Ntm3bIi8vDwkJCZgzZw7evHmDsWPHYsaMGdi7dy+OHj0KLy8vWFhY1LrEZ8OG\nDQgNDcXdu3exfPlyaGlpoXXr1nKXW5IxY8Zg9+7diImJgYeHh9jxxMREqKiowNXVlau7OXPmoE2b\nNvDy8oKOjg6ePn2K6Ohorq0NGjSo1vtclwMHDuDFixdYtGgR2rVrV2vcgoICjB07FtnZ2Rg1ahSm\nTJmCwsJCnDp1CmvWrEFmZqZYe66oqMCUKVNgZmaGwMBApKWl4cCBA5g1axbMzMxw//59TJ48GcXF\nxdi+fTv+7//+D507dxYr15EjR5CVlQVPT0+0b98ef/zxB6KionD16lUcPHgQbdq0kZpvWe/biBEj\nEBISgvj4eMycORNKSvwu6qFDhwCAu3fytFeRR48e4dixY5g6dSo3UyM3NxeDBw/G0KFDuXgN8YwD\nwMOHDzFlyhQMHz4crq6uePHiBcLDw+Hv748dO3ZwM9rKysrg5+eHa9euwcnJCWPHjoWioiLS0tKw\nadMmXLhwAZGRkVBWVq4zTZGKigr4+fnh6tWr8PDwwJQpU/DixQvs2rULHh4e2LVrF0xMTDB48GAk\nJSXh7NmzYksAT58+jYKCAkyYMAEqKioyp/3JsYQQQgghhNRw6dIllmEY1tvbmxe+bNkyViAQsK9e\nvWIzMzNZhmHY7du38+LY2dmxenp67N9//82FLViwgGUYhh08eDBbVFTEi+/g4MAyDMM+e/aMC2MY\nhrWzs+M+p6SksAzDsAsXLuSd+/LlS9bQ0JAdMGAAW1VVxbIsy44bN45lGIYdN24cW1FRwcUtKipi\njY2NWX19fbaysrLW8qelpbEMw7ALFizgwkxNTdkhQ4aIxb1w4QI7YcIE9syZM7Ve886dO6xAIGC9\nvb25vLIsyxYWFrLW1tasUChk8/PzeWV49OgRV059fX22f//+7Lt373jXzcjIYBmGYd3c3Lgwf39/\nlmEY3j1gWZbNzc1lfX192R07dnBhbm5urJmZGfvw4UNe3Pz8fNbe3p41NDRkX79+zbIsy65cuZJl\nGIa9du0aL25paSk7depU9ocffuDCfv75Z5ZhGDYuLq7WehGpWeb6lLuua9+6dYsXfuvWLZZhGHbu\n3LlcOSwtLVmhUMg+fvyYFzc7O5vV19dnra2tuXYlqZ2IiI5NmzaNCxPViaWlJfv27ds6882yLPvD\nDz+wDMOwR48eFTs2Y8YMlmEYNiUlhQtjGIZlGIbdtGkTL66joyNXX9Wfi4MHD7IMw7Dz588Xy6eh\noSGbk5MjMT8hISFc2Ie214ULF7IMw7AnTpzgxc3Ly2P19fVZDw8PLkye9iq6BwKBgL106ZJY/dX0\noc+4KD2GYdjExETesdTUVJZhGNbT05ML27lzJ8swDLtixQqxa4nqJCoqigurWc+PHj3ivutE9u7d\nyzIMw4aGhvKu9+eff/LST09PZxmGYQMCAsTSnj59OsswDHv//v1ay/u5oWUphBBCCCFEjImJCVq1\naoXff/8dBQUFXPjZs2fRs2dPtGnTBkKhEC1btuTtu3Hv3j08efIEQqGQ++W9Om9vbzRt2pQX1qtX\nLwDAixcvpOYnKSkJADBixAhe+BdffIF9+/Zh8+bNYtOrJ0yYwNsssGnTpujSpQvKy8vr9ZpYJSUl\nPH/+HNnZ2bxwKysrhIeHw9rautbzk5KSwLIsRowYAQUFBS68WbNmCA8PR1RUlNRfaJOTk1FeXg5X\nV1eoq6vzjpmbm6Nr1664du0aXr16BQDcddLS0nhxtbS0EBERgfHjxwN4P73/2rVr6NOnDzQ1NfHu\n3Tvuv6qqKjg4OKC0tJRbyiLtuioqKggLC8O8efNqrQN5yVtuaTw9PQEAMTExvPDExEQAgLu7OwAg\nIyMDeXl5sLOzg7a2Ni9u586dYWlpiRcvXsj8SmNpBgwYgJYtW8oU99ChQ2jVqhWsrKx49+fdu3fc\nrANJy4fc3Nx4n3v27AkAGDVqFO+5ED1/kurQ1tYWurq6vDAXFxcAEFuiU5289010f2JjY3lxjx49\nivLycu7+yNteRTp27IjevXtLza/Ihz7jIq1atYKzszMvzNraGpqamrh69Sq3lOjo0aMA3r+hqqYx\nY8YAAE6ePClTmiLSvit79uyJX3/9Fd999x0AwMLCAt27d0dKSgrv3ufn5yM1NRUWFhbo0qWLXGl/\najS4QQghhBBCxCgqKsLW1hbl5eU4f/48AODOnTt48uQJbGxsuDhWVlbIzMzkBkBqW5ICvO8g1tSs\nWTMAQElJidT8iNbod+rUSeyYvr4+9PT0xN56ICmt5s2b15mWNHPnzkVhYSFcXFwwadIkbN++Hdev\nXwfLsjKdLyrDl19+KXasR48e6NWrl8Q9SgDg7t27AMBb/lOdKFy0F8LkyZOhrq6OuXPnYtSoUQgJ\nCcH58+fF1s9nZWUBeN+BMjc3F/tv165dAMDtfzF27Fi0b98e69evx5AhQxAcHIzk5GQUFhbKVAfy\nkrfc0gwaNAht2rTBwYMHUVpaCgBgWRaHDx9G586d0adPnwZNry46OjoyxcvPz8fz58/x+vVrifdH\ntF9H9f1JAEBNTU1syYiobdUctBGF19y7AwAYhhELEy3LqG1ASd56NDIygr6+Ps6cOcMb5ExMTIS6\nujo3UCBvexWpOUAjzYc+4yI9evRAkyb8rraCggLatm2LyspKbnD17t27UFJSkjiIIFoOWHOgpS63\nb9+GsrIyOnbsKHbM2NgYPXr04D6PGTMGFRUVSEhI4MKOHTuGsrIyscGxxoD23CCEEEIIIRLZ2dnh\nwIEDSElJgaOjIzdwUf3XS2traxw7dgxpaWkYOHBgna+AlWfteHWizrM867/rm5Y0Hh4eYBgGu3fv\nxrlz57jNVLW1tTF9+nSMGjWq1vNFZZA2gFEb0caCooGgmtTU1AC83/AVAAwNDXHgwAHs2rULJ0+e\nRFhYGMLCwtC8eXN4enpi1qxZUFFR4fJkZ2fHzeaQRNQZ19XVRUJCAnbv3o0jR45gx44d2LFjB1RV\nVTF8+HAsXLgQLVq0kLt8DVVuaZSVlTF69GiEhYXh6NGjcHV1RWZmJp48eYL58+c3eHp1EQ2y1UV0\nfzp06IDg4GCp8TQ0NHifa2v78jwXku6lKCw/P1/qefWpxzFjxmDp0qWIi4tDQEAAnj17hszMTHh6\nenKzveRtryKy1veHPuN1pVe97tq2bYuioiKoqamJDYQA4Mpc16aiNRUWFkJNTY03O0yar776CuvX\nr0dsbCwmT54MBQUFJCYmQlNTE05OTnKl+zmgwQ1CCCGEECJR//79oayszM3cOHv2LNTV1WFsbMzF\nEQ10nD17Fv369cPly5ehq6vL+3WwIYg6BW/fvkWrVq0a9NryMDExgYmJCSorK3Hjxg2kpqZi3759\nWLRoEVRVVbkp+5JUL4O8RJ0laR0dUXj1TpWOjg4WL16MxYsX4/79+zh//jz279+P7du3Iz8/H0FB\nQVyelJSUuNkLddHS0sLs2bMxe/ZsPH36FOfPn0dcXBxiYmLw7NkzhIeHy10+aepTbmnc3d2xdetW\nxMfHw9XVFYcOHYKysjJv+r7oOtJmosiTXn1mB9Ukuj9FRUUy35+GJGkQRzSoUXNApbr63DcXFxcE\nBwcjISEBAQEBOHToEFiW5ZakAKhXe5XXhzzjItLuvWiGm6jumjdvjsLCQlRVVYkNcMjT1qpr0aIF\n3r17h7KysjoHg9XV1TF06FDExsYiMzMTurq6yMjIgJeXV+PaSPT/o2UphBBCCCFEohYtWqBPnz54\n8eIFbt++jd9//x19+/blvc2gffv26NGjB9LT05GZmYmysjKpszY+hGiKtqRXf6ampiImJuYfWxoh\niaKiIoRCIWbOnInIyEgA798sURvRVHxJZbh8+TJiYmLw8uVLieeKBoukvfpUNF2/+pttquvatSu8\nvb0RGxsLbW1tLq+iZQfV9wGo7vXr1xJfFSnSsWNHuLm5ISoqCiYmJjh37lytv+jL60PLXZ22tjZs\nbW2RkZGBhw8fIikpCQ4ODry9YUT1IbpuXemJngVJnXh5Xg8sTYsWLdCxY0e8fftWYp6Kioo+eBZJ\nbWq+Chp4v+8FALRt21bqefW5b82aNcNXX32FnJwcXLlyBXFxcTA0NOT2CgE+vL3Koz7PuIikZUvl\n5eV4+vQplJWVuQHaHj16oLKyUmI9i+pO2tIeaUR1Kqm9HDlyBLGxsbxlNqL9Tg4ePIgDBw6gsrJS\n4luFGgMa3CCEEEIIIVKJBioiIiJQWloqcUM9a2trZGdn4/jx4wCk77fxIYYMGQIA+PXXX3nhr1+/\nxrx58/Dzzz9LnQLfEP744w84Ojpi7969YsdE0/zrWm7i7OwMBQUFxMXFoby8nAsvLS3F4sWLERQU\nJLUMDg4OUFNTw8GDB8VmfqSmpiInJwd9+vSBlpYWiouL4ebmhm+++UbsOqLOuCivurq6MDY2xqtX\nr8RexVtSUoKJEydiwIABKCwsBMuymDRpEry9vcU6lk2aNEGTJk2gpKTE/QIt2gNF1hkMoviiPTHk\nLbcsxowZg6qqKixYsAD5+fm8WQEA0Lt3b7Rt2xYpKSl49OgR71hWVhYyMjLw5ZdfQl9fHwC417je\nunWL16kuKSlBVFSUTHmqi2imwJYtW8SO/fDDD7C0tMTvv//eIGnVlJycLLbRr+jVrJaWllLPq+99\nE22iGRwcjAcPHojdH3naq7wa4hkXefHiBZKTk3lhKSkpKCgogLm5OdfWRRvC7tmzR+waonzU3Ji0\nLqLvyujoaF74gwcPMHfuXMTGxvKWrBgYGMDAwADHjh1DQkICTExM5B5Q+VzQshRCCCGEECKVvb09\ngoKCuA6NtMGNHTt2ICEhAS1btoS5uXmD58PBwQGDBg3CiRMnMHXqVDg5OaGwsBBRUVF49+4d1qxZ\nI9Ma8/rq1asXmjZtitWrV+PGjRswNTVF06ZN8fTpU8TExEBZWRleXl61XkNPTw++vr6IiIiAt7c3\nRo0ahaqqKsTHx+PBgwdYtGiR1P0qtLS0EBgYiOXLl2PMmDFwc3ODlpYW7ty5g6ioKGhoaGDp0qUA\n3q/VNzQ0xN69e/H3339j0KBBaNWqFd68eYOjR4+K7TPx3XffYdy4cfjuu+9w+/ZtCIVC5OXlIS4u\nDllZWfjmm2+4qfFWVlb4/vvv4eHhARcXF3zxxRcoKipCSkoKMjMzMXbsWC6uaBPHyMhIlJaWolu3\nbtxmtJLo6uri4sWLCA4OhpWVFaytrdG9e3eZyy0LGxsbaGtr48qVK9DR0UHfvn15x5WVlbFy5Up8\n/fXX8PLy4jZQzcnJQXR0NJSUlBAUFMQN4Ojo6MDAwAA3btzArFmzYG9vj7dv3yI2NhZmZmYNMntj\n6tSpSElJQWJiIgoLCzF48GBUVFQgOTkZp0+fhq2tLW+pWEMyNTWFp6cn3Nzc0LFjR1y9ehXR0dFo\n164d94u/JPK01+p69OiB3r174/Lly2jWrBnX+a9OnvYqj4Z4xkWMjIywYsUKXLp0CQKBAM+fP8f2\n7duhrKyMGTNmcPE8PDxw5MgR/Prrr8jPz0ffvn1RXl6Os2fPIjk5GdbW1hg+fLhc5RgzZgwSExMR\nExODsrIy9OvXD69evcKePXugqKiIRYsWiZ3j6emJxYsX482bN1i7dq1c6X1OaHCDEEIIIYRI1aFD\nB/Ts2RO3bt1Cjx49uDclVNe7d280a9YMRUVFGDx4MG/ZSkMKCQnBnj17kJCQgBUrVqBJkyYwMjJC\nUFCQTK95/BBKSkqIjIzEtm3bcOrUKRw/fhwlJSXQ0tJC7969ERISAgMDgzqvs3DhQvTo0QPR0dFY\ns2YNqqqqIBAIsGnTJjg4ONR67pgxY9CxY0fs2LEDmzZtQnFxMdq0aQNnZ2dMmzaN90aIpUuXQiAQ\nICEhAaGhocjPz0eLFi2gr6+Pn376ifdrsJ6eHuLi4hAWFoaTJ08iOjoaampq6NWrl1jciRMnomPH\njti/fz+2bduGt2/fQk1NDQzDICgoiPeGBUdHR5w4cQJnzpzBxo0b4e/vX+vgxpQpU3Dr1i1cuHAB\n169f52ZHyFPuujRp0gQjR45EaGgo3NzcJA6IDRgwAHv37sXmzZuxc+dOFBQUQFNTExYWFvD394ee\nnh4v/qZNm/D999/jzJkzSElJwZdffglPT08MGDAAcXFxMudNmhYtWmDfvn3Ytm0bjh8/juXLl0NB\nQQGdO3fGvHnz4OvrK3FDyoZgbW0Nd3d3bNu2DXfu3IGysjIcHBywYMECaGpq1npufe+bm5sbLl++\nDBcXF4mDFPK0V3k01DMOvH9F9cqVK7F+/XrExMSgvLwcPXv2xKxZs2BqaspLMzw8HNu2bcORI0dw\n8uRJNGnSBF26dMG3334LHx8fue+tiooKIiIisHXrVhw5cgRHjhyBqqoqzM3NMWfOHIlvwBk6dChW\nr14NRUXFetff50CBlfe9NoQQQgghhBDSSE2fPh1nz55FSkqKzMtZ/mtCQ0OxceNGBAYGws/P76Om\nvWbNGuzatQsHDx6EQCD4qGl/qPT0dPj4+MDBwQGbNm361NmR2a1bt/DVV19hwoQJWLBgwafOTr3R\nnhuEEEIIIYSQ/4SzZ8/i5MmTGD16NA1sfIb++usvREdHY8CAAY1uYKOxKi8vx+rVq6GmpgZvb+9P\nnZ0PQstSCCGEEEIIIf9aoj1Bbt++jV27dkFXVxdz58791Nki1Rw+fBiPHz9GeHg41NTU8N13333q\nLP3rXbt2DXfv3kVcXBwyMzOxbNkydOzY8VNn64PQ4AYhhBBCCCHkX+vt27eYP38+lJSUYGVlhWXL\nlknduJV8GgsWLADLsjAxMcGSJUsk7u1DGlZcXBz279+Pjh07Yvny5Rg7duynztIHoz03CCGEEEII\nIYQQ0qjRnhuEEEIIIYQQQghp1GhwgxBCCCGEEEIIIY0aDW4QQgghhJBG4fHjxxAIBI1+R39CsrKy\n4OHhAQMDA5iYmOD58+efOkv/SQKBAPb29tzn+Ph4CAQChIaGfrI8LVy4EAKBAOnp6Z8sD40VbShK\nCCGEEEIahdatW2PDhg30Ck/S6C1duhRXr16Fr68vDA0Noa6uDuD9W0NUVFQwcODAT5zD/6Y+ffpg\nw4YN6N69+0dJT9L99vLywoABA9CjR4+Pkgd5paamIjIyEtevX0d+fj5atGgBAwMDjB49Gs7Ozp80\nb7ShKCGEEEIIIYR8RIaGhmjWrJnYr/NOTk4wNjbGunXrPlHO/lsEAgG0tbWRnJz8SdJvbPc7JCQE\nYWFh6NSpE0aNGoV27drh+fPniIuLQ05ODry9vbFkyZJPlj+auUEIIYQQQgghH1FZWRm++OILXtjb\nt2/x4MEDGBsbf6JckY+psd3vv/76C2FhYejZsyeio6OhpqbGHRs3bhyGDx+OPXv2wM3NDQKB4JPk\nkfbcIIQQQgj5l8vLy8PatWsxePBgGBoawsTEBCNGjMCOHTtQUVHBi2tvb4/evXujrKwM33//Pezs\n7GBgYID+/ftj1apVKC0trTO92tati46tXr2aC6usrERUVBTc3NxgaWkJQ0ND2NvbIzAwEA8ePODi\nSdpzIzQ0FAKBACdPnsTJkycxevRomJiYwMTEBH5+frh9+7ZYHmJiYjBs2DAYGRmhX79+WLZsGfLz\n8zFq1CgIBAK8e/dOlmpFQkICPD09YWZmBgMDA9jZ2WHx4sV4/PgxL54ojwkJCUhKSsKIESMgFAph\nbm6OgIAA3L9/X+zaubm5WLVqFQYOHAgDAwP07t0bY8eORUJCAi+eqE4CAgLw7NkzzJ49G1ZWVjAw\nMICjoyP27dsnU1lkvQciycnJGD9+PCwsLLj2MWfOHLH6lrctiPYbuHbtGr755huYmpoiODiYO56f\nn4/g4GCuLVtaWmLBggXIyckRu356ejr8/f3Rp08fGBgYwNraGt988w2ysrI+WZ2I2gIAPHnyBAKB\nAAKBAAsXLoSFhQVYlkVCQgIXZmtrCysrK9ScbP/jjz9CIBBg6tSpYvmYOHEievbsiby8PADv20hg\nYCDs7e1hYGAAIyMjuLi4YOvWrSgvL+ed6+3tDYFAgEePHmHy5MkwNjbG3r17ueOytsvaFBcXIyQk\nBMOGDYNQKISBgQHs7e2xfPlyLs8160vWZ0eU/5ycHISGhsLBwYG7FytXrkR+fn6teZPWXl+8eIFl\ny5Zx34fW1tZYuXIlXr16Va+yhYaGSrzfgPQ9NzIzMzFt2jRYWVlBX18flpaW8Pf3x+XLl3nx0tPT\nuecqKysLU6ZM4dqkq6srjh07xosvaztPS0tDu3btMGXKFN7ABgC0aNGC27vk6tWrtdbxP4lmbhBC\nCCGE/Iu9efMG7u7uePLkCUaOHAljY2OUlpbi9OnTCA4OxpUrVyR2POfMmYOSkhJMnToVVVVV2Ldv\nH/bs2QNlZWUsWLCgQfO4Zs0aREZGwtHREe7u7lBVVcXdu3cRGRmJ5ORk/Pbbb2jfvn2t1zhx4gQu\nXLiAcePGwcvLCxkZGYiPj8fkyZNx8uRJqKioAAD27t2LoKAgdOjQAXPnzoWGhgYSExMxefLkOjs+\n1a1evRq7d++GkZERpk+fDk1NTdy+fRv79u3DqVOnEBMTA11dXd45R44cQVZWFjw9PdG+fXv88ccf\niIqKwtWrV3Hw4EG0adMGwPuOlJubGwoLC+Hh4QGBQIA3b97g0KFDWLhwIW7fvs11hETy8/Mxbtw4\n9O3bF/M9KHhMAAAgAElEQVTnz8fff/+N8PBwrFixAh06dMCAAQMa7B5ERERg7dq16NKlCyZNmoS2\nbdsiOzsbUVFROH36NHbt2gWhUChzXUqydetWlJSUYMWKFejUqRMAoKCgAKNHj8bz58/h4+ODHj16\nICcnBxEREUhJScH+/fu5uHFxcVi8eDEYhkFAQAA0NDSQnZ2N6OhonDp1SqY8/hN14uzsjB49emDW\nrFnQ0tLC8uXLAQDdu3eHjo4O1+n18vKCtrY2FBUVERsbizt37oBhGC5v58+fR/PmzXH58mVUVlZC\nUVERwPsZIZmZmTAwMICWlhby8vLg5eWF3Nxc+Pr6Qk9PD4WFhUhMTMT69evx6NEjrFy5Uqzs69at\nQ8uWLbFq1Sou3fq0S0m+/vprnDt3DkOGDMGECRMAABkZGYiOjkZmZibi4+O551VE1mdHZPXq1Xj7\n9i38/Pygrq6Ow4cPIzIyEllZWdizZ0+deazu2bNnGDlyJCorK+Hn5wcdHR3cunULkZGRSE1Nxf79\n+7l9gGQtm7OzMxQUFMTutzTHjh3DnDlz0KZNG3h5eUFHRwdPnz5FdHQ0fHx8sGHDBgwaNIh3ztOn\nTzF+/HgMGzYMQ4YMwcOHD7Fz507MmTMH8fHx0NPTAyB7O/fz84Ofn5/UPIoGhVu2bClX/TYolhBC\nCCGE/GutXLmSZRiG3bZtGy+8qqqK9fX1ZRmGYVNTU7lwOzs7lmEYNiAggK2qquLCc3JyWIZhWDs7\nuzrTjIuLYxmGYX/++Wepx1atWsWFmZqaskOGDBGLe+HCBXbChAnsmTNnWJZl2UePHrEMw7Djxo3j\n4vz8888swzCssbEx+/z5c975Xl5eLMMwbFpaGsuyLFtRUcFaWlqyvXr1Yu/du8eri6+//pplGIZl\nGIZ9+/ZtreW7ceMGyzAM6+rqypaVlfGOJSQksAzDsLNnzxbLo6GhIZuTk8OL/8MPP7AMw7AhISFc\n2OzZs9mePXuyV69e5cUtLy9n3d3dWYFAwGZlZfHqhGEYdufOnbz4sbGxLMMw7IIFC2otD8vKfg9e\nvnzJ6uvrs/3792ffvXvHi5uRkcEyDMO6ublxYfK2hQULFrAMw7BDhw5lS0tLefG///57lmEYNj4+\nnhd+4sQJlmEYdt68eSzLsmxubi5rbGzMjhw5ki0pKeHF/fPPP9levXqxo0aN+mR1wrKsxGcpLS1N\n7H4dPXqUZRiG3bNnDxf2+vVrVk9Pj3u2r1y5wh1LT09nGYZhQ0NDWZZl2YsXL7J+fn5seHg4L63S\n0lLWysqK7dmzJy/P48aNYxmGYcePH897/llWvnYpzd9//81OnjyZ/eabb8SO+fv7swzDsMnJyVyY\nvM+OKP8uLi68Z7Oqqor18PBgGYZhL1y4wIXXvA+S2uusWbNYhmHY9PR0XvoRERG89OUtm6T7zbL/\newZE31ulpaWspaUlKxQK2cePH/PiZmdns/r6+qy1tTVbUVHBuy7DMOyJEyd48Tds2CBWPlnbeW1u\n3brFGhoasr1792Zfv35dZ/x/Ci1LIYQQQgj5Fzt69CiUlJQwZswYXriCggLc3d0BACdPnhQ7z8/P\nDwoKCtxnXV1dtG7dGi9evGjwPCopKeH58+fIzs7mhVtZWSE8PBzW1tZ1XsPJyQnt2rXjhYl+mRfl\nOSsrC3l5eRAKhejatSsXT0FBAdOnT5c5v6Jp3R4eHlBWVuYdc3FxQfPmzXH69GlUVlbyjtna2orN\n5nBxcQEAbmp5SUkJTpw4AT09PXTp0gXv3r3j/isqKoKzszNYlkVKSgrvOioqKhg7diwvTLSWX5Z7\nJus9SE5ORnl5OVxdXbk3fIiYm5uja9euuHbtmth0fXk5OTmJ/XqflJQEFRUVDB06lBduZ2eHqKgo\n7h6eOnUKRUVFGDp0KEpLS3l1qK2tDT09PVy/fh25ubm15uFzqJO+fftCSUkJGRkZXFhaWhqqqqow\nZswYsU1JL168CACwsbEBAFhaWmLnzp3cLIKSkhK8e/cOJSUl0NXVRWVlJZ49eyaW7rBhw3jPf33b\nZU2tW7fG1q1b8X//938AgPLycuTn5+Pdu3fo3LkzgPfLdWqS5dmpzt3dnfdsKigoYMiQIQCAS5cu\n1ZrH6oqLi5GcnAxtbW1YWFjwjo0ePRrR0dHc92h9y1aXjIwM5OXlwc7OTmx2R+fOnWFpaYkXL17g\n+vXrvGM6Ojpib92p+Z0IfPj37/Hjx+Ht7Y0mTZrgxx9/hKamptxlbCi0LIUQQggh5F/q3bt3ePXq\nFXR1ddGiRQux4926dQMAsT9qAXB/jFenpqZWZ4ewPubOnYvly5fDxcUFVlZWsLS05PZJqN7Bqk2X\nLl3EwkTrwkX7ijx69AiA5LIJBAI0a9YMRUVFdaZ19+5dAJD4qkYlJSV07twZN2/exLNnz6Cjo8Md\nq76sQES0rEHU8X3w4AHKy8tx8+ZNmJubS81DzX09tLW1xQYDVFVVAUBsXxVJZL0HorJLe1Vm9+7d\ncf/+fdy/f19sw0x5VK834H1bfvbsGTp16iRWTkVFRZiZmXGf79y5AwAIDg7m7ddR0+PHj9G6dWup\nxz+HOlFXV4dQKERGRgZYloWCggIuXLiADh06oHv37jA2NkZaWhq398bFixfRunVrGBoactc4deoU\nduzYgVu3bqGwsFAsjZqDcADEBhLq2y4lycrKwsaNG5GRkYE3b96I7Sciqb3K8uzIGv/vv/+uM48i\nDx48QGlpKbfcqbrmzZvDxMSEF1afstVFlvZ19uxZ3L9/n7c5qbTv8Jr5qO/3L8uyWLNmDXbv3g19\nfX18//33H+0VutLQ4AYhhBBCyL+UqKPetGlTicdF4ZI69KKO8cfg4eEBhmGwe/dunDt3DmfPngXw\nvsM+ffp0jBo1qs5r1OzwSiIqZ7NmzcSOKSgoQF1dXabBjbrqVdSBKC4u5oVLGmAShYn2+ygoKADw\n/lWh8+fPl5qHmp3kD71fst6D2uoQkF52edWsK1GnXJZyiuIGBATA0tJSarzqs3ck+VzqxMbGBpmZ\nmcjKyoJAIMDFixfRp08fAICFhQXCwsJQVlaGsrIyXL9+HS4uLlyn9LfffsO3334LDQ0N+Pr6wsDA\ngKvbNWvW4K+//pKYZvPmzXmf69sua7p37x48PDxQXFwMNzc39O3bF5qammjSpAkSEhKkbkwqy7Mj\na3xZNwwG5Gt39S1bXerbvmT9Tqjv929UVBR2796NIUOGIDg4WKbv4H8aDW4QQgghhPxLiToo0jrs\novCaHZl/UklJicRw0RtOKisrcePGDaSmpmLfvn1YtGgRVFVVuSnoH0L0x760N76IOnB1qW+9Surc\nijpmGhoaAP7XAausrOQ6sB+LLPegIduUtLYgiahe3rx5I3PcVq1afXAdfuw6kcTa2hohISHIyMhA\n8+bNkZOTwy3BsbCwwE8//YSrV6+iqKgIFRUV3JIUANiyZQsAYOPGjWLLKmSdFQU0XLvcs2cPioqK\nMGPGDHz99de8Y6dOnZJ6nizPzofEl0aedlffstVF1G4kzboBGuZ7vD7fvwkJCVBTU8OaNWs+i4EN\ngF4FSwghhBDyr6Wuro727dvj2bNnEjvuoldUNvRUYiWl97+fSersSXqFZnWKiooQCoWYOXMmIiMj\nAbx/U0JD6NChA4D/LU+p7u7du1I7DzWJlqNIeqVoWVkZHjx4gObNm4u94eXevXti8UWvMG3bti2A\n98trlJWVcffuXbx+/Vosfn5+PsrKymTKZ33Vdg9EZZf0il3gf3UiWvL0IW2hOnV1dbRt2xa5ubkS\nl0bFxcXh8OHDAP63JEHSXgwA6rW0qiHrRF69evVCmzZtkJGRwe2pIZqRYmRkhKZNmyI9PR1paWlQ\nVFRE//79uXMfPXoEVVVVsYGNly9fcssdZNFQ7VL07NXcx4FlWaSlpUk9T5ZnpzpJr1d++PCh1PjS\ndOrUCUpKSsjOzhZ7bW5xcTFiYmK4fUbqW7a6iNqztFcYf2j7qk6e799ly5YhKipK6gy2T4EGNwgh\nhBBC/sWGDh2KyspK7N27lxdeWVmJffv2AQCcnZ0bNE3Rxp43b97khefl5eG3337jhf3xxx9wdHQU\nyx8AbkPAhloi07NnTzRr1gyZmZl4/vw579imTZtkvs6QIUOgoKCA6OhosQ5dbGwsiouL4ejoiCZN\n+H9qJycni23ueejQIQD/66yqqqpi8ODBKCsrQ0REBC9uVVUV5s+fj759+9ZrY0Jp5LkHDg4OUFNT\nw8GDB/H27Vte3NTUVOTk5KBPnz7cqzHlaQt1GTJkCCorK7F//35e+MWLF7Fo0SLu13EHBwc0bdoU\np06dEuvAP3r0CAMHDkRAQECtaf2TdSKN6HWuNWe0KCgooH///vj9999x8eJFdO7cmRs4U1ZWhrGx\nMdLT05GZmQmhUMibmfDFF1+gtLQUL1++5MLKysoQFBTE/dIvywyahmqXooGFmgOM4eHh3LMhaWaV\nLM9OdTExMby9RKqqqrhOem1LlWpq2rQp7Ozs8ObNG7FOflJSEpYsWYLff/+9XmWTdr9r6t27N9q2\nbYuUlBSxa2dlZSEjIwNffvkl9PX1ZS6XyId8/xoZGdUrzX8SLUshhBBCCPkXCwgIwOnTp/HTTz/h\nyZMnMDY2RkFBAY4fP44rV67Aw8Oj1g0C68PExATt2rVDeno6lixZgt69e+Ply5eIioqCvb094uPj\nubi9evVC06ZNsXr1aty4cQOmpqZo2rQpnj59ipiYGCgrK8PLy6tB8qWqqgofHx+EhYXBz88PHh4e\naN68OU6ePAkFBQVoa2vLNGjAMAymTJmCLVu2YNy4cdzShJs3b2L//v3o2LEj5s6dK3aeqakpPD09\n4ebmho4dO+Lq1auIjo5Gu3bt4OnpycVbsGABLl++jLCwMDx79gx9+/ZFYWEhkpKSkJmZCQ8PD7G3\nJnwIee6BlpYWAgMDsXz5cowZMwZubm7Q0tLCnTt3EBUVBQ0NDSxdupS7tjxtoS7+/v44ffo0QkND\nkZubCyMjI+Tk5GDPnj3Q0NDA7NmzAQCamppYunQpFi9ejHHjxsHX1xfa2tp4+PAh9u3bh8rKSvj6\n+n6yOpFGV1cXCgoKOHPmDMLCwqClpcW9icPa2hoHDhzA6dOnMXz4cN55FhYW2Lx5M1iWFVsO4eLi\ngi1btiAgIACenp4oKSlBXFwcunTpglGjRiE8PBzh4eFwc3ODra1trflriHY5dOhQxMfHY926dcjL\ny0OLFi1w+vRp3LlzB8uXL8ecOXNw8OBBdOjQAU5OTtx5sj47Ii1btoSPjw8GDx6Mli1bIikpCX/+\n+SdsbW15m8/KYv78+cjMzMTSpUtx7949dOvWDbdv30ZkZCR0dHQwceLEepWttvtdnbKyMlauXImv\nv/4aXl5eGDt2LNq3b4+cnBxER0dDSUkJQUFBYoOpsviQ71+BQAB1dXWpM6Q+BRrcIIQQQgj5F2vR\nogWio6MRFhaGkydPIj4+HsrKymAYBqtWrcLo0aMbPE0VFRVERERg3bp1SEpKQmJiIrp27Ypvv/0W\nrVu35nVolZSUEBkZiW3btuHUqVM4fvw4SkpKoKWlhd69eyMkJAQGBgYNlrdZs2ZBTU0NsbGxWL9+\nPdq2bYshQ4ZgxowZXGdKlk7C3Llz0b17d0RFRSEkJATl5eVo3749PD094e/vL/EtHNbW1nB3d8e2\nbdtw584dKCsrw8HBAQsWLOC9PrFdu3aIi4vDli1bkJKSgsOHD0NZWRk9evRAUFCQxA7Qh5D3HowZ\nMwYdO3bEjh07sGnTJhQXF6NNmzZwdnbGtGnTeG/akKct1KVVq1aIjo7Gpk2bkJycjOjoaDRv3hw2\nNjaYPXs2r2M9atQoaGtrY8eOHYiIiEBBQQE0NDTQu3dvTJkypc429U/WiTTt2rXD7NmzsXPnTmza\ntAn9+/fn7nW/fv3QpEkTFBUVic08sLCwwIYNGwBAbIBi+vTpqKqqwuHDhxEUFISOHTviq6++wqRJ\nk/Ds2TNcuHABKSkpKC8vr3NwoyHaZf/+/bF27Vrs2LED69evR6tWrWBjY4OoqCi0bNkSDg4OOHfu\nHH788UfY29tz58n67IjMmTMHZ8+exd69e/H06VNoamrC19eXGwCTR6dOnRAbG4uNGzciLi4Ob968\ngaamJkaNGoWvv/6amykjb9lqu981DRgwAHv37sXmzZuxc+dOFBQUQFNTExYWFvD394eenp7c5QI+\n/vfvP02Brfl+GkIIIYQQQv5jqqqqYGZmhqqqKly9elWuzRbrEhoaio0bNyIwMBB+fn4Ndl1C/u3k\nfXa8vb2RkZGBAwcOoGfPnv98BslnhfbcIIQQQggh/xkbN26Et7e32Nr1I0eOoKioCObm5g06sEEI\nIeTjoGUphBBCCCHkP+PLL7/Exo0b4evrCy8vL7Rp0wZZWVmIjIyEqqoqZs2a9amzSAghpB5ocIMQ\nQgghhPxnDB8+HBoaGti9ezd27tyJ169fQ0NDA7a2tpg2bRpNZSeEkEaK9twghBBCCCGEEEJIo0Z7\nbhBCCCGEEEIIIaRRo2UphBBCCCGfqczMzE+dBUIIIeSjMzMzk/scGtwghBBCCPmM1ecPvP+SzMxM\nqqNaUP3UjeqodlQ/daM6qp289VPfgX1alkIIIYQQQgghhJBGjQY3CCGEEEIIIYQQ0qjR4AYhhBBC\nCCGEEEIaNRrcIIQQQgghhBBCSKNGgxuEEEIIIYQQQghp1GhwgxBCCCGEEEIIIY0aDW4QQgghhBBC\nCCGkUaPBDUIIIYQQQgghhDRqNLhBCCGEEEIIIYSQRo0GNwghhBBCCCGEENKoKX3qDBBCCCGEEOmG\nffNbvc89tN61AXNCCCGEfL5o5gYhhBBCCCGEEEIaNRrcIIQQQgghhBBCSKNGgxuEEEIIIYQQQghp\n1GjPDUIIIYQQ8p/xIXuYNLQP3RNl4cKFSEhIqDXOyJEjYWZmBoFAAADYunUrbG1tJcZdsWIF9u3b\nhxEjRmDdunVS01BUVETbtm3h4OCAmTNnQkNDAwDw+PFjODg4YNasWQgICKgz/y9evMDOnTuRmpqK\np0+fokmTJtDV1cWgQYPg5+cHdXV1Lu6qVasQGRmJ6OhoGBsbi13r2bNncHZ2hoWFBbZu3Yr09HT4\n+PjUmr62tjaSk5OllhMAVFVV0blzZ3z11Vfw8fGBkpL07pO0NNXV1SEUChEQEAAzMzOx49evX8eu\nXbtw6dIl5ObmolmzZhAIBBg+fDhGjhwJRUVFLq6sdSzKy/fffw9XV347u3PnDnbs2IG0tDS8evUK\n6urq6NKlC0aMGMFLz9/fHxcvXkRwcLDENP744w+4u7vD09MTy5cvl5oXkQcPHsDR0RFKSkpITU1F\nmzZtxOL069cPf//9Ny9MRUUFnTt3hpubG7y9vaGgoAAA2LdvH1asWMGLq6CgAE1NTVhaWmLGjBno\n1q0b79oGBgbYsmWL1DyWlpbCyMgIXl5eWLZsGe9Ybm4uwsPDkZKSgidPnkBZWRna2tpwcnKCvr6+\n1GvGxMRgyZIlYBgGhw4d4h3LysrCsGHDpJ4rMmDAAGzZsgWnT5+Gv78/fvnlFwwcOJAX586dO9i5\ncyd3X9XU1NCtWze4uLjA3d0dKioqXNzCwkKYmppCRUUFhw8fhq6urliaM2fORGlpKa++cnNzsXv3\nbpw4cQLPnz9HWVkZWrduDQsLC8ycOVPidT4mGtwghBBCCCGkkVJUVMSvv/4q9fiLFy+4/1dWVsbB\ngwclDm6Ul5fjyJEjUFZWrjON4uJiXL16FWFhYcjIyEBcXByv4ySLS5cuYdq0aWjZsiV8fX3Rs2dP\nVFVV4ffff8euXbsQHx+PHTt2oEuXLgCAWbNm4ejRowgKCkJsbCyaNOFPQF+3bh1YlsXSpUt54TNn\nzoSNjY3EPNTMs6S6fP36NU6fPo3g4GDcuXMHa9eurbNs1dOsqqrC48ePsX37dvj4+CAiIgLm5uZc\n3IiICKxbtw5mZmaYM2cOdHV1UVBQgFOnTmHFihVISkrCpk2b0KxZszrTlcWhQ4cQGBiI7t27Y/r0\n6ejcuTNyc3Nx4sQJLF26FEePHsUvv/wCNTU1LFmyBEOHDkVkZCScnJx412FZFqtWrULr1q0xZ84c\nmdJOSEhAs2bNUFJSgkOHDmH8+PES45mZmSEwMJD7nJeXhxMnTmD16tXIycnBkiVLePGDg4O5QYzy\n8nLcu3cPmzdvhoeHBxISEhqkw33z5k1MmjQJioqKmDBhAgwMDFBcXIy0tDRs2bIFGhoa2Lt3L3R0\ndMTOjYuLg7q6OrKysnDz5k3eQEinTp0QGxvLfS4vL4enpyecnZ0xceJELrxly5a15i8hIQFLliyB\nQCDAtGnT0KVLFxQXF+PcuXMIDg7Gb7/9hm3btkFTU5N3XllZGdauXYtNmzbVWQf5+flwc3NDaWkp\nJk6cCCMjI5SXl+PGjRvYvn070tPTERcXhy+++KLOa/1TaHCDEEIIIYSQRszQ0FDqsbKyMu7/zczM\ncOrUKRQUFKBFixa8eOfOnUNJSQl69eolUxoWFhZo27YtFixYgGPHjsn067NIXl4eZs6ciS+//BK7\nd+/m5cXS0hKurq7w8PDAzJkzkZCQACUlJairq+Pbb7/F/PnzERsbC3d3d+6ctLQ0HD16FLNmzRLr\nyOro6NRaP3WVEwBsbGxQUlKC+Ph4zJ49G+3atav1GjXTFAqF6N+/PwYPHozNmzdzgxvp6elYt24d\n3N3dERQUxLuGra0tBg4ciKlTpyI4OBjfffedzGWQ5t69e1i0aBEsLS2xefNm3kCWo6MjzM3NsWzZ\nMoSFhWH27NnQ0dGBv78/fvrpJ5w/fx79+vXj4sfHx+PatWv4/vvv6+x4A+8HeQ4cOAAHBwc8e/YM\nCQkJUgc31NXVxe6Dra0tiouLERUVhWnTpqF169bcsW7duvHim5qawtTUFMOGDcOuXbvEBkPkVVxc\njBkzZqB58+aIjo7mzTixtbWFk5MTN9Njx44dvHOzs7Nx5coVBAYG4scff0RCQgJvcENVVZWX99LS\nUgCAlpaWzO321q1bWLp0KRwcHBASEsKb6WNtbQ0nJyf4+Phg2bJl+Pnnn3nnOjk54ejRo2L3V5JD\nhw7hyZMn2LVrFywtLblwKysrmJmZwdPTEwcPHuQNynxstOcG+UctXLhQ6j+SwPsvdYFAgN9++3ym\niALAmzdv4OfnBwMDA0yZMuVTZ4d85ry9veHt7c19FggEWLx48UdLe9CgQR8lLVl9jnmSh+h7KT09\nvUGvW1FRAYFAwJvmmpOTg5EjR0JfXx+rVq1q0PSIZP369cPUqVM/aprz5s2Tq3NFyD/F2toapaWl\nOHHihNixQ4cOwcrKCqqqqjJfTzQ74Y8//pArH/v27UNeXh5WrlwpNsgCvF8uMn/+fGRlZfHyOnz4\ncFhYWODHH3/E27dvAbz/bl29ejW6dOmCSZMmyZUPeQiFQgDvl7/Uh4aGBoyNjXl1tWnTJmhpaWHR\nokUSz7GxscHIkSMRGxvLm4FTX+Hh4WBZFqtXr5Y4Q8fDwwNBQUG8gaOJEyeiQ4cOWLVqFcrLywEA\nBQUF+PHHH9GnTx+xJS/SnD9/Hs+fP4eTkxOGDBmC27dv488//5Qr/zY2NqisrMTNmzfrjNutWzdo\na2vL3TYlEXXqFy9eLHEpjVAoxPTp0zFv3jyxY/Hx8VBWVsbw4cMxYMAAJCYmcvXYULZs2QJlZWUE\nBQXxBjZETExM4Ovri2PHjuHu3bu8Y87OzjA3N8fq1atRUVFRazovX74EAHz55Zdix0xNTZGZmflJ\nBzYAGtwgRKKkpCRcvHgRy5Ytw/z58z91dkgjExsbK9NaY3mVl5dDKBTi8ePHXNh3332HX375pcHT\n+hCfY54+B0pKSoiNjYW/vz8XFhkZiaysLGzYsKHOteGkYYSHh/M6EjExMWJ/jIWEhIittSbk30BL\nSwsWFhZiPyoVFBQgOTkZgwcPlut6ov0nWJaV67zU1FR07dq11n0KnJ2doaKigpSUFF748uXLUVBQ\ngA0bNgAAoqKikJWVheXLl8u9NEYef/31FxQUFCQuO5CVoqIiqqqqALzf8+Dy5csYNGgQ1NTUpJ7j\n6uqKiooKnDt3rt7pipw5cwZ9+vSpdeaJh4cHOnbsyH1WUVGBn58f7t+/j927dwMAQkND8fbtW5n2\n2RCJj4+HpqYmbG1tMWTIECgrK9e5X0xN8ra36vX9IVJSUqChoSF1rxrg/Uymmj/oVlZW4sCBA+jf\nvz+0tLTg6uqK169fIzU19YPzJFJVVYWzZ8/C2tpabMlJdaJBqJrPEwAsWbIEDx48QGRkZK1pMQwD\nAAgKCkJeXp7YcUkDlR8bDW4QIsHr168BAG5ubujRo8cnzg1pbAwNDaGtrd3g1/3rr79QUlLCC+va\ntSv3j83n4nPM0+fC0NCQ90fj69ev0b59ewwcOFDiLyGk4enp6aFTp07c56tXr4rFuXbt2sfMEiEf\n1bBhw5Cens6bCXDy5ElUVlbKPevuypUrAFDrLF1JsrOz6/z7SkVFBV27dsW9e/d44d27d4evry+i\no6Nx8eJFhIaGwsXFBVZWVnLlQVa5ubmIiopCbGwsXFxcJP5yL4uysjLefguPHj1CRUVFnf9e6unp\nAYBYPcgrPz8fr169qte/z4aGhnB2dsYvv/yCixcvIjIyEhMmTOBt1lmbt2/f4uTJk9ygRqtWrWBj\nYyP3LIYrV66gSZMmXJ3U5tWrV3j8+LHcbVOS7OxsdO/eXWyfl7qcO3cOL1++5AYWbGxsoKWlhfj4\n+A/Ok8irV69QUFBQ533t1q0blJWVJbYjPT09uLu7Y+PGjcjNzZV6DUdHR/Tr1w+nT5+GjY0NJk6c\niLCwMPz+++8NMojUEGhwg3x2MjMz4evriz59+sDY2BjDhg1DdHQ0L86bN2+wbNky9O/fHwYGBhg8\neB1RCPoAACAASURBVDC2bNmCysrKOq9//vx5jB07FsbGxhAKhXBzc8PJkye54/b29ggNDQXw/mGv\nvtygpsLCQqxevRq2trYwMDBA//79sWzZMrx584aLExoaCoFAgOzsbPj7+8PExARmZmaYP38+3r17\nx7vepUuX4OPjA2NjY5iYmGDcuHG4dOkSL45AIEBISAiOHDkCFxcXCIVCODk5ITExsc6yx8XFwdXV\nFSYmJjA3N4e3t7fY1PsbN25g4sSJMDU1haGhIYYNG4aYmBheHHt7e/j5+fHCnj9/DoFAwNXd48eP\nIRAIsHfvXsycORNCoRC3b98G8H6t7eLFi9G3b1+Ymppi7NixyMjI4F3v9u3b8Pf3h5mZGYRCIUaP\nHo3jx4/XWcaKigps3rwZAwcOhIGBAaytrTFv3jzeH3GiZQfHjx/HmjVrYGlpCSMjI4wbNw5ZWVlc\nPHnuXXU1l6WI8jRo0CAIhUIMHTpUrE0/fPgQc+bMQZ8+fWBkZARnZ2fs3LmT+8ciNDQUo0ePBgA4\nODjA3t4egOQlIElJSRg5ciSMjIxgYmICb29vXL58mTsuujcxMTHYu3cvly9XV1dcuHCBdy1Z2kxN\nNfP09OlTzJs3D9bW1jA0NIS9vT3WrVvHrSuVRHSPjhw5Ah8fHxgZGaGgoADA+zY6ZcoUmJmZwdjY\nGK6urjhw4IBYHjw9PREfH4++ffvydnqPiYnBsGHDYGBggD59+mDu3Ll48uSJxHwkJiZCIBBI/JXl\nm2++gbm5OW89e22qL0sR/f/Bgwfx6NGjOpcyvX79GkuWLOG+8xwdHbF161auffzwww/Q09PjpoxW\nN3DgQN732LFjxzB69GgYGhqid+/e8Pf3x507d7jjDx8+hEAgQHR0NKZPnw6hUCjXH9Vz5syBtbU1\n7ty5g7Fjx0IoFMLS0hLr1q0T+yP2yJEjGDVqFJeXadOm8dK6d+8e11anTZsGoVCIBw8eYN++fRAI\nBMjKysLMmTNhamqKfv36Yfv27WBZFqGhoejfvz/Mzc0xd+5c5Ofnc9esviylX79+iI2Nxblz5yAQ\nCLB161YIBAJcvHgRv/76KwQCAZKSkgAARUVFWLt2LQYMGAADAwPY29sjJCRErB2fOHECzs7OMDQ0\nhJOTk9jO+IQ0tMrKSggEAon/SerYid5WUb1tHjp0CLa2try3k9RGtJHiypUrubdFyKOoqAjNmzev\nM17z5s1RWFgoFj59+nS0a9cOkydPBsuyWLhwodRrfPvtt1Lrp+YMFkl12bdvX2zYsAFeXl5Ys2aN\nXOUE3v+y/ujRIyxevBjPnz/HhAkTAIArV10bhYrqSVI9yKOoqIh3PXmJNvicPHky2rVrh2nTpsl8\nbmJiIsr+H3t3HldT/v8B/HXTgoQoamRfriVtUrIPQ8i+L4WQEamsZQkzxhKj0k2LpSiyZy/bJGtC\nM9axD0azlC1E2vT7w+Oeb7e7FWOa6/d6/tU953PP+ZzPPd17zvt8Pu9Pbq7MEJb+/fvj+fPnJerF\n8Pz5c+zYsQPbt2+Hk5OTyp4neXl5uH37NqZPnw6RSKTyOr6k3r59+1EJXePi4lC5cmXhmk1HRwdO\nTk44deqUwp4PH6Ok55GWlhYqVKig9Dzy8vKClpYWVq1apXQb5cqVw7p167B06VJYWlri/PnzCAwM\nxIgRI/D111/L3S+UBSYUpf+U9PR0TJgwAW3atEFAQAB0dXVx8uRJLFq0CBUrVkTfvn2Rl5eHcePG\n4e+//4a3tzfq1auHCxcuQCKR4NmzZ0rHLQIfEk65ubmhQ4cOCAwMhLa2Nnbu3AkPDw9ERESgU6dO\nCAsLw+bNm7Fjxw7s2rVL6Y9AYWEhpkyZgqtXr2LatGnCTfCqVatw584dxMbGykR4p0+fjl69emHC\nhAn4+eefERAQgJycHCGxz+XLl+Hq6orWrVsjODgYhYWFiI6OhqurK2JjY2FhYSFs68KFC0hOTsa0\nadOgq6uLwMBAzJw5E02bNkWjRo0U1jcxMRFz587Ft99+i44dOyI7Oxvbtm3DhAkTcOjQIdSpUwf3\n79+Hs7MzxGIxli9fDgMDAxw5cgTz589Hfn4+RowYUerPdPfu3bCxsUFUVBRq1aqF3NxcuLq64tWr\nV5gzZw6MjIwQHR2N8ePHY8eOHWjWrBkeP36MkSNHom7duvD390eFChWwZ88eeHp6IiQkRG7qq6IC\nAwMRFRWFWbNmwdLSEg8ePIC/vz8ePnyInTt3CtOHAR8CBhYWFggMDMSLFy+waNEiuLm54ejRozJj\njtV9duosXrwYcXFxmDFjBpo3b46zZ89i4cKFeP/+PUaOHIl3797B1dUVenp6WLp0KSpXroz4+Hgs\nX74curq6GDVqlDD+NSQkBGFhYUp7huzduxc+Pj4YMGAApk+fjtzcXERFRcHV1RU7d+6Uedqxd+9e\nVKxYEX5+fsjNzcXy5cvh7u6OkydPomrVqiU6Z0rCw8MDOTk58PPzg5GREW7duoXAwEBkZWWpzTOx\nbt06ODo6wsvLC+XLl0d6ejpcXV3RsGFDBAUFQUdHB1u3boWPjw+qVq2Kzp07C+999eoVtm7dilWr\nVgm9JSIjI+Hv7w8XFxfMnz8fT548QXBwMJydnXHgwAG5LpXffPMN9PX15WYXyM3NRVJSEnr06PFR\n3aClQ1SCg4Nx584dhISEoFq1agrL5ubmYuzYsXj27Bm8vLxQt25dnD9/HqtXr8aLFy/g4+ODnj17\nYv369UhMTMTw4cOF9968eROPHz8WxqHHx8dj2rRp6N27N2bMmIGsrCyEhYVh1KhR2LdvH0xNTYX3\n7tixA61bt0ZUVBRMTExKdXyvX7+Gj48Phg8fjunTpyMhIQFRUVHQ09MTsurv378fs2bNQt++fTFz\n5ky8fv0aoaGhGDlyJPbv3y9z8bp161bY29vDzc0NNWrUEJYvXrwYnTt3xqhRoxAVFYWVK1fi1q1b\n0NHRwcqVK3H79m0sX74cJiYmmD17tlw9N2zYgFmzZkFfXx/z5s1DzZo14eDggAkTJsDOzg4TJ04U\nznMPDw9cuXIFXl5eaNasGa5duwaJRILHjx8jICBAaG9vb2/Y2NjAx8cHubm5iIyMFHoDEn0O5cqV\nw+7duxWuE4lEcjczBgYG+Prrr7F//35MmDABT58+RXJyssqbGulNf3HSsfqlvfGrVKmSyocEUq9f\nv1aYrLJixYrw9vbG7Nmz4enpqXJ2hmnTpikdTlC0Jx0g35avX7/GhAkT0L17d5nZO9SZPXu23HeO\nsbEx/P398fXXXwOAEEhS1w7S4GxJknaqIr2eleYqKa2aNWtiwoQJWL16NWbMmIEKFSqU+L1xcXGo\nVasW6tSpI9zUW1paolKlStizZ4/cdV1SUpLc+aajo4MBAwYofBAgffhTVL169RAREfGP9MAu6fla\nVGZmpjDU682bN8L/YadOnRATE4MDBw5gzJgxn1y3kp5H79+/x9u3b5WeR4aGhvD09MQPP/yAESNG\nKM0TVa5cOQwaNAiDBg1CVlYWfv75Z5w6dQr79u3D/PnzkZubi1GjRn3aQX0CBjfoP+XKlSt4+/Yt\nvLy8hJuw1q1bo27dusIP1+HDh3Hjxg1ERkYKWX3t7Ozw5s0bREdHY9KkSUpvEtasWQMjIyNIJBLh\nhqRNmzZwdHQUghtisVi4eFaVAO7ixYtCXg7pP7GdnR1EIhH8/PyQkpIi00XSzs4Obm5uAABbW1vc\nv38f+/btw/Pnz1GtWjUEBwfD1NQUYWFhwthLad3Cw8Nlpmi6c+cOfvrpJ2FsnZaWFsaNG4cLFy4o\nDW6cO3cOVapUwfTp04Vl9vb22Lhxo/A0VfrUMywsTGhDBwcH3Lp1CxERER8V3MjJyZHJUn3o0CHc\nunULO3bsEJJzWVtbo2vXrjh48CCaNWuGtWvXQiQSYd26dUI27LZt2+Lhw4eQSCQqgxs5OTkYM2aM\nkIHbxsYGjx8/RlhYGNLS0mSyqOvo6GDJkiXC6+zsbMydOxdJSUlwdHQUlqv77FTJyMjA9u3bMX36\ndKG3i52dHX799Vfs378fI0eOxF9//QWxWAxnZ2fhnLa1tUVSUhLi4+MxatQo1KxZUwhoNGnSROmY\n3+DgYLRs2RLLly8Xltna2qJTp07YsGEDVq5cKSz/+++/cfjwYSGp2PPnz+Hn54crV66gU6dOJTpn\n1MnMzMSNGzcwb948YSy3jY0NateurbCXQXHVq1eXSf6YlpYGGxsbTJ8+XbjwsbS0RGJiIuLj42WC\nG/fu3cPOnTuFwGB2djZCQ0PRu3dvmXNSLBajd+/e2LVrl1yPpPLly8PR0REJCQl48+aNcHF47tw5\nZGVllWp2gOJatmyJKlWqQFdXV+V3TXx8PG7duiWTndzOzg5ZWVmIiYnBt99+C3Nzc9SpUwfHjx+X\nCW4cOXIEOjo6wvm8atUq2NnZ4ccffxQCfZaWlujWrRuio6Ph4+MjvDc/P79UF/NFZWdnY9iwYUJQ\nztbWFlevXsWOHTvg7e0N4EMgsk2bNjLnpLQuMTExMonZCgsLZeomZW5uLuTLqF69Ok6cOIG7d+8K\nT2MdHBxw8OBB/Pzzzwrr2bRpU1SoUAH6+vrCZ1CjRg1oa2vD0NBQWJacnIyzZ8/C398f/fv3BwBh\ntgN/f39MmTIFDRs2xLZt2yASibB69Wrhu0H6/0f0OTVr1kzputTUVLllffr0gYeHB27duoWUlBTo\n6ekJN92KFL/p19LSgrGxsdrfQGWaNGmiNplkbm4uHj16pDRhpTToqm7mElNTU5XtU1zxsqNGjcLG\njRsxatSoEg2HAGQDKiKRCPr6+jAzM5N5wFKvXj3o6OiobQdpj9JPHe5ZqVIlmJiY4Pr16x+9jZK2\neVF37twR9qlo6NDJkyflrqdsbW1lfqd1dXXx1VdfKQ2o/Pjjj8L1r0gkQpUqVWSC9Z+qYcOGOHXq\nFHJzc0v8QEPaW+XgwYMKe1fv3bv3HwluGBsbw9DQUO15dP/+fbXDoEaMGIHt27djyZIl2Lp1q9p9\nV6pUCR07dkTHjh0xduxYDB06FNu2bWNwg0hKeiMbHh6OWbNmCTdzQ4YMEcqcO3cO+vr6ctMVde3a\nFZGRkbh+/brC+czz8vLwyy+/oF+/fjJfTDo6OmjXrh327NmDvLw8hdmjFZEOo+jatavMcumPWWpq\nqsyXuLRLmpSDgwP27t2L3377DQYGBrhw4QKGDRsmk1RKT08Pbdu2leuy16pVK5mkQdJ2UhW1rV69\nOl6+fImIiAiMHDkSBgYG0NXVlZkNJiUlBdbW1nIXK507d0ZgYCD++OOPUueSKDqXO/Ch90zFihVl\neqKUL18eZ8+eFV6fO3cOtra2MtN8iUQifP311wgODsa7d++UJt9SNN2XdHz9X3/9JRPcKH4hJ/28\ninfBV/XZqbuwS0lJQWFhodwP+rp164S/69evj7CwMJn10qRlyoZLKPLHH3/gjz/+kHuCUblyZVhb\nW8td4Hbs2FHmfC9+HpXknFGnQoUKqFixInbu3AkrKyvhc+/QoUOJ3m9nZyfzulWrVoiIiJDbh7Gx\nsVwG+woVKsgEDa5fv47Xr1/LJcxr3LgxateurTTPQt++fREXF4djx44JN7ZHjhxBzZo15er3OUiD\nTEWnXQM+nJebNm3Cr7/+irZt26JHjx6IioqSmeLx6NGjcHBwgKGhIR4/foy0tDSMHj1a5gK7Ro0a\naNmypVzuiU89NkX/NxEREXjx4gVevnyJP//8U25mg5o1a6J58+Zyn4WyuhRtE+lFd9u2bWXKmJqa\nfvJY9eTkZACQO3e6dOkCf39/XLlyBQ0bNsS1a9fQpEkTme8F6XR+165d+6Q6fCxFN7ZfIk09zk+t\n97Nnz1BYWKh2O9L1Dx8+RGpqKgwMDFCxYkVs2rQJ169fh42NjTADxevXr/Hs2TPhPdJ9SIc1SGVl\nZeHBgwcyy548eQLgw3BEVXVq0qQJLly4gOjoaKVJRc+dO4ecnBzUrVtX4bakN/3SYyrt+uKUtWWb\nNm2wbds2zJ07V+1MaNJ95uTkyLTXmzdvFAb0LSwscOTIETg5OSntKbxx40bo6OigUqVKSE1NLXEb\nKzr+li1b4vjx49i/f7/S67l169ahQYMGcte3qampePjwIYAPQ4eL/o6osnnzZohEInh5eckFJ548\neYL169cjPDxcCMLn5eWhoKBApv3evn0rM+Rb6vfffwcAvHv3Tq69//zzT7nyeXl5ePnypcp2kw41\nzcjIEMo1aNAAR44cwZo1axTeYwAfhllu3rwZw4cPh7a2NmJiYlCjRg2Fs4dcunQJx44dw549e+R6\nwSraf1HS2U7u3bsHQ0NDAB8eDJw+fRpHjx6VuXYuaseOHRCJRDA2NkZqaqqQw+23336T2c+QIUOw\nZMkSBAUF4cWLF8jLy0Nqairev3+PO3fuQEtLS2mApH79+rh9+7bS9v03vqcZ3KD/BOkXZKtWreDt\n7Y3Q0FAkJCSgQYMG6NKlC4YNGyb882dkZODNmzcKu0cCUDpVlvQfVFG02djYGHl5eXjx4oVMl2dV\npD9SxctLe5gU/xEr3vVRevH74sULZGZmIi8vD5s3b1aYqVgkEskEXoons5Jmj1aVzGfcuHG4efMm\nAgIChKf73bp1w9ChQ4UubRkZGXLBiOLHVNrgRvGb/4yMDBgaGqr8UczIyBDyQihbr2xIxKNHjxAe\nHo6zZ8/i2bNnMtNaFc+uXTyqL/1BKD4OUtVnp470PFAXBDl8+LAwc0bRLqOlaW/pvpSd48Xzmqg7\nj0pyzqijp6eHoKAg+Pr6YsiQITA2NkaHDh0wcOBAhedacYrabfv27di5cycePHgg5OEA5Nuq+Hkm\nbR9PT0+F+1L2v29vbw8TExPs378f/fv3R35+PhITEzFgwIBSJxf7GBkZGXj58qXa77yePXti7dq1\nOHXqFHr16oX79+/j/v37QjBKWm7p0qUKx40rar+PpaOjI9dNvOj/zdOnTwF8yLj+/fffy72/aMLP\nou8truhy6fdj8Xpra2t/cqIz6bljbW2tcL20bZ8/f64wwV5Jf1c+h1atWpXZvv8tqamppTvO2DT1\nZf4ln/r5VK9eHSKRSOV2irZPvXr1hL+dnJxw5coV3L9/HzNnzhSWGxgYoHr16sLrkuxDSjqb11df\nfaWyvFgsxvHjx7FlyxZs3bpV7n88PT0du3fvhpWVFcaPH6/wmkH6+170mEqzvqjU1FSVx+nu7o5V\nq1bhxYsXKnuPlmafAODr64vhw4dj165dCAwMlJvGMzk5GSdPnsTYsWOFBzIlbWNFdalRowbOnj2L\nLVu2ICoqSm440fbt23HixAnY2NjIbFt6Dj169AjAh8+vJMeXn5+PqVOnonXr1kpzdBw7dgyXLl0S\nhpXr6OigSpUqJdq+NIDTtGnTEk23XZJtS/Mo1ahRQyjXsmVLHD16FLt27cLgwYNlHpQBHxKd7tix\nA+3bt4e9vT1u3bqFhw8fYurUqXI9QoEPgfLjx4/j9u3bGDBggNr9FyV9ANWoUSNhva+vL5KTk7F1\n61ZERETI9S65du0ajhw5goEDB6Jnz54A/pero0GDBjL7adWqFS5evIjdu3dDLBajYsWKaNWqFQoL\nC+Hn54eCggLs2bNHbhhvVlYW/vzzT7Ro0UJhvUv7Pf2xgRAGN+iz0tXVxfv371FQUKBw3mXpP3DR\nL1d3d3cMGTIEx44dQ1JSEjZt2oRNmzYhLCxMeNpbrVo1REZGKtynsq5yqm6mpTe9JY1Cf4zi21a0\nz8GDB8PZ2Vnh+4veRH1MPfX09BAcHIx79+7h6NGjSEpKwooVKxAdHY3t27fDxMRE6XZL0j7KpuWS\n3jAXrXtJhjR07NhRZjhEUcpuFN68eQNnZ2fk5OTAy8sLzZs3R/ny5XHy5EkEBgbKlS9+Yyo9huLL\nS/LZKSMto+qYjx07Bi8vL9jZ2WHp0qUwMTFBuXLlsHDhQuEmsCTUfT7F16urf0nOmZLo1KkTEhMT\nkZSUhKSkJCQmJiIuLg4eHh6YOnWqyvcWP382btyIZcuWoVu3bpg6dSqMjIygpaWl8KKp+HulFi1a\nBCsrK4XHq4iWlhb69OmDDRs24OnTp7h79y4yMzM/aUhKaRkbG8v09ilK+p3XvHlz1KtXDz/99BN6\n9eol5I4pfiE+depUuSdyAOS+o0vai00RVedW0XVeXl4Ku8IX/+yUfZb/Ji0tLezevVvhsUkDo8q+\nB/8rWeTpy6WqZ1BaWprCmwppwvCqVavK9Xj6VBkZGQrrVL16dXz11VeoVKkSQkJCMGHCBPTr1w/j\nxo2Dubk5CgoKcPXqVURGRsLQ0BBBQUGffG2Wlpamsn1KMuPH6NGjERMTg5UrV6JTp07C92O3bt1Q\np04dbNiw4aPqZmFhge+++w4LFy7EsGHDMGrUKNStWxevX7/GqVOnsH37dnz99dfw8vKSe6+6Nlak\ndu3aWLVqFby9vTFgwACMHTsWjRs3RmZmJg4fPoyDBw9i0KBBCnsblMRvv/2G3r17Y9asWXB1dUVS\nUhKePXuGGTNmKH1P3759IZFIcOfOnX9lprXXr18rbLeKFSsqPRd0dXUhkUjg6uqKQYMGYezYsWjV\nqhVycnJw/vx5bNmyBbVr1xYeHMTFxUEkEikdUvXVV1/Bzs4OBw4cwMyZMz/5N65+/fpYuXIlZsyY\ngUGDBmH06NFo0KABsrOzce7cOWzZsgXW1tYKezcrMnv2bDg5OeHs2bMyw6v8/PyE+7TRo0ejSZMm\neP/+PR48eIDNmzcjMzNTmKK5rJT91QJ90czMzFBYWIhHjx6hQYMGcuuls2fUr19fZrmRkRFGjBiB\nESNG4O+//8awYcOE4IaJiQlSUlLQsGHDUiXyMzQ0hJ6eHv7++2+5denp6dDV1S3Vk0rpjV16erpM\nDwDpE7ziQZanT5/K5EmQ9g6oVq0aDA0Noauri/z8/FKNC/0YjRo1QqNGjTB58mSkpKRg9OjR2LZt\nG7y9vWFiYqK0fYD/HZNIJJLpEQH8ryuqOtKnBsWHAEkjyPr6+jAxMUF2dnap2yIlJQUZGRn44Ycf\nZIYynT59WmH54oED6fRXxZ8gqfrs1JG22ZMnT1CvXj1heU5ODnJyclC5cmXs378fOjo6WLt2rUyX\nzaIzPJSE9JxU9hmWZoxsUarOmZKqUKECevbsiZ49eyI3Nxfu7u6IiIjAxIkTlQYVFNm/fz9MTU0R\nHBwsBKHev3+Ply9fyj1JKU56/Lq6uqU+t/r164d169bh+PHjuHXrFho0aKC0K/U/zcTEBKmpqWjU\nqJHagEOPHj2wZcsW5OXl4dixY+jUqZPwdEV6fohEos/+PZObm4tXr17JJC4r+v8lDaSUK1fus9fl\nn1CzZk28f/8eRkZGKnthGBoaKsyAX3zIFNE/qaCgQGFCRSlTU1OFN1mtW7eGiYmJzM36P2Xr1q0K\nx+yPGjUKCxYsAPDhafihQ4ewfv16bN++HUFBQdDS0kL9+vUxbtw4uLi4lCpppTLBwcEqE4Bv375d\n7TbKly+PqVOnws/PDzExMcKMJwUFBSWaqU+VIUOGwNzcHBs2bEBQUBCePXsGfX19NGvWDP7+/ujV\nq5fCAE9J2liRLl26YP/+/Vi7di3Wrl2Lp0+fokqVKmjUqBEkEkmppwMuqrCwEAUFBUJANy4uDhUq\nVJDJY1Zc//79ERISgj179ijMrfRPS01NVfj/0qJFC5VTtDZs2BAHDhzA+vXrcfDgQUREREBPTw91\n6tTB7Nmz0aBBA1StWhV5eXk4cOCAkF9MmQEDBsDX1xenT59Wme+mpBwdHdG4cWOsX78eYWFhyMjI\nQIUKFSAWi+Hn54cBAwYofNCsSO3atTFu3Di5IdPt2rXDjh07sHnzZmzcuBEZGRnIz8+HiYkJHBwc\nIJFI5Hpe/tsY3KDPytHREatXr0ZoaCh+/PFHmXUvX75EbGwszM3NhUjpoUOHcOfOHSGbPvDhglw6\ngwbwYdz2rl27kJCQIPNjnZycjFOnTsHT01Phj6G2tjZat26NM2fOyCQEys3Nxblz52BjY1OqyKmD\ngwNWr16NxMREmcQ5J06cAPChK3tRJ0+elHlafP78eZQrVw6NGzeGtrY27OzskJiYKDNeHvgwO0aD\nBg3Qq1evEtdNkZCQEJiZmQk5A4AP49grVaokDIOQ5pIontjp5MmTqFOnjhDEMTAwkBvLKD1udayt\nrbF9+3acPn1aGJOfn58PR0dH2NvbY9WqVcJnnJaWJhNUkI7bVJaoSBpwKXrzkZOTIyRBK/709OTJ\nkzL5I86fPw8Act3/VX126lhaWkIkEuGnn36SGYYxa9YsXL58GadOnUJeXh4qV64sc94mJyfjt99+\nk+kdIb24UfYU2MTEBPXq1UNiYiKmTJkiLH/x4gUuX74MJycntfUtqiTnjDrXrl1DbGwsFixYIByf\nrq4u2rdvjzNnzuDNmzelCm7k5eUJvTWkdu/ejbdv36q9wGzZsiUMDAxw4MABDBo0SFiem5uL77//\nHkOHDpXJBVNU48aN0bx5cyQkJODOnTtKe1h9Dm3atMGePXtw9OhRmc/w3LlzOHv2LDw9PYU27Nmz\nJ8LDw5GQkIAbN27InN9mZmaoU6cO4uPjMWnSJOEip7CwEEuWLEHXrl0VJnv7WCdPnpTp3XL+/HmY\nmJigatWqqFKlCmrVqoVDhw7Bzc1NJlC1ZMkSdOvWTS7HyOciEonk/qeKL3NwcEB4eDgOHDgg80Tz\n5s2b2L17N6ZMmQJDQ0M0b94ce/fuxbNnz4TeHOnp6fj111//lSFMVDIHVil+mqqJli9fLpNAWhFp\n927pAyUpLS0thdNwxsTElHofUmZmZnL7UcXIyAi+vr4qp3JVxt7eXuW+1K0vKjU1Ve1xDh06VEiS\nLJWYmPjR+yyqWbNmctfJypS0jVXVpV69eh81re3AgQMxcOBApesbNmwos8+iyfCVMTMzw61bwTUw\nmQAAIABJREFUt4TXRXOwqSN9EFpSJdm2np6e0narUqUKZsyYobAnivT/TEdHR8jTpMqAAQPkhqSo\n2z/wIV+csvUNGjQo8eeqr6+vcj/e3t4KH2I1bdpU7Ux3ZYnBDfqs6tati+nTp2PFihXIzs5Gv379\nULVqVdy9exfr1q3D27dvER4eLpTX1tZGeHg4Xr16he7du0NPTw+XL1/GmTNnhO7rjo6OiIyMxKJF\ni5CdnY3GjRvjzp07CAoKgrm5ucoo/5QpU+Di4gJPT0+MHDkShYWF2Lp1K548eSKTsb8krK2t0blz\nZ6xatQoikUioR0BAANq3bw9bW1uZ8idOnICenh5sbW1x+fJl7Nu3D/379xdyF3h4eMDFxQWurq6Y\nOnUqdHV1ER8fj+3bt5f4B0+VzMxMrF+/Hs+fP4eFhQUKCgpw6NAhZGdnCzdMbm5uOHjwICZPngw3\nNzeUL18ehw4dwpUrV2Tq0LFjR0RERCAwMBDt27fHL7/8gkuXLpWoHk5OTli/fj3mzZsHPz8/VKtW\nDbGxscjMzBSehLi5ueHQoUMYP348Zs2ahSpVquDMmTNYu3atyt4CFhYW0NHRQVhYGPT09IRpLqWz\n4Rw5ckSmq2ZmZibmzJmDvn37IjMzEytWrEC9evXQvn17me2q++xUMTMzw6BBg7Bp0yYYGRnBysoK\n586dw9GjR+Hn5wfgQ1bwEydOICgoCB06dMC1a9ewe/duODk5ISEhAYmJibC1tRVyZERHR8PGxkbh\nkxDpj9HcuXPRp08fvHnzBuvXr4eWlpYw40tJleScUcfIyAgJCQn466+/4OLigurVq+Px48fYuHEj\n2rdvX+pM+7a2tti6dStiYmLQrFkznDt3DikpKbC3t8fNmzeRnJwMGxsbhe/V09PD5MmT4e/vDx8f\nHwwePBhZWVmIjIzEjRs31HbD7devH5YtWwYAckNSkpOTMX78ePz444+fHIgsrlevXoiKisL8+fOR\nlZWFRo0a4datWwgODoalpaVMcKhp06aoX78+goKCoK+vLzN7DPDh/Jg+fTqmTJmCMWPGID8/H9u2\nbcPJkyeFcbiqdOzYES1atJB7mlOcnp6ekNy0cePGOHLkCK5evSpcEIpEInh7e2PWrFlCXfLy8hAb\nG4vTp0//q0N+jIyMcOHCBRw4cABmZmawtraGkZERzp07h4SEBNSvXx/29vZo164dAgMDIRKJYGlp\niUePHiE4OBjVqlUTeqgMGTIEcXFx8PT0xMSJE5GTkwOJRIIGDRoIifgA4MyZM5g4cSKCgoLkkpQS\nERHRx2Fwgz678ePHo1GjRoiOjsa8efOQnZ2NGjVqoFOnTpg0aZLMkA5HR0f8+OOP2LRpE/bt24fC\nwkKYmZlh1qxZGD16NIAPEdHIyEgEBAQgJCQEL168gJGREYYMGaI0WZGUjY0NNmzYgNWrV2Pq1KkQ\niURCV8CSJDcsLigoCIGBgQgPD8ezZ8+EeigaG7l48WJEREQI05wOGDBAZuybtbU1Nm7ciODgYHh5\neSE/Px9isRgSieQfufj19fVF5cqVha6f5cuXR+PGjREeHi4EYmrXro0tW7bgxx9/xMyZM1FQUIDG\njRtj9erV6NGjh7CtiRMnIj09Hdu3b8fmzZvRrl07Iaijjq6uLjZt2oQVK1bgu+++w5s3b9C8eXNs\n3LhR6OZfu3ZtbN26FQEBAfD19cW7d+9Qr149LFq0CMOGDVO6bRMTE6xcuRJBQUGYOHEi6tatC3d3\ndzg6OuLGjRvYvXs3KlWqJORuGTduHO7du4cZM2YgKysLVlZW+P777+W656r77NRZtGgRatSogS1b\ntiAoKAgmJiZYvHixMHTGxcUFv//+O7Zt24bNmzfD1tYWYWFhyMzMxKVLlzBr1ixs2rQJDg4O6NSp\nE7Zt24bDhw8rTGomvUFdu3YtDhw4AF1dXdjY2CA2NlZu+Jc6JTln1DE1NUV0dDQkEgnmzp2Lt2/f\nokaNGnB0dISHh0ep6gN8yNHw4sULYVhKhw4dEBISgqtXr2L27NmYNm0a9u/fr/T948aNg4GBAaKj\no+Hq6gpdXV3Y2dlhy5Ytatund+/eWLFiBVq0aCGX0FbaFfdz0NXVRVRUFIKCgiCRSITvvGHDhmHS\npEly5Xv06IGwsDD06dNHblYhJycnYQjUt99+Cy0tLVhYWCAqKqpEib4KCgqU5pUoqly5csL/+NWr\nV1GxYkVMnDhRJoDUt29f6OrqYt26dZg4cSK0tLRgZWWFjRs3KsyJ8rmMHz8e169fx5w5czBmzBhY\nW1tjypQp8PPzg4+PD3x8fNC0aVOEhIRAIpEgOjoaT548QdWqVdGjRw9MmTJF6AVjbW0Nf39/rFmz\nBlOmTEGtWrUwefJkXL16VSa4Ic1FxVwcRERE/xxRYUmuUojoo0kkEoSEhODkyZMlTsBIn5c0b8SK\nFSuUJnsC+NmRrFevXqFDhw7w9fVV2A127ty56N69u1xviS/J+fPnsWPHDgQEBCgtM23aNCQlJeGX\nX375F2v25UpNTcWiT5jd40sagqFMqWdL+X+G7aMe20g1to96bCPVPma2lI9pTw4AJSIiKoHo6Gjo\n6OgoHDJRWFiIn3/+WSOSY36Kixcvonnz5mVdDSIiIiI5HJZCRESkwuXLl3Hx4kWEhYXBx8dHbm53\n4MNsOGPGjPnoGWk0RbVq1WSGqBERERH9VzC4QUREpIKzszP09PTg7u4OFxcXhWVq1KhRqoztmkrZ\nTEVEREREZY3BDaLPbOrUqcJML/TfUNKp2vjZEQBcv369rKugUQIDA8u6CkRERPT/EIMbRERERP9h\n/x+SghIREX0qJhQlIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiIiIhIozG4QUREREREREQajcEN\nIiIiIiIiItJoDG4QERERERERkUZjcIOIiIiIiIiINBqDG0RERERERESk0RjcICIiIiIiIiKNxuAG\nEREREREREWk0BjeIiIiIiIiISKMxuEFEREREREREGo3BDSIiIiIiIiLSaAxuEBEREREREZFGY3CD\niIiIiIiIiDQagxtEREREREREpNEY3CAiIiIiIiIijcbgBhERERERERFpNAY3iIiIiIiIiEijMbhB\nRERERERERBqNwQ0iIiIiIiIi0mgMbhARERERERGRRmNwg4iIiIiIiIg0GoMbRERERERERKTRtMu6\nAkRERESkXJ8Z+8pkvwdW9SuT/RIREX0M9twgIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiIiIhI\nozG4QUREREREREQajcENIiIiIiIiItJoDG4QERERACAuLg5isRiXLl0CAKSlpUEsFiMlJaWMa0ZE\nRESkGoMbREREpPH+/vtviMXisq4GERERlREGN4iIiEjjXb58uayrQERERGWIwQ0iIiIqEV9fX3Ts\n2BF3797FiBEjYGlpie7du+PEiRPIysrCrFmz0Lp1a7Rv3x4BAQEoLCxUuq2UlBSIxWKcOXMGEokE\nnTp1grW1NYYPH44bN27IlH306BE8PT1hb28Pc3NzODo6Yu3atXj//r1QLy8vLwCAWCyGi4uL0v3e\nvXsX7u7uaNu2LSwsLODo6IiwsDBhW9J67du3T+Z9oaGhEIvFSEtLAwBIJBKIxWJcvnwZPXv2xODB\ng4WyFy9exOjRo2FlZQVra2s4Ozvj4sWLpWhpIiIiKi3tsq4AERER/TeZmZnh9u3bMsvy8vLg5+eH\nkSNHwtDQEMuWLYOPjw9atWoFc3NzhISEID4+HhERETA3N0f37t1V7iMsLAxmZmZYtmwZnj17hiVL\nlmDSpElISkpCuXLl8Pz5c4wcORIGBgbw8/ODsbExzp8/j4CAALx69QozZ86Eh4cHdHR0sGPHDuza\ntQv6+voK95WTk4Px48ejVq1aWLp0KSpVqoSff/4ZEokEAODu7l7qNlq1ahU8PT1Rt25dAB96kLi6\nuqJ169YIDg5GYWEhoqOj4erqitjYWFhYWJR6H0RERKQegxtERERUYs+fP8fChQvRo0cPAEB6ejrm\nzZsHY2NjTJkyBQBgaWmJ3bt3IzU1VW1wo7CwEP7+/sLre/fuITw8HA8fPkTDhg0RGxuLp0+fIioq\nCk2aNAEA2Nvb4/fff0dMTAzc3d1hZmaGGjVqAABatmypdF/37t1Deno6Fi5ciM6dOwMAbG1tYWZm\nBm3tj7sk6tixI3r27Cm8Dg4OhqmpKcLCwlC+fHkAQJs2beDo6Ijw8HCEhoZ+1H6IiIhINQ5LISIi\nolJxcHAQ/jY1NQUAtG3bVlhWvnx5GBoa4tWrV2q31aVLF5nXtWrVAgC8fPkSwIdhInXq1BECG1Kd\nO3fGu3fv5IawqFKtWjVoaWlh06ZNuHfvnrC8V69eaoMwytjb2wt/5+Xl4cKFC+jYsaMQ2AAAPT09\ntG3bFleuXPmofRAREZF67LlBREREJVauXDlUqVJFeC3t8WBoaChTTkdHR2XODSkjIyOZ19LtSXNg\nZGRkoGbNmnLvMzY2FtaXlKmpKX744QcsWbIETk5OqFWrFjp37owhQ4agWbNmJd5OUUWPOzMzE3l5\nedi8eTM2b94sV1YkEiEvLw86Ojofta9/W2pqallXocQ0qa5lge2jHttINbaPemwj1f6N9mFwg4iI\niMqMSCT6qPXSwIm69xc3aNAgdOvWDYmJiThx4gT27NmD2NhYLFmyBIMGDVL6PmWBGkWBisGDB8PZ\n2VlheS0tzek026pVq7KuQomkpqZqTF3LAttHPbaRamwf9dhGqpW2fT42EMLgBhEREf1nmZiYCDOU\nFJWeng4ACnt1qFO5cmX0798f/fv3x6tXrzB69GgEBwdj0KBBQvAhPz9f5j1PnjxRu11DQ0Po6uoi\nPz//o3uCEBER0cfRnMcHRERE9P+Og4MDHj9+jDt37sgsT0pKgr6+Plq0aAHgfz04CgoKlG7r7Nmz\nWLRokUwvjMqVK8PW1lbI8WFgYAAA+PPPP4Uy+fn5OHPmjNq6amtrw87ODomJicjKypJZJ51FhoiI\niD4PBjeIiIjoP2vEiBGoWbMmvL29kZCQgOTkZKxcuRKHDx/Gt99+iwoVKgD4X+6OiIgIHD9+XOG2\nDAwMsGPHDkybNg2nTp3CL7/8gp07d2Lv3r3o27cvAKBhw4b46quvsG3bNiQkJODs2bPw9PSUyw2i\njIeHB7Kzs+Hq6opTp07h/PnzWLBgASQSiUzgJSQkBM2bNxd6oBAREdGn4bAUIiIi+s+qXLkytmzZ\ngpUrV2LBggXIzs5GvXr1sGDBAowcOVIo17NnT+zZswehoaFo0qQJvvnmG7ltWVhYICIiAhEREZg+\nfTpyc3NhamqKsWPHYuLEiQA+5NAIDAzEDz/8gDlz5qBq1aoYO3Ys9PX18csvv6itr7W1NTZu3Ijg\n4GB4eXkhPz8fYrEYEolEZkaWwsJCFBQUlCjpKhEREaknKuSvKhEREdF/UmpqKhbFyucc+TccWNWv\nTPZbWkzkpxrbRz22kWpsH/XYRqp9TELRj2lPDkshIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiI\niIhIozG4QUREREREREQajcENIiIiIiIiItJonAqWiIiI6D9MU2YtISIiKkvsuUFEREREREREGo3B\nDSIiIiIiIiLSaAxuEBEREREREZFGY3CDiIiIiIiIiDQagxtEREREREREpNEY3CAiIiIiIiIijcbg\nBhERERERERFpNAY3iIiIiIiIiEijMbhBRERERERERBqNwQ0iIiIiIiIi0mgMbhARERERERGRRmNw\ng4iIiIiIiIg0GoMbRERERERERKTRGNwgIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiIiIhIozG4\nQUREREREREQajcENIiIiIiIiItJoDG4QERERERERkUZjcIOIiIiIiIiINBqDG0RERERERESk0Rjc\nICIiIiIiIiKNxuAGEREREREREWk0BjeIiIiIiIiISKNpl3UFiIiIiEi5PjP2ldm+D6zqV2b7JiIi\nKg323CAiIiIiIiIijcbgBhERERERERFpNAY3iIiIiIiIiEijMbhBRERERERERBqNwQ0iIiIiIiIi\n0mgMbhAREX1BfH19IRaLERAQoHB9SkoKxGIx0tLS/uWafT6+vr7o0qWL8LpLly4YO3bsP74fiUQC\nsViMv//+W2U5FxcXuLi4/OP7JyIiIuUY3CAiIvoCRUVF4ffff//HtpeXlwdLS0uNCIqEhYVh4cKF\nZV0NIiIi+hcxuEFERPSFsbCwgJGREZYuXfqPbfPWrVt49+7dP7a9z0ksFqN+/fplXQ0iIiL6FzG4\nQURE9IUpX748Zs+ejRMnTuD06dNqyz99+hRz5sxBu3btYG5uji5dumDFihXIyckB8GE4xuDBgwEA\nXbt2lRkCokhsbCycnJxgbm6Otm3bYtKkSbh//76wPi0tDWKxGNHR0QgPD0eHDh3QsmVLDBw4EBcv\nXhTKxcXFQSwW4+eff4aPjw9sbW1hZWWFSZMmqRwaomhYytatW+Hk5AQLCwt0794d4eHhyM/Pl2kD\nPz8/tG3bFubm5ujWrRsCAwOFNijq2bNn8PDwgI2NDWxsbDBjxgy8fPlSZZvs3LkTffr0gbm5Oezt\n7TF9+nT88ccfKt9DREREJcfgBhER0ReoZ8+esLOzw9KlS5GXl6e0XE5ODsaMGYPTp0/D29sbkZGR\ncHFxQUxMDHx9fQEAQ4cOhYeHB4APQz7CwsKUbi82Nhbfffcdunbtik2bNsHPzw+3b9+Gm5sb3r59\nK1N2586duHLlCpYuXYrg4GBkZmbi22+/RUZGhky5hQsXwtjYGKGhoZg7dy7Onj2LKVOmlLgt1q5d\ni++++w6Ojo5Yt24dRowYAYlEgsDAQKGMu7s7Tpw4gfnz52Pjxo3o168fwsPDERQUJLc9Pz8/NG/e\nHGvWrMGUKVNw+PBh+Pn5Kd1/ZGQk5s+fD3t7e2zYsAF+fn64fv06nJ2dkZWVVeLjICIiIuW0y7oC\nRERE9HnMmzcPAwcORExMDMaNG6ewTHx8PO7du4eIiAh07twZAGBnZ4fMzEyEh4dj2rRpqFOnDmrV\nqgUAaNKkCczMzJTu8+XLl+jfvz+mT58uLMvKysL8+fNx5coVODg4CMtfvHiB3bt3Q1dXFwBQoUIF\njBkzBgcPHpSpb926dTFz5kyhbn///TfWrFmD69evw9zcXGUb5ObmIiIiAsOGDYOnpycAwN7eHg8e\nPMCRI0fg7e2NN2/eoGbNmhg1ahR69eoFALC1tcW5c+eQkJAAHx8fmW3a29tj8uTJAAAHBwc8evQI\nO3fuxPPnz1GtWjWZstnZ2QgNDUXv3r0xf/58YblYLEbv3r2xa9euz5L8lIiI6P8bBjeIiIi+UE2b\nNsWwYcOwZs0a9O3bF0ZGRnJlLly4AF1dXXTo0EFmeadOnRAeHo7U1FTUqVOnxPt0d3eXW1a3bl0A\nkBtK0r59eyGwAXwIKOjo6MgMYQEgNwzGwcEBa9aswf3799UGN65fv46srCyZoAoAfP/998LfVatW\nRUhIiMJ6p6amyi3v2rWrzOvWrVtj+/btuH37ttx+rl+/jtevX6N79+4yyxs3bozatWvjypUrKutf\n1hQd/3+RptSzrLB91GMbqcb2UY9tpNq/0T4MbhAREX3BvLy8EB8fj1WrVmHZsmVy6zMyMmBkZIRy\n5crJLDc2NhbWl8bTp08RHh6OxMREZGRkyAyJKSwslClramoq81pbWxtVqlTB8+fPVZaT9o548eKF\n2vpI61+8R0VxycnJiIyMxLVr15CZmSlX16Jq1qwp87p69epK6yPdv7TXSHE1atRQWa+y1qpVq7Ku\nglqpqakaUc+ywvZRj22kGttHPbaRaqVtn48NhDC4QURE9AWrWrUqPD09sXjxYowYMaLU7xeJRCUu\nW1hYiAkTJuD+/fuYOnUqbGxsoK+vj5s3b2LOnDly5bW05FN/FRYWyi1XVK6kdZOWUZV35Nq1axg/\nfjwaNWqEBQsWwMzMDDo6OlizZg2OHTumdr/SQIiq+ixatAhWVlZyy/X09NQeAxEREanH4AYREdEX\nbvjw4di2bRt++OEHmVwYAGBiYoILFy4gPz8f2tr/uyxIT08HULqeBXfu3MHNmzcxadIkTJw4UVj+\n4MEDheWfPHki8zo/Px+vXr2S62Xx9OlTmdfPnj0DoL43BvC/XhbF95Wbm4t3796hUqVKOHToEAoK\nCiCRSIQhNACUTn379OlTmbwj0vpJe3Ao2r+uri6aNWumtr5ERET0cThbChER0ReuXLlymDdvHq5c\nuYJ9+/bJrHNwcEBubi7OnDkjs/zEiRMQiUSws7MD8L9eCe/fv1e6H+nUqkUDIu/fv8fWrVsBAAUF\nBTLlz549KzMd66VLl5CXlwexWCxT7uTJkzKvz58/DwBy5RQRi8WoWLEifvrpJ5nlgYGBaNeuHbKz\nsxXW+/79+8J+itf7xIkTMq9TUlKgra2tMHjRsmVLGBgY4MCBAzLLc3NzMX/+fFy9elXtMRAREZF6\nDG4QERH9P9CmTRs4Ojpiz549MssdHR3RrFkz+Pn5Ye/evbhw4QIiIiKwadMmDB06FF999RUACMlI\no6OjER8fL3fDDwANGjSAoaEhYmJicOrUKZw6dQoTJkyAjY0NgA9Birt37wrly5cvjylTpuDUqVNI\nSkrC/PnzUbVqVfTu3Vtmu7/++iv8/f2RkpKCnTt3Yv369bCzs0OTJk3UHneFChXg5uaGo0ePYsWK\nFbh06RI2bdqEmJgYODs7Q19fXxgHvHTpUly6dAm7du3C5MmTMXjwYABAXFyc0FsEAJKSkhAWFoaU\nlBSsX78ee/fuRe/evWFgYCC3fz09PUyePBnJycnw8fHBxYsXceLECYwfPx7x8fEK30NERESlx2Ep\nRERE/0/Mnj0bSUlJyMnJEZbp6OggMjISK1euhL+/P16/fg1TU1NMnjwZ3377rVDOwcEBnTp1wrZt\n23D48GF88803cklIK1SogNWrV2PJkiXw8PBAzZo1MWbMGDg7OyMjIwOHDh2Crq6uMDTGyckJ2tra\nWLBgAZ49e4YmTZogICAAVatWldnurFmzcPjwYUydOhW5ublo3769zGwn6kyePBkVK1bE1q1bER0d\njWrVqsHT01OYbrZHjx6YNGkSdu/ejYMHD8Lc3ByBgYGoUqUKkpOTsWTJEpkhMAEBAVi1ahXWrVsH\nkUiEPn36YMGCBUr3P27cOBgYGCA6Ohqurq7Q1dWFnZ0dtmzZgvr165f4OIiIiEg5UaGqdOBERERE\n/7C0tDR07doVXl5emDx5stJycXFxmDNnDrZs2QJbW9t/sYb/HampqVgUm1Zm+z+wql+Z7bukOEuB\namwf9dhGqrF91GMbqfYxs6V8THtyWAoRERERERERaTQGN4iIiIiIiIhIozG4QUREREREREQajQlF\niYiI6F9lZmaG27dvqy03cOBADBw48F+oEREREWk69twgIiIiIiIiIo3GnhtERERE/2GaMGMJERFR\nWWPPDSIiIiIiIiLSaAxuEBEREREREZFGY3CDiIiIiIiIiDQagxtEREREREREpNEY3CAiIiIiIiIi\njcbgBhERERERERFpNAY3iIiIiIiIiEijMbhBRERERERERBqNwQ0iIiIiIiIi0mgMbhARERERERGR\nRmNwg4iIiIiIiIg0GoMbRERERERERKTRGNwgIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiIiIhI\nozG4QUREREREREQajcENIiIiIiIiItJoDG4QERERERERkUZjcIOIiIiIiIiINBqDG0RERERERESk\n0RjcICIiIiIiIiKNxuAGEREREREREWk0BjeIiIiIiIiISKMxuEFEREREREREGk27rCtARERERMr1\nmbGvrKvw3xebVtY1+GQHVvUr6yoQEWk09twgIiIiIiIiIo3G4AYRERERERERaTQGN4iIiIiIiIhI\nozG4QUREREREREQajcENIiIiIiIiItJoDG4QaThfX1+IxWJ4eXkpLXP16lWIxWKIxeJ/sWafV5cu\nXeDr61vW1fho+/btg1gsRkpKSllXRSVfX1+4uLiU6j0pKSkQi8U4fPjwZ6qVZkhLS4NYLEZcXFxZ\nV+Uf5eLiInNOiMVizJs3rwxr9PnExcVBLBbj2rVrKsu5uLigW7du/1KtiIiISBFOBUv0BdDR0cGJ\nEyfw+vVrGBgYyK3fv38/dHR0kJeXVwa1oy9JaGgofv/9dyxfvrysq0L/Ebt27UK1atXKuhr/iLFj\nx6Jv374YOHBgqd733XffIT8//zPVioiIiEqCPTeIvgAtWrSAlpaWwiflBQUFSEhIgLW1dRnUjL40\nV65cKesq0H9My5YtUatWrbKuxid7//692h4ayjRo0ABNmjT5h2tEREREpcHgBtEXQFdXF23atMH+\n/fvl1p07dw7Pnz9Hp06dhGUHDx6EWCzGyZMn5crPmDEDrVu3Rm5urtL9HT9+HEOGDIGFhQVatWqF\niRMn4vbt28J6aXf8nTt3IiQkBO3atYO1tTWmTZuGd+/e4fjx43BycoKVlRWGDh0q815fX1/Y29vj\nt99+g4uLCywtLWFvb48ffvhBZZ3y8/MhkUjQrVs3mJubo02bNpg+fTr+/PNPAMAvv/wCsViMLVu2\nyL03MDAQzZo1Q0ZGBgDg9u3bmDRpElq1agVLS0sMHjwYR48elXlPly5dMHPmTISHh8PW1habN29W\nWrfffvsNo0ePhoWFBdq1a4cVK1agoKBArtyjR4/g6ekJe3t7mJubw9HREWvXrsX79+9lyl28eBGj\nR4+GlZUVrK2t4ezsjIsXL8qUuXv3Ltzd3dG2bVtYWFjA0dERYWFhwrakQ0fOnDkDiUSCTp06wdra\nGsOHD8eNGzcUHodYLEZSUhL27NlT4uEWYWFh6NChA1q2bInhw4fj7t27MuuTk5Ph7OzN6hERAAAg\nAElEQVQMKysr2NjYYOjQoTLn5fDhw9G9e3e57aanp6Np06YICgoC8OHGdO3atXB0dIS5uTnatWuH\nBQsW4MWLF2rreP36dUycOBGtWrWClZUV+vXrh71796p9HwAkJCRg4MCBsLS0RJcuXeDv74+3b98q\nLZ+ZmYkFCxagffv2MDc3R/fu3RERESF3PqhrF6Dk56D0sz569CiWLl2KNm3awMLCAs7Ozrhz545M\n2ZKeg0UVH5aSn5+PsLAwdOvWDZaWlnBycsK2bdsAlO7/UJGzZ89i5MiRsLKygqWlJYYMGYLjx4/L\n1ScwMBAJCQno3bs3LC0t0aNHDxw8eFDpdlNSUtCsWTNkZWVhzpw5EIvFSEtLkzmmom03fvx4pKen\nC+uLD0v5888/MXPmTOHc79KlC5YvX46cnByldSAiIqJPw+AG0ReiR48euHjxIv766y+Z5fv374et\nra1Mt/FvvvkG+vr6csGQ3NxcJCUloXv37tDV1VW4n8OHD2PKlCkwMzNDREQE/P398ezZMzg7O+OP\nP/6QKbt792788ccf+PHHHzF+/HjEx8dj7ty5iIiIwMyZM7FixQrhJqCorKwszJ49G7169cKGDRsw\nYMAAxMTEIDAwUOnxL1iwAOHh4Rg4cCA2bNiAOXPm4JdffsHo0aORnZ0Na2tr1K1bFwcOHJB775Ej\nR2Bvb48aNWrg8ePHGDlyJDIyMuDv74/Q0FDUq1cPnp6ecjdRv/32G5KTkxEeHo6uXbsqrFdubi4m\nTpyIBw8e4Pvvv4e/vz9evnyJdevWyZR7/vw5Ro4ciTt37sDPzw8bNmxAr169EBAQgICAAKHc5cuX\n4erqinLlyiE4OBhBQUHQ09ODq6srrl69CgDIycnB+PHjkZmZiaVLlyIyMhKDBg1CaGgoIiIiZPYb\nFhaGtLQ0LFu2DN9//z0ePnyISZMmCTfby5cvR0xMDIAPww+MjY3x9ddfY9euXfj666+Vfh4AsGXL\nFjx69AgrVqzAggULcPv2bSxYsEBYf/PmTbi5uaFSpUoIDw+HRCKBnp4eJk+ejJs3bwIAevbsiUeP\nHskFRY4dO4bCwkI4OTkBAJYsWYLVq1ejd+/eiIqKgre3N3766SeMHz9eYSBJKj09Ha6urnj16hWC\ngoIQHh6OevXqwcfHB0lJSSqPLz4+Ht7e3rCyskJ4eDjc3d2xfft2zJ07V2H5vLw8jBs3DsePH4en\npyciIyPRt29fSCQS+Pv7l6pdpEpyDkpJJBK8efMGgYGBWL58Oe7cuQM3Nzfhhruk56A6ixcvRmho\nKEaNGoV169bhm2++wcKFCxEbG1vi/0NFzp8/Dzc3NxgYGCAwMBAhISEwNTWFh4eHXODnwoULiIqK\nwrRp0xASEoKKFSti5syZuHfvnsJtt2jRAmFhYQAADw8P7Nq1S6YegYGBKFeuHIKCguDt7Y3k5GSs\nXLlSaRt4eHjg5s2b8PPzw6ZNmzBhwgTs3r0bixcvVtt+RERE9HGYc4PoC9GtWzcsWrQIBw4cwMSJ\nEwEA2dnZOH78OHx8fGTKli9fHo6OjkhISMCbN2+gr68P4EMvj6ysLPTp00fpfgIDA2FjY4OAgACI\nRCIAgLW1Nb755hts3LhR5gnumzdvsGzZMgCAg4MDdu3ahSNHjuD48eMwNTUF8OFGLjQ0VCZfSH5+\nPvr27YsRI0YAAGxtbXH9+nXs3LkTM2fORLly5WTq9PjxY8TFxcHV1RXu7u7CciMjI4wbNw4HDx7E\nkCFDhBvJx48fo3bt2gA+9HB48OAB3NzcAABr166FSCTCunXrUL16dQBA27Zt8fDhQ0gkEnzzzTfC\n9m/evIlTp07B2NhYaXudOnUKjx8/RmBgIHr16gUAaN++PYYPHy5TLjY2Fk+fPkVUVJTQvd3e3h6/\n//47YmJi4O7uDn19fQQHB8PU1BRhYWEoX748AKBNmzZwdHREeHg4QkNDce/ePaSnp2PhwoXo3Lmz\n0IZmZmbQ1pb92i8sLJS5sb537x7Cw8Px8OFDNGzYUKZsy5Ytoauri6pVq6Jly5ZKj7notovm5vj5\n558RFxeHd+/eoXz58vjjjz/Qpk0bLF26VAi+1a5dG926dcPRo0fRrFkz9OjRA8uWLcPx48fRuHFj\nYVtHjhxBkyZN0LhxY/z111/YunUr3NzcMHXqVABA69atYWxsjG+//RYnTpyQ+dyKSktLg42NDaZP\nny4k3LW0tERiYiLi4+OF9lNEIpGgQ4cOMgGb58+fIyoqCk+fPpUrf/jwYdy4cQORkZH4P/buPK6m\n/H/g+CtUZLKGDMYyTIO0J1tlnaavJTM0vlKGLJO9sXwnkbFPzChTKVmyZQ0zIutIfjOiDINhGF9m\n+GIQKkZMLvr90eOeb/d2u90s32Tez8fD4+Gee+45n/M5n/PpnPf5LO3btwegdevW5OTksHr1agIC\nAqhRo4ZB+aJmSBlUMzY2Zs6cOcrnhw8fEhwcTEpKCh4eHgaXQX0yMjLYuHEj48ePZ9CgQcox/vLL\nLyQmJuLj42PQdajLokWLsLCwIDIyUgm+qst+bGysRuu08+fPs3//fqpVqwZAuXLl8Pf3Jz09naZN\nmxba9htvvKEcc7169QqV77p16yr1aJs2bThw4ACpqak605mdnc2ZM2eYMmWK0urIwcGBBg0a6G2V\nIoQQQojnI8ENIV4TlStXpnPnziQmJirBjf3796NSqfDw8ODAgQMa6/fq1YutW7eyb98+evfuDeQ/\nMNapU4fWrVvr3Mcff/zBpUuX6NevnxLYAKhZsyY2NjaFxmNwcXHR+Gxpackbb7yhBDYA5f/ag6F2\n7txZ47dt2rTh6NGj3Lp1C0tLS43vfvzxR/Ly8gq9uW7Tpg2mpqYcP35cI7ixbds2Ro8erRyzqamp\n8hCSmpqKk5OTEtgAMDIyolOnTkRERCgP5gCNGzcu9qFS3Ye/TZs2Gsvd3d356aeflM9paWm89dZb\nhfrtd+zYkR07dnDmzBns7e1JT0+nX79+ShoATE1NadeunfL2ukaNGpQrV45Vq1bRsGFD5WFOHVwp\nSDuf1WMn3L17V+9xGUJ72+pznZWVRd26denatWuhoEODBg0oV64cN27cAKBOnTo4ODjw3XffKYGr\nzMxMjh07xtixY4H8vHvy5Emh2Srat2+PiYkJJ06cKDK44ejoWKg1S6VKlahVq1ahVlAF3bx5k99+\n+42+fftqLP/kk0/45JNPADS6NUB+2apcubIS2FDr0qULcXFxnD59Gjc3N4PyRc2QMqim3dKmbdu2\nAFy8eBEwrAwWVTeopaWlkZeXp2xbrWBLJUOuQ20qlYqffvoJLy8vjVZlxsbGtG/fnm+++QaVSoWx\nsTGQf17VgQ34b7m+d++e3vQXRbssv/nmm/z44486161UqRJmZmYkJCRgZ2eHjY0NAK6urs+0b/H3\ncezYsTK57deF5JF+kj/FkzzS73+RPxLcEOI10rNnTwICAvjll19o0aIF27dvp127dlSvXr3Qui4u\nLlhaWpKYmEjv3r15/PgxycnJfPDBB5Qrp7vHmvqt47x58zTe9qtpBx20Z1AwNjYulBZ1SwLtPv0F\nAyCAEmzIzMwstB91uurUqaOxvHz58tSsWVP5/q233sLe3p7t27crD1X79u3D3d1dCaxkZGQoY4bo\nkpGRwVtvvaXz+HTJzMwEKHTc2k3vMzIyCqUfUB5cMzIyyM7ORqVSER8fr3N8BSMjI1QqFXXr1mX2\n7NnMmTOH7t27U69ePTp27Ii3t7fGW3/Ib91SUFHn41kUDBAV3La6m4hKpWLlypUkJiZy9epVjbEq\n8vLylP97enoyZ84cbty4gaWlJfv37+fJkydKlxT1+e3Tp4/OdBQcG0GXjRs3kpCQwO+//879+/eV\n5foGyVTvsySzhGRkZJCTk1Nk2VKn09B8Ken+9V1T6vQVVwaLY0i+GHIdasvKykKlUhWZPpVKRVZW\nlnJdvehyrassF7UtU1NTFi5cSFBQEN7e3tSqVQtXV1c+/PBDnJ2dn2n/4u/B0dHxpWz32LFjL23b\nrwvJI/0kf4oneaRfSfPnWQMhEtwQ4jXSoUMHqlWrxrZt27C0tOSHH35g7ty5OtctV64cPXv2ZPny\n5dy+fZt///vfZGdn6+2SojZy5Eidb1iLCoqUlJGRUaFtqR/qdO2jYCsSbdoPg15eXkyfPp2ff/6Z\nqlWrcu7cOUaNGqWxjpubG+PHj9e5vYJBCe0uHobsX037waioY1D/vuD3ffv2xdfXV+f66vzp06cP\n3bp1Izk5mQMHDvDNN9+wbt065syZoxEE0Jd3L9u8efNYs2YN3t7eBAcHU7VqVYyMjAoFKTw8PJg7\ndy779+9nwIAB7NmzBxsbG6VLg1p0dDRvvvlmof288cYbRaZh5cqVfPHFF3Tr1o0xY8ZgYWFBuXLl\nNLo36aLOt5JOr1yjRg3i4uJ0fqd+cDc0X8CwMqhW3DVVkjJYFEPzxZDrUNd2DU1faZZryG+ZlZyc\nTEpKCikpKSQnJ7N161ZGjx6tdJ0SQgghxIslwQ0hXiPGxsZ4enqyb98+mjZtSoUKFfQOMujl5cXS\npUv57rvvOHfuHE2aNKFly5ZFrq9uMWFkZFSoBcCLlJeXx+3btzWa2xfVAgL++1B48+ZNjQfex48f\nc+fOHdq1a6csU7cC2Lt3L1WqVMHc3FxjXAVLS0sePnz4wo5Pnd7MzEyNt7/aXR4sLS0LdWNQHxPk\nH2P16tUxMTHh8ePHBqWvSpUq9O7dm969e3Pv3j0GDhxIREREkS0c/te2b9+Og4MDs2fPVpbdvn27\n0ACgtWvXxtHRkeTkZHr16sWRI0c0BqFVn//KlSuX+LwlJiZSt25dIiIilIf8p0+fcvfu3ULBk4LU\n+9RuzfD48WMePHiAmZlZod9YWlqSlpbG22+/XeSAvWB4vpSU9jggd+7cAf7bysKQMlgc9Tq3bt2i\nUaNGyvLc3Fxyc3OpUqUKUPx1qK169eqYmpoW6pajTp+JiYnOuqE0VapUCU9PTzw9PXn06BEjRowg\nNjaW4cOHY2pqWtrJE0IIIV47MluKEK+Znj17cu3aNdauXUvHjh31vrVu1qwZLVq0YNeuXezZs4ce\nPXro3balpSWNGzdm586dPH78WFmel5fHnDlzOHTo0As7Du3ZD44cOUKNGjV0zqTg4uJCuXLl2L9/\nv8byQ4cO8ejRI41xAqpVq0bHjh3Zu3cvO3fuLDQzTNu2bTl+/Hihh7z4+Hid01cWp0WLFkpaCtKe\niaNt27ZcuXKl0NScKSkpVK5cmZYtW1KhQgVat25NcnKyRvcJgKioKHbu3Knsa/r06RqtRqpUqYKT\nk9MLGUvjeR+y1VQqVaHzqe5uo70PT09P0tPT2bNnD0+ePMHT01P5rk2bNpQrV67QDByZmZlMmTKF\nS5cu6U2DurWG2pYtW3jw4IHe46xVqxb169cnOTlZI583bNiAs7OzziBB27ZtUalU7Nq1S2P54cOH\nmTdvHg8fPlTSZGi+lISuawpQuskYUgaLY2tri5GRUaFrcdKkSRr1S3HXobYKFSrg7OzMDz/8oDEl\n9KNHj0hNTcXBwaFErVh0Ubf2eN7y/fPPPzN58mTlfEL+dN0dOnRApVKRk5PzXNsXQgghhG7SckOI\n14yDgwP16tXj7Nmzept5q3l5eSkzmhjSJSUwMJDAwEBGjBiBv78/T548YdOmTezfv7/IwQBLqnz5\n8mzYsIHc3FysrKzYv38/R48eZfTo0Tqbm1taWvLPf/6TNWvWUL16dezt7bly5QoLFy7knXfeKTSQ\nZu/evZW8+de//qXx3bBhw0hKSmLIkCFMmjSJqlWr8sMPP7BkyRICAwNLfCwdO3akVq1ahIaGYmRk\nRI0aNUhISNAIDgH079+ftWvXEhgYyJgxY6hWrRo//PADu3fv5tNPP6VSpUpA/hSTfn5+DB48mDFj\nxmBiYsLOnTvZuHEjX331FQDm5uZs2rSJ7OxsPvzwQ8zNzblw4QLffvstvXr1KvExFFSrVi3S09PZ\nuXMnDRs2NOiBtyhOTk4cPHiQb7/9lnr16rF7924yMzNp2LAhJ06c4OjRo8oYBR4eHsyePZvo6Gic\nnJw0WhHUqVMHHx8f4uPjqVKlCl27duXWrVvExMSQmZlZaKph7TSsX7+eNWvW0Lx5c1JTU0lLS8PF\nxYWzZ89y+PBhHBwcdL5pHzt2LP/617+UsRUuXbpEREQEHh4eNGrUqFCAw8PDg7i4OKZPn87Dhw9p\n1qwZ58+fZ+HChVhbWyvnuCT5UhLZ2dlMnjyZXr16kZ2dzfz582nUqBEdOnQADC+D+tSvX58+ffqw\natUqLCwssLOzIzU1lb179xISEqKxrr7rUJdRo0bh5+fH2LFj8fHxIS8vj/Xr13Pr1i2907IaqkaN\nGpQvX56kpCSqVq2qDARaUhYWFuzatYvr16/j5+dHzZo1uXLlCitXrqRDhw5KS5ng4GC2b9+uDDos\nhBBCiOcjwQ0hXjNGRkb07NmTtWvXakyNWJQePXowf/58WrZsqQyUqc/7779PVFQUsbGxfPLJJ5Qr\nV45WrVoRFxf3QgfLmz9/PjNnzuTLL7/E1NQUf39/veMgTJ06lZo1a7Jx40YiIiKoWrUqHTt2ZMKE\nCYXeCLu5uVGtWjWMjY0LzejSoEED1q9fT1hYGEFBQfz11180atSI6dOn069fvxIfR6VKlVi2bBkz\nZswgODgYc3NzevXqRY8ePTSCT1WqVGHt2rV8+eWXTJs2jYcPH9KoUSOmTZuGj4+Psp69vT0rV64k\nIiKCcePG8fjxY6ysrIiMjFSCSzY2NsTGxhIbG8v48eN59OgRdevWZdCgQcpMOs9qxIgRBAcHExQU\nRGBg4HMFNz7//HOmTZvGjBkzMDMzw8PDgy+++ILExERCQ0MZP34833//PZD/wOjk5ER6errO6UKn\nTJlCnTp12LJlC2vWrMHMzAxXV1cCAwP1dlcYN24cWVlZSrcUV1dXoqKiOHXqFP/617/49NNPSUxM\n1NliyMvLS5k2eNCgQZibm9OnTx9lFhdtxsbGxMXFERYWRlRUFFlZWVhYWODt7a1RtkuSLyXh7+/P\nhQsXmDBhAvfv38fOzo6ZM2cqM4wYWgaLM336dGrXrs3atWtZuHAhlpaWzJo1C29vb4319F2Hujg4\nOLB8+XK+/vprxowZg5GREdbW1ixfvvyF1D2VKlVixIgRysw1S5Yseabt1K1bl9WrVxMZGUlwcDAP\nHjygdu3aeHh4KAOoQn73pxfVCkoIIYQQYJRX1Gh3Qoi/hXv37uHq6kpQUBD9+/cv7eQQFBREYmIi\nv/zyy0vbx5MnT+jcuTM9e/bU+1ZfiNdBWloaAwcOZP78+Xh5eZV2chRyHRrm2LFjTF9XuJuTeP1s\nX/Byrk+ZxaF4kkf6Sf4UT/JIv2eZLeVZ8lPG3BDib2716tUYGxsb1CXldZGYmMjt27efqSWGEOLF\nkOtQCCGEEC+SdEsR4m9K3Xc/JiaGzz77TO/Ao6+Ls2fPcurUKUJDQ/H19dU7G4YQ4uWQ61AIIYQQ\nL4MEN4T4m/L19cXU1JQRI0bg5+dX2sn5nwgMDOTmzZt88MEH0gxeiFIi16EQQgghXgYJbgjxN3X6\n9OnSToJOoaGhhIaGvpRt79mz56VsV4hXmYuLC7/++mtpJ0Mh16EQQgghXgYZc0MIIYQQQgghhBBl\nmrTcEEIIIYR4hb2sWTReFzJLgRBCCJCWG0IIIYQQQgghhCjjJLghhBBCCCGEEEKIMk2CG0IIIYQQ\nQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQggh\nhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjT\nJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLgh\nhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBC\nCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGEEEKIMk2CG0IIIYQQQgghhCjTJLghhBBCCCGE\nEEKIMq1CaSdACCGEEEIUreeEbaWdhFffuqulnYJXm+RP8SSP9CsD+bN9gVdpJ0GUMmm5IYQQQggh\nhBBCiDJNghtCCCGEEEIIIYQo0yS4IYQQQgghhBBCiDJNghtCCCGEEEIIIYQo0yS4IYQQQgghhBBC\niDKt2OBGUFAQLVq0KPL7tLQ0rKys2Lbt1RrJOzs7m0GDBmFtbc3w4cNLOzniFefn54efn5/y2crK\niilTpvzP9t2tW7f/yb4M9Sqmqazo3LkzgwYN0rvO1atXsbKyYuvWrc+9P+1zpVKpGDt2LK1ataJH\njx569x8dHV2ifUVGRmJlZcWNGzeeK826WFlZMXPmzBe+XfHq+zvUN+p7pbS0tNJOihBCCPHaem2n\ngk1KSuLw4cPMmjULe3v70k6OKGM2b95MjRo1Xvh2VSoVTk5OJCUlUb9+fQBmzJjB48ePX/i+nser\nmKb/tW7dujF79mxcXFxKOyl6aZ+rQ4cOsWfPHsaMGUOnTp10/qZ27dps3ryZOnXqKMumTJmCpaUl\nY8aMKXJfH330ER07dqRmzZrPleZt27axefNm1qxZ81zbKWtu3LiBu7s7v/76a2kn5ZXyrPVNdHQ0\n//nPfwgNDX3uNOiqm4UQQghRtry2wY2srCwAvL29MTIyKuXUiLKmVatWL2W7586d46+//tJY1qRJ\nk5eyr+fxKqbpfykzM5P//Oc/pZ0Mg2ifK3Xd5+XlRYMGDXT+xsTEpFAZP3nyJJaWlnr3VadOHY2A\nyLM6efLkc2+jLDpx4kRpJ+GV9Kz1zcmTJ6levfoLSYOuulkIIYQQZctLGXPj2LFjfPzxx7i4uGBn\nZ0fPnj3ZsGGDxjrZ2dlMmzaNDh06YG1tzXvvvUdsbCxPnjwpdvuHDh3Cx8cHOzs7bG1t8fb25rvv\nvlO+79y5M5GRkQC8++67Gt0NtOXk5DBnzhzc3d2xtramQ4cOTJs2jezsbGUddVPs33//nYCAAOzt\n7XF0dGTSpEncu3dPY3tHjx5l4MCB2NnZYW9vj6+vL0ePHtVYx8rKivDwcHbt2kWPHj2wtbXl/fff\nZ8eOHcUe+5YtW/Dy8sLe3h5nZ2f8/PwKNXM9ffo0Q4YMwcHBgVatWtGzZ08SEhI01tHVdP7GjRtY\nWVkpeaduur527VrGjh2Lra2t8sYxMzOTKVOm0K5dOxwcHPDx8SE9PV1je7/++isBAQE4Ojpia2tL\n37592bt3b7HH+PjxY2JiYujatSvW1ta4uroyceJEbt68qayjbuK7d+9e5s6dS5s2bbCxscHX15fz\n588r65Xk3BWk3S1FnaZu3bpha2tL9+7dC5Xpy5cv8+mnn+Li4oKNjQ2enp6sWLGCp0+fKmnp27cv\nAF26dKFz586A7ibZSUlJfPjhh9jY2GBvb4+fnx8//vij8r363CQkJLB27VolXV5eXqSmpmpsy5Ay\no007TX/88QcTJ07E1dWVVq1a0blzZ0JDQ8nNzdW7ndu3bxMSEkK7du2wtramW7duhIeHF/rd1atX\nGTduHK1bt8bZ2ZkhQ4Zw7tw5jXWOHDnCgAEDsLOzw9XVleDgYDIzMzXWSUhIoGfPnlhbW+Pi4sL4\n8eO5du2a8r0h5Wbr1q20bdsWgIEDB2JlZaX8/vDhw/j6+mJnZ4eDgwMfffQRBw8e1HnsBw8epGfP\nnkp+rV27Vm9ePWudWPBc+fn5ERQUBEDXrl2VMqatYLcU9f///e9/ExUVpbfpvHa3lEePHhEWFka3\nbt2wsbGhXbt2BAYGauS5NnVepKena9Q3at999x3du3dX8kC7zniefOrfvz8//vgjvXv3xsbGhl69\nenHixAlu3rxJQEAADg4OdOrUidWrV2v81pC/E3l5eSxbtgxPT09sbW1xcXFh+PDhSjkOCgpi3Lhx\nQH79ou/vUmnUger82bp1K+3atWPevHnKd2vWrFHOibOzMwEBARr7KGlaTpw4gaenp1If6qoD161b\np+yzXbt2BAQEcPHiReV7KysrUlJS+OabbzS6eP3111/Mnz+fTp06YW1tTceOHZk/fz4PHz4sMr+L\nqpuh+PsNQ/NICCGEEC/fCw9u3Lx5k6FDh2JmZkZYWBhLly7F3d2d6dOnk5iYCOQ3//T39+e7775j\n7NixxMXF0atXLyIjIzVuqHQ5cuQIw4YNw9zcnPDwcKKioqhbty6jR49WHjJiYmL46KOPgPzuBTNm\nzNC5rby8PEaNGsWWLVsYOnQocXFxjBkzht27dxMQEKA8lKqNHz8eR0dHli5dyieffML27duZOnWq\n8v2JEycYPHgw5cuXJyIigoULF2JqasrgwYM5deqUxrbS09NZsWIFn376KVFRUZiZmTFx4kQuXLhQ\n5LEnJycTHByMu7s7S5cuJSwsjCpVqjB06FDlLfPFixfx9fXl/v37hIaGsmTJEhwdHZk6dSrr16/X\nm7dF2bJlC7Vr12bFihXUq1ePR48eMXjwYFJTU5k8eTKLFi2iatWqDBkyhLNnzwJw5coVfHx8yMjI\nYN68eURHR9OoUSPGjh2r88awoPDwcCIjIxkwYACrV68mMDCQ//u//2PUqFHk5eVprBsZGUlOTg7h\n4eGEhoZy/vx5hg0bVujhubhzV5xZs2YRHR3NgAEDWLp0KV27duXzzz9n3bp1QP4N9eDBgzl37hxz\n585l+fLltGnThtDQUCXfP/roI0aPHg3kl9GYmBid+/r2228ZP34877zzDtHR0SxYsABA2b72uikp\nKYSEhLBgwQJycnIYMWKE8tBlSJkxxOjRozl79iwhISGsWrWKoUOHsmXLFmbNmidM4RYAACAASURB\nVKX3dyNGjODAgQNMnTqVlStX4uXlxeLFi1m4cKGyTnZ2Nv379+fy5cvMmjWL8PBwcnJy+Pjjj5WH\n6GPHjuHv70+tWrWIiooiKCiI77//nhEjRijXaVxcHFOnTsXFxYXly5cTEhLC6dOnleuhIH3lplOn\nTkqdMWPGDDZv3gzA2bNnGTZsGG+88QaLFy8mMjISU1NTRo4cqZR7tevXrxMeHs7w4cOJjo6mRYsW\nzJw5kwMHDujMp+epEwuaMWOGQWWsIHUXFcgvo5s3b6Zly5YG7S8sLIz4+HiGDRvGypUrCQkJ4eLF\ni/j7+xe6VtViYmJo2bIlLVu2ZPPmzUpdDflvz1esWMGECRP4+uuvMTIy4rPPPuPPP/8Enj+fsrKy\nmDdvHqNHjyYsLIzMzEwmT57M+PHjad++vZK2OXPmcPr0acDwvxPx8fGEh4fj7e3N8uXL+eKLL5Ry\nfP/+fUaPHm3Q3yUovTrw3r17rF+/ngULFvDPf/4TgEWLFjF79mzc3NxYunQps2bN4o8//sDX15eM\njIxnSsuCBQsYO3ZskWOsrFu3jhkzZtClSxdWrVpFSEgIv/76K8OGDePBgwdKHtaqVYtOnTqxefNm\npQtWYGAg69evZ+DAgaxYsYJBgwaxYcMGJk6cWGR+F1U3G3K/UdI8EkIIIcTL88K7pZw8eZIHDx4w\nbtw43n33XQCcnZ1p2LAhtWrVAmD37t2cOXOGuLg42rdvD0Dr1q3Jyclh9erVBAQEFDnewaJFi7Cw\nsCAyMhITExMA2rRpg4eHB7Gxsbi7u2NlZUXt2rUB/d0Ljh49yuHDh5k2bRoDBgxQ0mFkZERISAhp\naWnKG1z1d8OGDQPAycmJixcvsm3bNjIzM6lRowYRERHUrVuXmJgYKlasqJG2xYsXawzed/78efbv\n30+1atUAKFeuHP7+/qSnp9O0aVOd6U1NTaVq1aqMHz9eWebi4sLKlStRqVQALFu2jLy8PGJiYpQ8\nbNu2LefOnSM2Npb+/fsXmR9Fyc3N1bgJTkpK4ty5c2zatAlbW1sA7O3t6dKlCzt27KB58+YsWbIE\nIyMjli5dqvTPb9euHZcuXSIyMpKuXbvq3d/HH3/M4MGDAXBwcODKlSvExMRw9epVjab2xsbGzJkz\nR/n88OFDgoODSUlJwcPDQ1le3LnTJyMjg40bNzJ+/HiltUvr1q355ZdfSExMxMfHh+vXr2NlZYWv\nr69Spp2cnEhJSWHnzp0MGDCAOnXqUK9ePQDeeeedIvt1R0RE0KpVK41+5E5OTri7u7N8+XK+/PJL\nZfmNGzfYvXs3xsbGQH6LmpCQEE6ePIm7u7tBZaY42dnZnDlzhilTpvDee+8B+eekQYMGem/cs7Oz\nqVOnDgMGDOAf//iHchypqans2rWLzz77DIBNmzZx584djTEg3n77bbp37853332Hr68v0dHRNG7c\nmLCwMMqVy4/JPn36lFmzZnH27FmaNGlCdHQ0PXr00CirVlZW9OjRg82bN2u0VCqu3DRu3BiAxo0b\nK3XItWvXaNOmDXPnzlXKTIMGDejWrRt79+6lefPmyvYuXbrEjh07aNasGZBfB7q6urJp0yad42A8\nT51YUJMmTQwqYwUV7KJSu3btEnXJOnToEO3atdMIUKjfqOfk5PDGG28U+o2VlRWVK1cGCtfP58+f\nJzk5mSpVqgD5D9tBQUEcP34cd3f3586n33//nc2bNyv7PXPmDNHR0XzwwQdKS4o333yTffv2cfz4\ncaytrQ3+O3Ho0CHeeecd/P39lf3Z2tqyZcsWcnJyqF+/vkF/l6D06sALFy6QkJCAjY0NAA8ePGDZ\nsmV4eHgo1yvkn8P333+fdevWERgYWOK0uLm54enpWeTx3717l969e2vUW/fv32fq1KmcPHmStm3b\n0qpVK0xMTKhWrZqSn8ePH+fAgQPMmjVLKZPOzs4YGxszc+ZMzp49q3GdqhVVNxtyv1HSPBJCCCHE\ny/PCgxvqB9nFixczadIk5YbB29tbWSc1NZXKlSsrN6dqXbp0IS4ujtOnT+Pm5lZo2yqVip9++gkv\nLy/lRgPyb6jat2/PN998g0qlUh70iqPuRtGlSxeN5e7u7kD+2+KCwQ3tJt5t27bl22+/5bfffsPc\n3Jz09HT69eunBDYATE1NadeuXaGm646OjkpgA1DySV9XiZo1a3L37l1iY2Px8fHB3NwcExMTjdlg\n0tLSsLe3L3SD37FjR8LDw7l27ZqyL0M5OztrfD5y5AhmZmbKDTBAxYoVOXTokPI5NTUVJycnjYEH\njYyM6NSpExEREfz1118a+VSQrhYVDRs2BPLfiBe8sdd+UFSfr4LNl0H/uSvuoTEtLY28vDyNsgCw\ndOlS5f+NGzcu9JbcyMiI+vXr622ir+3atWtcu3ZNaSKtVqVKFezt7Tl27JjGcjc3N43yrl2ODCkz\nxalUqRJmZmYkJCRgZ2ennHdXV1e9v6tWrRpRUVGFljds2FDjOI4cOUKTJk00xnKoW7cux48fB/Lf\nnKelpfHRRx8pgQ2Anj170rNnTyA/UPnnn38qwRe1Zs2a0aBBg0JjPBhabgrq2rVroaBcgwYNKFeu\nXKHZQ9566y0lsAH510erVq345ZdfdG77WevE0mZhYcGRI0fYs2cPnTt3xtjYmCZNmjzzGApOTk5K\nYAPyywH8dxyR582nN954QyOwoN5+wWtbPe6I+hoy9O+EhYUFP/zwA5s2baJXr15UrFiRmjVrPtNs\nXaVVB1aqVEkjf06fPs2DBw8KHXvjxo1p1KhRofrI0LQUN0jviBEjCi1TH7++mXrUXfK0u7h07tyZ\nmTNncuLECZ3BDV0Mvd8oaR4JIYR4eUq7zi3t/b/q/hf588KCG+pBOx0dHQkMDCQ6Oppdu3bRpEkT\nOnfuTL9+/XjrrbeA/DfhOTk5Gn3ZCyrYr7igrKwsVCqVzgHtatWqhUqlIisrS3k7Vhz1W2ft9dUt\nTLTfSr/55psan9U3hFlZWWRnZ6NSqYiPjyc+Pr7QvoyMjDQCLxYWFhrfV6iQfyq0u8IU5O/vz9mz\nZwkLC1Pe7nfr1o2PPvoIc3NzJc3awQjtYyppcEP74T8jI4Pq1avrHag1IyND6ctf1Pfq8qDt8uXL\nLF68mEOHDnHnzh2NUfS1m2SrH07U1MEU7bEY9J274qjLQXFBkN27dxMfH8/58+e5e/eusrwk+a3e\nV1FlXHtck+LKkSFlpjimpqYsXLiQoKAgvL29qVWrFq6urnz44Yc6y1pBhw8fJi4ujp9//pns7Gyd\nXRXU5ako6uteX/6r823s2LE6v9e+xg0tNwWpVCpWrlxJYmIiV69eVZrHQ+Fyqev81ahRo8hK/Vnr\nxNI2c+ZMRo4cydixYzEzM8PFxYXu3bvzj3/8g/Lly5d4e9qzsGiX5+fNJ+0ypN5+wfKnrqPV59TQ\nvxMTJ07k0qVLhISEMGvWLBwdHXn//ff54IMPMDU11ZsubaVVB2rX68XVR9p/Iw1NS3GDgN6+fZvF\nixeTnJxMRkaGRiuzoro7FUxvmzZtdH5fkuvI0PuNkuaREEKIl8fR0bHU9n3s2LFS3f+rrqT586yB\nkGKDGyYmJjx9+pQnT57ovFlV96U1MzNTlo0YMQJvb2/27dtHSkoKq1atYtWqVcTExChve2vUqEFc\nXJzOfRY1Gr++h2n1Dc/LnBlFe9u69tm3b198fX11/r7gW+dnSaepqSkRERFcuHCBvXv3kpKSwvz5\n81m9ejUbN27E0tKyyO0akj9F3TSqHwAKpt2QLg1ubm4azYoLKioAlZOTg6+vL7m5uYwbN44WLVpQ\nsWJFDh48SHh4eKH1C+ZpwWPQXm7IuSuKeh19x7xv3z5lQMy5c+diaWlJ+fLl+fzzz7l9+3ax+ygq\nndpp1v6+uPQbUmYM4e7uTnJyMikpKaSkpJCcnMzWrVsZPXp0kVOH/vzzzwwZMoSmTZsybdo06tev\nj7GxMYsWLWLfvn0ax6Avbw3Jf7Xp06djZ2dXaLn2w6Wh5aagefPmsWbNGry9vQkODqZq1aoYGRnR\np0+fItOsvQ995+tZ6sTS1qBBAxITE0lPTyc5OZnk5GQmTpzI5s2bWbFihd78fFavaj5Vq1aN+Ph4\nTp06xf79+0lOTubzzz9n7dq1bNiwQemKU5zSrAN11fVF0VWeDU2LvtaVeXl5DB06lIsXLzJmzBgc\nHByoXLkyZ8+eZfLkyUX+rqCEhASd+yjJ9N6G3m+UNI+EEEII8fIUG9yoX78+eXl5XL58WWdTY/Xs\nGeo+6moWFhb079+f/v37c+PGDfr166cENywtLUlLS+Ptt9/WaO5ZnOrVq2NqaqqzWerNmzcxMTEp\n0bRw6ge7mzdvarxxUr/d0b5Rvn37tkYfdvXbqBo1alC9enVMTEx4/Pixwc1en1XTpk1p2rQpI0eO\nJC0tjYEDB7JhwwYCAwOxtLQsMn/gv8dkZGSk8TYQ4NatWwbtv3bt2hw6dKhQF6CcnBwAKleujKWl\nJQ8fPixxXqSlpZGRkcHs2bM1ujJ9//33OtfXDhzcuXMHKHwTq+/cFUedZ7du3aJRo0bK8tzcXHJz\nc6lSpQqJiYkYGxuzZMkSKlWqpKyjHgjRUOoyWdQ5fNaHN31lxlCVKlXC09MTT09PHj16xIgRI4iN\njWX48OE630wnJSXx5MkTIiMjlSblQKHpFmvXrs2lS5cK/f7+/fuUL19euba034A+ffqU+/fvU7Fi\nRSVfTExMDCpzhpabgrZv346DgwOzZ8/W2I6uWTp0XUt37twpcvvPWie+CoyMjHBxccHFxYXJkycT\nFRVFZGRkoTGLXoTSyKeS/p2wsbHBxsaGTz/9lG+++YagoCB27typUZ/p8yrVgepjK6o+0m6V9izX\nlbbz589z9uxZAgICNLr0/P7778X+Vn2uqlevXuQ0yIYy9H6jpHkkhBBCiJen2NdqHh4eVKhQQWMw\nTLW7d++ybt06rK2tefvtt4H8Bxrtt0uWlpY0b95caarftm1bVCoVu3bt0ljv8OHDzJs3r8gp2ypU\nqICzszM//PADjx49UpY/evSI1NRUHBwcCr150kd9452cnKyxXD2jgXa/YO1xM44cOUL58uVp1qwZ\nFSpUoHXr1iQnJxeamSEqKoqdO3canK6iREVF8e2332osa926NW+88YZG3v7000+FmgEfPHiQt956\nS7k5Nzc3548//tBYp6iZHLTZ29vz6NEjjZvtx48f4+HhwbRp05R0HD9+nKtXr2r8Nj4+Xu+UmOqA\nS8GWHbm5uWzZsgUo3G1H1zkBCjVb13fuimNra4uRkRH79+/XWD5p0iR69OgB5LcqqFKlikZg4/Dh\nw/z2228aD7/qt3hFdT+ytLSkUaNGhcpkVlYWJ06coHXr1sWmtyBDykxxfv75ZyZPnqxxXZqYmNCh\nQwdUKpUS1NKm61xevHhROUfqfLG3t+fq1atKoBTy65Y2bdqwePFiAOzs7Pj+++81rvuDBw/i7OzM\n0aNHadWqFebm5mzfvl0jDY8ePWLq1KmFZisqrtzoOk8qlapQiyN1FzTtAMelS5c0AjYPHjzg1KlT\nRQ4k+ax14otmyFTcallZWXz++efKrCJq6nEXCk6T+rz7UiuNfDLk74RKpeKLL77g//7v/zTWUeeF\n+lpTlyt9x/4q1YHq60r72C9evMiVK1cK1UeGpkUfXcf/9OlTZdYp7bwr+Fl9rrTrgQsXLjBjxgy9\nrei0r3lD7zdKmkdCCCGEeHmKjQQ0bNiQ8ePHK/PEe3l5Ua1aNf7973+zdOlSHjx4oDyAQP4NweLF\ni7l37x7vvfcepqamnDhxgh9++EFpvu7h4UFcXBzTp0/n4cOHNGvWjPPnz7Nw4UKsra01HhC1jRo1\nCj8/P8aOHYuPjw95eXmsX7+eW7duacwiYQh7e3s6duzIggULMDIyUtIRFhZGhw4dcHJy0lj/wIED\nmJqa4uTkxIkTJ9i2bRu9e/dWxi4YPXo0fn5+DB48mDFjxmBiYsLOnTvZuHEjX331VYnSpkt2djbL\nli0jMzMTGxsbnjx5QlJSEg8fPqR79+4ADBs2jB07djBy5EiGDRtGxYoVSUpK4uTJkxppcHNzIzY2\nlvDwcDp06MBPP/3Ejz/+aFA6unfvzrJly5gyZQohISHUqFGDdevWkZ2drcwUMGzYMJKSkhgyZAiT\nJk2iatWq/PDDDyxZskRvawEbGxuMjY2JiYnB1NSU+/fvExMTo4xOv2fPHo2+49nZ2UyePJlevXqR\nnZ3N/PnzadSoER06dNDYbnHnTp/69evTp08fVq1ahYWFBXZ2dqSmprJ3715CQkKA/IEQDxw4wMKF\nC3F1deXnn39my5YtdO/enV27dpGcnIyTk5MyRsbq1atxcHDQmEFALTAwkMDAQIKDg+nZsyc5OTks\nW7aMcuXKKbMdGMqQMlMcCwsLdu3axfXr1/Hz86NmzZpcuXKFlStX0qFDhyLfyjo6OrJmzRrmzp2L\nl5cXly5dYunSpfTt25f169ezdetWOnfujI+PDxs2bGDMmDEEBQVhYmJCbGwsZmZmynSUo0ePZvDg\nwYwaNYqhQ4dy584dvvzyS+zs7HBxcaFChQqMHDmSefPm8dlnn9G3b1/u379PXFwcZ86cYciQIYXy\nRV+5UZ+nhIQE7t27R9u2bXFycuLgwYN8++231KtXj927d5OZmUnDhg05ceIER48eVcYgqV+/PmPG\njGHkyJGYm5uzdu1acnJylOPR9jx14otSq1YtkpOTad68Oc2aNSt2UNBq1arx008/kZqayqhRo2jY\nsCH37t1j6dKl1KpVq8hxD9T7OnDgANu2baNevXqF6tqilEY+Gfp34vLlyyQmJjJu3DjeeecdHj58\nyPr16zEzM1MGm1SXq9jYWN555x2ds0a9SnWgqakpAQEBfPnll3z55Ze4ublx+/ZtoqOjqVWrFj4+\nPhrrG5oWfZo0aUL16tVZs2aN0vpi5cqVODg4kJ6ezsGDB7Gzs6NZs2bKOEQ7d+6kYcOG2Nvb06lT\nJxYtWkSFChVwdHTkypUrREREULlyZapWrVrkfnXVzYbcb5Q0jwpq0aIFffv2LXJKXCGEEEKUjEHN\nHNT95levXs2UKVN4+PAhtWvXxt3dnYCAAI2muh4eHnz11VesWrWKbdu2kZeXR/369Zk0aRIDBw4E\n8vvbxsXFERYWRlRUFFlZWVhYWODt7a1zlPSCHBwcWL58OV9//TVjxozByMgIa2trli9fXuzghros\nXLiQ8PBwFi9ezJ07d5R0jBs3rtC6s2bNIjY2Vpnm9IMPPtAY1d7e3p6VK1cSERHBuHHjePz4MVZW\nVkRGRhaaxeFZBAUFUaVKFTZu3MjChQupWLEizZo1Y/HixcoNdoMGDVi7di1fffUVEydO5MmTJzRr\n1oyvv/6a999/X9nW8OHDuXnzJhs3biQ+Pp727dsrN+vFMTExYdWqVcyfP58ZM2aQk5NDixYtWLly\nJS1btlTSsX79esLCwggKCuKvv/6iUaNGTJ8+nX79+hW5bUtLS7788ksWLlzI8OHDadiwISNGjMDD\nw4MzZ86wZcsW3njjDWXsFn9/fy5cuMCECRO4f/8+dnZ2zJw5s1B/6+LOXXGmT59O7dq1Wbt2LQsX\nLsTS0pJZs2Ypzcb9/Pz4z3/+w4YNG4iPj8fJyYmYmBiys7P58ccfmTRpEqtWraJt27a4u7uzYcMG\ndu/erfPhRj1F4pIlS9i+fTsmJiY4ODiwbt26Qt2/imNImSlO3bp1Wb16NZGRkQQHB/PgwQNq166N\nh4cHo0ePLvJ377//PgEBAWzZsoUdO3ZgbW1NeHg4VatW5fDhw8yZM4caNWrQpUsX1q5dS2hoKJMm\nTUKlUuHo6Eh8fLxSt7i4uBAbG0tkZCTDhg3D1NSUbt26MWnSJKW1lr+/P+bm5qxevZrBgwdjYmJC\n69atWbt2baF8K67cNGnShD59+rBjxw5SU1PZvHkzn3/+OdOmTWPGjBmYmZnh4eHBF198QWJiIqGh\noYwfP15pzdSsWTP69evHggUL+P3336lduzZz5swpspvG89SJL8q4ceOYN28eQUFBzJkzp9jghpGR\nEXFxcSxYsICvvvqK7OxsqlWrhoODAzNmzNDbRXDQoEGcOHGCKVOm0L9/f4PLYmnlkyF/JxYsWEB4\neDhLliwhIyMDc3NzWrZsyYoVK5Ty5+npyTfffEN0dHSRwY1XrQ4cOnQolSpVIj4+nlWrVlG5cmXa\ntm3LhAkTCp1jQ9OiT6VKlfj666+ZM2cOo0ePpk6dOnz88cf4+vqSkZFBUlISJiYmhIWFMWLECIKD\ngwkKCiIwMJCWLVuycOFCoqKi2LBhA19//TVVq1alW7dujB07Vm86dNXNht5vlCSPCnry5MkztWAS\nQgghhG5GefqGHhcAREZGEhUVxcGDBw0egFG8XOpxI+bPn4+Xl1eR68m5EwUZWm6EeNW9SnWgXFcv\n17Fjx5i+7mrxKwohxN/c9gWl9zdIZkvR71lmS3mW/HzxQ9kLIYQQQgghhBBC/A9JcEMIIYQQQggh\nhBBlmgQ3hBBCCCGEEEIIUabJmBtCCCGEEK8oGXNDCCEMI2NuvLpkzA0hhBBCCCGEEEIIAxg0FawQ\nQgghhCgdpfk2siyQN6b6Sf4UT/JIP8kfUVZIyw0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0h\nhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBC\nCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGE\nEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKU\naRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLc\nEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRLcEEIIIYQQQgghRJkmwQ0hhBBCCCGEEEKUaRVKOwFC\nCCGEEKJoPSdsK+0kvPrWXS3tFLzaJH+KJ3mkn+RP8f6mebR9gVdpJ0EhLTeEEEIIIYQQQghRpklw\nQwghhBBCCCGEEGWaBDeEEEIIIYQQQghRpklwQwghhBBCCCGEEGWaBDeEEEIIIYQQQghRpklwQwgh\nhBBCCCGEEGWaBDeEeE0EBQXRokWLIr9PS0vDysqKbdterSkFs7OzGTRoENbW1gwfPry0kyNecX5+\nfvj5+SmfraysmDJlyv9s3926dfuf7MtQr2KaRGFTpkzBysqqtJMhhBBCvNYqlHYChBB/b0lJSRw+\nfJhZs2Zhb29f2skRZczmzZupUaPGC9+uSqXCycmJpKQk6tevD8CMGTN4/PjxC9/X83gV0ySEEEII\nURokuCGEKFVZWVkAeHt7Y2RkVMqpEWVNq1atXsp2z507x19//aWxrEmTJi9lX8/jVUyTEEIIIURp\nkG4pQvyNHTt2jI8//hgXFxfs7Ozo2bMnGzZs0FgnOzubadOm0aFDB6ytrXnvvfeIjY3lyZMnxW7/\n0KFD+Pj4YGdnh62tLd7e3nz33XfK9507dyYyMhKAd999V6O7gbacnBzmzJmDu7s71tbWdOjQgWnT\nppGdna2sExkZiZWVFb///jsBAQHY29vj6OjIpEmTuHfvnsb2jh49ysCBA7Gzs8Pe3h5fX1+OHj2q\nsY6VlRXh4eHs2rWLHj16YGtry/vvv8+OHTuKPfYtW7bg5eWFvb09zs7O+Pn5kZaWprHO6dOnGTJk\nCA4ODrRq1YqePXuSkJCgsU7nzp0ZNGiQxrIbN25gZWWl5N3Vq1exsrJi7dq1jB07FltbW3799VcA\nMjMzmTJlCu3atcPBwQEfHx/S09M1tvfrr78SEBCAo6Mjtra29O3bl7179xZ7jI8fPyYmJoauXbti\nbW2Nq6srEydO5ObNm8o66u5Qe/fuZe7cubRp0wYbGxt8fX05f/68sl5Jzl1B2t1S1Gnq1q0btra2\ndO/evVCZvnz5Mp9++ikuLi7Y2Njg6enJihUrePr0qZKWvn37AtClSxc6d+4M6O4CkpSUxIcffoiN\njQ329vb4+fnx448/Kt+rz01CQgJr165V0uXl5UVqaqrGtgwpM9q00/THH38wceJEXF1dadWqFZ07\ndyY0NJTc3Fy92/nrr7+YP38+nTp1wtramo4dOzJ//nwePnyorKM+R5mZmUyYMAEXFxdcXFwYN24c\nmZmZGts7cuQIAwYMwM7ODldXV4KDgwuts2bNGrp37461tTXOzs4EBARolImiutJFR0djZWXF1atX\nNdJ14sQJPD09lXMHsGvXLj788ENatWpF69atGThwICdPntTY3v379wkODqZ169Y4OjoyYcIEbt68\nqXGNGZpHAAcOHFCOy8PDg2+++UZv3gshhBDixZCWG0L8Td28eZOhQ4fSpk0bwsLCMDEx4eDBg0yf\nPh0zMzN69eqFSqXC39+fGzduEBgYSKNGjUhPTycyMpI7d+4QHBxc5PaPHDnCsGHDcHV1JTw8nAoV\nKpCQkMDo0aOJjY3F3d2dmJgY4uPj2bRpE5s3b6Zy5co6t5WXl8eoUaM4deoUn376qfIQvGDBAs6f\nP8+6desoV+6/sdrx48fzj3/8g6FDh3L8+HHCwsLIzc0lIiICgBMnTjB48GCcnZ2JiIggLy+P1atX\nM3jwYNatW4eNjY2yrfT0dA4fPsynn36KiYkJ4eHhTJw4kXfffZemTZvqTG9ycjLBwcF88sknuLm5\n8fDhQzZs2MDQoUNJSkrirbfe4uLFi/j6+mJlZUVoaCjm5ubs2bOHqVOn8vjxY/r371/ic7plyxYc\nHBxYsWIF9erV49GjRwwePJh79+4xefJkLCwsWL16NUOGDGHTpk00b96c8GcWQwAAIABJREFUK1eu\n4OPjQ8OGDZk3bx6VKlXim2++YezYsURFRdG1a9ci9xceHs6KFSuYNGkStra2/P7778ybN49Lly6R\nkJCg0RInMjISGxsbwsPDycrKYvr06QwbNoy9e/diampq8LkrzqxZs9i6dSsTJkygRYsWHDp0iM8/\n/5ynT5/i4+PDX3/9xeDBgzE1NWXu3LlUqVKFnTt3EhoaiomJCQMGDOCjjz4CICoqipiYGOrVq6dz\nX99++y2fffYZH3zwAePHj+fRo0esWLGCwYMHk5CQwLvvvquxrpmZGSEhITx69IjQ0FBGjBjBwYMH\nqVatmkFlxhCjR48mNzeXkJAQLCwsOHfuHOHh4dy/f5/Zs2cX+bvAwEDS0tIYO3Ys1tbWnDlzhoiI\nCC5fvsyiRYs01lUHhvr168fJkyf56quvKFeuHOHh4UB+0NTf35/33nuPqKgo7t69S2hoKBcvXmT9\n+vWUK1eORYsWERERgb+/P25ubty9e5fo6Gh8fX3ZsWMHtWvXNuh4C1qwYAFjx46lYcOGABw8eJDA\nwED69OlDcHAwf/75J2FhYfj7+7Nz507q1KkDQEhICHv27GHcuHHY2Nhw4MABxowZ80x5dOHCBcaM\nGUOrVq2IiIjg6dOnrFixgjt37pT4eIQQQghRMhLcEOJv6uTJkzx48IBx48YpD2HOzs40bNiQWrVq\nAbB7927OnDlDXFwc7du3B6B169bk5OSwevVqAgICihzvYNGiRVhYWBAZGYmJiQkAbdq0wcPDQwlu\nWFlZKQ8x+roXHD16lMOHDzNt2jQGDBigpMPIyIiQkBDS0tJo27atsn7r1q0ZNmwYAE5OTly8eJFt\n27aRmZlJjRo1iIiIoG7dusTExFCxYkWNtC1evJjo6GhlW+fPn2f//v1Uq1YNgHLlyuHv7096enqR\nwY3U1FSqVq3K+PHjlWUuLi6sXLkSlUoFwLJly8jLyyMmJkbJw7Zt23Lu3DliY2OfKbiRm5vL1KlT\nlc9JSUmcO3eOTZs2YWtrC4C9vT1dunRhx44dNG/enCVLlmBkZMTSpUupWbMmAO3atePSpUtERkbq\nDW7k5uby8ccfM3jwYAAcHBy4cuUKMTExXL16lQYNGijrGhsbM2fOHOXzw4cPCQ4OJiUlBQ8PD2V5\ncedOn4yMDDZu3Mj48eOV1i6tW7fml19+ITExER8fH65fv46VlRW+vr5KmXZyciIlJYWdO3cyYMAA\n6tSpowQ03nnnHWXMDW0RERG0atWK0NBQZZmTkxPu7u4sX76cL7/8Ull+48YNdu/ejbGxMZDfoiYk\nJISTJ0/i7u5uUJkpTnZ2NmfOnGHKlCm89957QP45adCgARkZGUX+7vjx4xw4cIBZs2YpgR1nZ2eM\njY2ZOXMmZ8+epXnz5sr6dnZ2jBw5Usnf/fv3a7QwiY6OpnHjxoSFhSlBx6dPnzJr1izOnj1L48aN\nWbZsGR4eHnz22WfK76ysrHj//fdZt24dgYGBBh1zQW5ubnh6eiqfb9y4QadOnZg1axbly5cHoGLF\nigwaNIjvv/+evn37kpmZya5du/D29uaTTz4B8q/DwMBAjRYehubRpk2bePLkCQsXLlSCJ87Ozri7\nu5f4eIQQQghRMtItRYi/KfWD7OLFi7l27Zqy3NvbWwkUpKamUrlyZeUhUK1Lly48fvyY06dP69y2\nSqXip59+wtXVVQlsQP4Dbvv27Tl16pTBD2yA0o2iS5cuGsvVDwzHjh3TWK7uRqDWtm1b8vLy+O23\n31CpVKSnp+Pm5qYENgBMTU1p165doSbrjo6OSmADUB569XWVqFmzJnfv3iU2NpY///wTABMTE4YP\nH87bb78N5De5t7e3L/TA3rFjR65fv65xTgzl7Oys8fnIkSOYmZlptESpWLEihw4dYtKkSUD+OXZy\nclLKA4CRkRGdOnXSOe5EQVOnTtV4OAWUt+bXr1/XWN6pUyeNz+oydvHiRY3l+s5dcdLS0sjLy9MI\ndAEsXbpU6ZrSuHFjYmJiNMq0kZER9evXL5Rmfa5du8a1a9cKpbdKlSrY29sXKpNubm5KYAMKlyND\nykxxKlWqhJmZGQkJCZw6dUpZ7urqSp8+fYr8nbp7jHaXG/WxnThxQmO59nVYr1495Tjy8vJIS0vD\nxcVFozVVz549SU9Pp2XLlpw+fZoHDx4U2k7jxo1p1KhRobwzlIuLi8bnfv36sXjxYiWwASgtYG7c\nuAHkt7TQVWZ69+6t8dnQPPr5559p0qSJEtgAqFq1qgyWLIQQ4rV17NixYv8Zul7B9Z+FtNwQ4m9G\n3VXA0dGRwMBAoqOj2bVrF02aNKFz587069dPeQDIyMggJyenyCkMC46tUFBWVhYqlUrjBl+tVq1a\nqFQqsrKyDG56rn7rrL2+uoWJ9lvpN998U+OzOoCQlZVFdnY2KpWK+Ph44uPjC+3LyMgIlUqlPIha\nWFhofF+hQn61qR6fQRd/f3/Onj1LWFiY8na/W7dufPTRR5ibmytp1g5GaB9TUd0hiqIdKMnIyKB6\n9ep6B2rNyMhQxoUo6vuiukRcvnyZxYsXc+jQIe7cuaMxa0deXp7GunXr1tX4rA6maI/DoO/cFUdd\nDopr4bF7927i4+M5f/48d+/eVZaXJL/V+yqqjGuPa1JcOTKkzBTH1NSUhQsXEhQUhLe3N7Vq1cLV\n1ZUPP/xQZ1nTPpY2bdro/F77OleXUTVjY2PlONTXvr5zUFze6Wtlok/16tU1Pufk5LBkyRJ2797N\n9evXNcYdUZdPdXeRgsE9yA+06EpzcXmUmZmps157lm42QgghRFng6OhY7DrHjh0zaL2C6z8LCW4I\n8ZowMTHh6dOnPHnyRONNpZr6xt7MzExZNmLECLy9vdm3bx8pKSmsWrWKVatWERMTg6urK5D/oBgX\nF6dzn7oeTgC9D9Pqh4qXOTOK9rZ17bNv3774+vrq/H3BN87Pkk5TU1MiIiK4cOECe/fuJSUlhfnz\n57N69Wo2btyIpaVlkds1JH+0Awdq6gfmgmk3pIWMm5ubRneIgop6KMvJycHX15fc3FzGjRtHixYt\nqFixIgcPHlTGXiioYJ4WPAbt5Yacu6Ko19F3zPv27WPcuHG0bt2auXPnYmlpSfny5fn888+5fft2\nsfsoKp3aadb+vrj0G1JmDOHu7k5ycjIpKSmkpKSQnJzM1q1bGT16tM5xJApKSEjQaF2iph2o0Hcs\nhpyDkuadrnV00U77xIkTOXDgAEOHDsXNzQ1zc3Pu3LnDkCFDlHXU6TT0fBWXR0WlTV8wVAghhBAv\nhgQ3hHhN1K9fn7y8PC5fvqxzekj17BnabyQtLCzo378//fv358aNG/Tr108JblhaWpKWlsbbb7+t\n0b2kONWrV8fU1FRp+l3QzZs3MTExKfSWVR/1g93Nmzc1WgCo35ZqB1lu376tMU6CunVAjRo1qF69\nOiYmJjx+/FhjHIGXoWnTpjRt2pSRI0eSlpbGwIED2bBhA4GBgVhaWhaZP/DfYzIyMtJoEQFw69Yt\ng/Zfu3ZtDh06pNESBfIDEwCVK1fG0tKShw8fljgv0tLSyMjIYPbs2Xh7eyvLv//+e53rawcO1G/M\ntR+c9Z274qjz7NatWzRq1EhZnpubS25uLlWqVCExMRFjY2OWLFlCpUqVlHXUXUEMpS6TRZ3DogJ/\nxdFXZgxVqVIlPD098fT05NGjR4wYMYLY2FiGDx+uMXir9rFUr15dY5yUZ6G+vrRbXzx9+pT79+9T\nsWJFJW+Kyjt1Cxp14OtZyv/9+/c5cOAAPXr0YOLEicpy7W5nVatWBQq3DLp8+bLGZ0PzqHr16joH\nDy1JlychhBBCPBsZc0OI14SHhwcVKlTQGAxT7e7du6xbtw5ra2ul/35SUlKhN+yWlpY0b95caarf\ntm3b/2/vzsNqTvs/gL/bUUSyZUujjjhoUxPZCjXRWBrLeGRsEWX5DVFGJtmKVFTaMEpRlse+5FG2\nJsw01seDsdSMJRMllLT5/v5wne84joTJkt6v6+q6dH/v733u+3NO53I+515QWlqK/fv3y9U7ceIE\nAgICFI5AlFFVVUWXLl2QlpaGkpISsbykpATp6ekwMzNTmGXwOrL18KmpqXLlhw8fBqC41v7o0aNy\nv588eRIqKiowNDSEqqoqLC0tkZqaioKCArl6YWFh2Ldv3xv3qyJhYWHYsWOHXJmlpSW0tLTkYnvm\nzBmFZRlHjx5Fq1atxCRO3bp1cefOHbk6snFXxtTUFCUlJXIJh7KyMtjb22P+/PliP06fPi0eqykT\nHx+PhISECtuWfeB8cWZHcXExtm3bBkDxm+pXPScAFJbDvO65q0znzp2hpKSElJQUuXJPT08MGDAA\nwPNv6uvVqyeX2Dhx4gRu3Lghd7yx7Jv7ir5xb9q0KfT19RVekw8ePMDZs2dhaWlZaX9f9Cavmcpc\nuHAB3t7ecn+X6urqsLGxQWlpqZjUepns72v37t1y5deuXcOCBQveakYL8HzD0ePHj8v97R89ehRd\nunTBr7/+io4dO6Ju3boKsbt+/Tpu3rwpxk62HOfF139ZWRnS0tIq7UNZWRkEQVCYeSRbiiZ7rmWv\nq5ePgX75+Nk3jVH79u1x48YNucRNXl6eQlKFiIiIqh5nbhB9Jlq3bo3vv/8ey5YtQ1FREQYOHIj6\n9evj6tWriImJwZMnTxAZGSnWV1VVRWRkJB49eoR+/fpBQ0MDZ8+eRVpamjh93d7eHuvWrYOvry+K\niopgaGiI33//HSEhIZBKpXIfEF/m7u4OFxcXTJs2DSNHjoQgCNi0aRPu3bsnd4rEmzA1NUWvXr2w\nYsUKKCkpif0ICgqCjY0NLCws5OofPnwYGhoasLCwwNmzZ7Fz504MGjRI/LDk4eEBFxcXjB07FlOn\nToW6ujr27duHpKQkBAYGvlXfXiU/Px9r1qxBXl4eOnXqhPLycuzduxdFRUXo378/AMDV1RV79uzB\nlClT4Orqilq1amHv3r3i0ZoyPXr0QFRUFIKDg2FjY4MzZ84gIyPjjfrRv39/rFmzBj/88AN8fHyg\no6ODjRs3Ij8/H+PGjRP7sXfvXowfPx6enp7Q1tZGWloaoqOjXztboFOnTlBTU0NERAQ0NDRQUFCA\niIgI8TSc5ORkuf0z8vPz4e3tja+//hr5+flYtmwZ9PX1YWNjI9duZc/d67Ro0QLOzs6IjY2Frq4u\nTExMkJ6ejoMHD8LHxwfA89NMDh8+jJCQEHTv3h0XLlzAtm3b0L9/f+zfvx+pqamwsLAQ98iIi4uD\nmZmZ3IkuMjNmzMCMGTMwd+5cODk5obCwEGvWrIGysrJ44subepPXTGV0dXWxf/9+ZGdnw8XFBQ0b\nNsTNmzexfv162NjYVDj7xdTUFL1790Z4eDhUVVVhbm6OmzdvYtWqVdDU1BRnN7wpDw8PjB07Fu7u\n7pgwYQJyc3OxfPlymJiYwMrKCqqqqnBzc8Py5cuxfPly9OjRA/fv38fq1avRqFEjjBw5EgDwxRdf\nQE9PD4mJiWjbti3q1auHhIQE6Orq4ubNm6/tQ/369dG2bVvs3LkTpqam0NLSwpYtW9CkSROoq6vj\n5MmTuHDhAjp27Ahra2skJSWhVatWMDIywpEjRxRmnrxpjJydnZGYmIjp06djypQpKC0tRVhYGPT1\n9fH777+L7f3yyy8YM2YMAgIC4OTk9FbxJSIioldjcoPoMzJ+/Hi0bdsWcXFx+OGHH1BUVITGjRuj\nZ8+ecHNzk1vSYW9vj8DAQMTGxmLnzp0QBAEtWrSAp6cnRo8eDeD5GvZ169YhKCgIYWFhePDgAXR1\ndTF06FBMnjz5tX0xMzPD2rVrsXLlSkydOhVKSkqQSqVYu3btazc3rEhISAiCg4MRGRmJ3NxcsR/T\np09XqLtw4UJERUWJx5wOHjxY7ohUU1NTrF+/HqtWrcL06dNRVlYGiUSC0NBQ8QjNf8LLywv16tVD\nUlISQkJCUKtWLRgaGiIyMlJMxLRs2RIJCQkIDAzErFmzUF5eDkNDQ6xcuRIODg5iWxMnTsRff/2F\npKQkxMfHo1u3bmJSpzLq6uqIjY3FsmXLsGDBAhQWFqJ9+/ZYv349OnToIPZj06ZNCAoKgpeXF54+\nfQp9fX34+vpi+PDhFbbdtGlTLF++HCEhIZg4cSJat26NyZMnw97eHhcvXsS2bdugpaUl7t0ybtw4\nXLt2DTNnzkRBQQFMTEzg5+ensH9BZc9dZXx9fdG4cWMkJCQgJCQETZs2xcKFC8WlMy4uLvjzzz+R\nmJiI+Ph4WFhYICIiAvn5+cjIyICnpydiY2NhbW2Nnj17IjExEQcOHHjlkbiyY0ejo6Oxe/duqKur\nw8zMDBs3blRY/lWZN3nNVKZZs2aIi4tDaGgo5s6diydPnqBx48awt7eHh4fHa+8NCQlBWFgYEhMT\nsXLlSmhra6Nv376YNm3aK/eYeB0rKytERUUhNDQUrq6u0NDQQN++feHp6SnO2JowYQJq166N+Ph4\nxMbGQlNTE9bW1pg5c6a4ZE1NTQ3BwcFYtGgRvL29Ub9+fYwZMwaampo4c+ZMpf1YsWIFfH19xaSd\ns7MzPDw8ULt2baxbtw6LFy9GYmIili9fjvnz5yMoKEhc0uPn5wd7e3u5vTfeJEZSqRQrVqzAypUr\n4e7ujmbNmmHSpEm4fv26XHJDEASUl5dzLw4iIqIqpCRUtPsVEVE1ExoairCwMBw9evSNN2Ck90u2\nb8SyZcswcODACuvxuaNPybVr19C/f394eXlh7NixH7Uvv/32G3w33qq8IhER0Uewe0XF/7+TeZfT\nUt6mvgz33CAiIqIaKygoCEFBQXJlsn092rVr9zG6RERERO+Ay1KIiIioxiorK8O6deugqqqKrl27\n4urVqwgNDUW7du0UNismIiKiTxeTG0RERFRjzZw5E5qamtixYweio6NRt25d2NnZYfbs2eJxtERE\nRPTp454bRERERJ8o7rlBRESfsk9pzw3O3CAiIiL6hL3Jfxxrsnf9T3BNwfhUjjF6PcancozRp4Hz\nLYmIiIiIiIioWmNyg4iIiIiIiIiqNSY3iIiIiIiIiKhaY3KDiIiIiIiIiKo1JjeIiIiIiIiIqFpj\ncoOIiIiIiIiIqjUmN4iIiIiIiIioWmNyg4iIiIiIiIiqNSY3iIiIiIiIiKhaY3KDiIiIiIiIiKo1\nJjeIiIiIiIiIqFpjcoOIiIiIiIiIqjUlQRCEj90JIiIiIlL022+/fewuEBERfXDm5uZvfQ+TG0RE\nRERERERUrXFZChERERERERFVa0xuEBEREREREVG1xuQGEREREREREVVrTG4QERERERERUbXG5AYR\nERERERERVWtMbhARERF9Yo4dO4Zhw4ahU6dOsLKywpw5c3D//v2P3a0PIiUlBUOGDEHHjh1hY2OD\nyZMn49q1a3J1fvrpJ9jb20MqlaJ3795YuXIlysrK5OoUFBTAz88PNjY2kEqlcHJywu7duz/kUN67\nmJgYSCQShIaGypXX9Pg8evQI8+fPh7W1NUxMTDBixAj8+uuvcnVqaoyePXuGjRs3YvDgwTA1NYWZ\nmRm+++47/PLLL3L1alJ8MjIy0L17d0gkklder8pYZGZmYsqUKbCwsICJiQnGjBmDCxcuvJdxVaXX\nxai0tBRr166FnZ0dpFIp7Ozs4Ofnh/z8fLl6HyRGAhERERF9Mk6cOCEYGxsL06dPF06ePCkkJycL\ndnZ2woABA4Ti4uKP3b33at++fYKRkZHw/fffC+np6cLevXuFfv36CVZWVkJubq4gCIIQFhYmtGvX\nTggNDRUyMjKE+Ph4oXPnzoKPj49cW999951gaWkpbN26VcjIyBAWL14sGBkZCbt37/4YQ6tyt2/f\nFkxMTAQjIyNh1apVYnlNj09paakwdOhQoWfPnsKePXuEtLQ0YcSIEULnzp2FzMxMQRBqdoxWrlwp\nGBkZCcuXLxdOnjwppKSkCN9++63QsWNH4dKlS4Ig1Kz4rFu3TujQoYPQtWtXwcjISOF6VcYiNzdX\nsLa2FgYOHCikpKQI6enpwrhx4wQTExPxtfkpqixGvr6+Qvv27YXQ0FDh1KlTQmxsrGBqaiqMGjVK\nePbsmVjvQ8SIyQ0iIiKiT8jw4cOFr776SigrKxPLfvvtN8HIyEjYsmXLR+zZ++fg4CB88803cv8h\nvnDhgmBkZCSsXr1aePTokdCpUydh3rx5cvdFREQIEolEyMrKEgRBEI4fPy4YGRkJu3btkqs3duxY\noVevXnLtV1dTpkwRXF1d5ZIbjI8g/Pvf/xYkEolw8eJFsSw3N1fo16+fsH379hofo+7duwtjxoyR\nK7t7966Y8KhJ8fn5558FExMT4cCBA8LcuXMVPrhXdSxWrFghtG/fXrh9+7ZYp6CgQLC0tBQ8PT3f\nxxD/scpilJOTI0gkEsHf31+ufO3atYKRkZGQkZEhCMKHixGXpRARERF9IvLy8nDmzBn069cPKioq\nYrmZmRmaNWuG1NTUj9i790sQBEydOhVeXl5QUlISy2XToLOzs5GWloanT5/C0dFR7t7+/ftDEAQc\nPnwYwPOlLWpqaujbt69cPUdHR9y5cweXL19+z6N5v44cOYIjR45g1qxZcuWMD7Bnzx6YmZmhffv2\nYpmOjg6Sk5MxaNCgGh8jQRCgoaEhV6alpSX+uybFp2HDhkhKSoK9vf0rr1d1LFJSUtC5c2fo6emJ\ndTQ1NdGzZ89P9r29shipqKjA398fI0eOlCtv164dAODu3bsAPlyMmNwgIiIi+kRcvXoVAGBoaKhw\n7YsvvsCVK1c+dJc+GCUlJTg6OsLc3Fyu/MaNGwCA1q1bi3tvtG3bVq5Oy5YtoaGhIcbn2rVraNGi\nBWrVqiVXT3ZfdY5jcXExFi1ahNGjR8PIyEjuGuMDnD9/HmZmZhVer+kxGjVqFNLS0rBv3z4UFBQg\nPz8fAQEB0NTUhLOzc42Kj0QiUfgbelFVxqK0tBRZWVkKbcnqPX78GHfu3PlH43kfKouRjo4OBg0a\nhJYtW8qVX79+HQDQqlUrAB8uRqqVD4mIiIiIPoS8vDwAQIMGDRSuNWjQAKdPn/7QXfqoBEHA0qVL\nUbt2bQwcOBDh4eEAXh2f+vXri/HLy8urMIYAkJub+x57/X5FRESgtLQUHh4eCtde9/qpCfF59OgR\nHj16BF1dXYSEhGD79u3Izc2FgYEBZs6ciZ49e9b4GE2aNAlqamqYNWsWysvLAQDNmjVDbGws2rRp\nU+Pj86KqjMXjx49RVlZWab0XZyxUV7m5uYiMjESHDh3QsWNHAB8uRpy5QURERPSJKC4uBgCoq6sr\nXFNTUxOv1wSCIGDRokU4ceIE5s+fD11dXRQXF0NZWRmqqorfz70Yn+Li4gpjKLteHWVlZWHt2rXw\n9vaGpqamwvWaHp8nT54AAOLi4nDz5k0sW7YMoaGh0NbWxsSJE5Genl7jY3To0CEEBwfD2dkZ69ev\nx7p166Cvr48pU6bg+vXrNT4+L6rKWFT23i6rV90VFBTA3d0dT548gb+/v1j+oWLEmRtEREREnwjZ\nWvjS0lKFayUlJQpr5T9X5eXlmD9/PrZu3YrZs2djyJAhAJ7H59mzZygvL5fbkwR4Hh/ZlGcNDY0K\nYwhAYWp0deHn5wdLS0s4ODi88npNj49szPXr10dgYKC4d4uVlRX69OmDVatWwdjYuMbGqKSkBD/+\n+CNsbGywcOFCsbxLly6ws7NDYGAgmjZtWmPj87Kq/Huq7L1dVq86y8vLw4QJE5CZmYmoqCi55Swf\nKkacuUFERET0iWjUqBGAv6dDvyg3N1e8/jkrLy/H999/j+3bt2PRokUYP368eE1XVxeAYnyePXuG\nBw8eiNd1dXVfGcP79+/LtVOd7Nu3DxkZGfD09ERhYaH4Azz/MFBYWIiGDRsCqJnxAZ4nNVRUVGBq\naiq3KW2dOnVgYmKCK1eu1OjXUFZWFu7fv4/u3bvLlaurq8PU1BRnz56t0fF5WVXGol69elBTU3tt\nver8/p6bm4tRo0YhOzsbsbGxsLS0lLv+oWLE5AYRERHRJ8LQ0BDKysr4/fffFa5dvXoVxsbGH6FX\nH9aSJUuQkpKCkJAQDB06VO6a7OQU2carMpmZmSgtLRXjI5FIcOvWLTx9+lSuniyuL56kUV0cO3YM\nxcXFGDhwIMzMzMQfAIiKioKZmZl4QkFNjA/wfOr6F1988coPR+Xl5VBTU6vRryFBEAAAZWVlCtdK\nSkpQUlJSo+PzsqqMhaqqKtq2bavQlqyejo4OmjRp8j6G8d4VFRXBzc0NBQUFSEhIQKdOnRTqfKgY\nMblBRERE9InQ1tbGl19+ieTkZLkPIOnp6bh//36FyxE+F3v37kV8fDwWLVqEfv36KVzv1q0btLS0\nsHfvXrnyXbt2QU1NDX369AEA2Nvbo7S0FMnJyXL19uzZg7Zt275yN/5PnZubGxISEhR+AGDIkCFI\nSEiAlZVVjY2PjL29PY4ePYqHDx+KZQUFBThz5gw6duxYo19DrVu3hrq6OtLT0+XKi4uLce7cOUil\n0hodn5dVdSzs7e1x7tw53Lp1S6zz8OFDHDt2rFq/ty9duhQ3btzAmjVrYGBg8Mo6HypGKr6+vr7v\nPhQiIiIiqkoGBgb46aefxG+qzp8/jwULFsDQ0BBz5syRm27/OSkrK8OUKVPQvHlzfPPNN8jJyZH7\nyc/PR9OmTVGrVi1ER0dDEASoqqoiOTkZ4eHhGDt2LPr27QsA0NPTw+XLl5GYmAgdHR08efIEERER\nSE1NxdKlS6Gvr/9xB/sO6tevDz09PYWfsLAw2NnZYfDgwdDQ0Kix8ZFp164dduzYgQMHDqBZs2bI\nzMzEggULcPPmTSxevBitW7eusTFSVVVFSUkJtmzZgnv37kFdXR1Xr17F4sWLcePGDSxcuBBt2rSp\nMfG5desW/vjjD+Tk5OD48ePIzMxEr1693tv7jbGxMXbt2oWUlBTOPsWLAAAPZUlEQVQ0bdoUt2/f\nxoIFC/Dw4UOsWLECWlpaHzEar1ZZjB4/fowffvgBAwYMgLGxscL7dmlpKerVq/fBYqQkyOYnERER\nEdEn4eTJkwgODsalS5dQp04d9O3bF7NmzYK2tvbH7tp7c+vWLdjZ2VV4vXnz5khNTQUAJCQkIC4u\nDrdv30aTJk0wbNgwuLq6Qln570nJRUVFCAoKwv79+/Hw4UO0bdsW7u7u4retnwuJRAIPDw9MnTpV\nLKvp8cnOzoa/vz/S09NRUlICqVSKadOmwcrKSqxTk2O0ceNGbNq0CVlZWVBVVYVUKsWUKVNgbW0t\n1qkJ8fHy8sL27dtfee19vd/cvHkTAQEBOHHiBJ49ewZzc3PMmTMHhoaG72+g/0BlMfLw8IC3t3eF\n9w8ePFg8NeVDxIjJDSIiIiIiIiKq1rjnBhERERERERFVa0xuEBEREREREVG1xuQGEREREREREVVr\nTG4QERERERERUbXG5AYRERERERERVWtMbhARERERERFRtcbkBhERERERERFVa6ofuwNERERERFS1\nioqKkJSUhP/85z+4du0aCgsLoaOjA319fTg6OmLIkCFQV1f/2N1878LCwrBhwwYUFBRgxowZcHV1\n/dhdIqL3REkQBOFjd4KIiIiIiKrG9evX4ebmhrt372Lo0KHo3r076tati+zsbOzfvx+pqano0KED\nIiMj0ahRo4/dXQBAamoqJk+ejCtXrlRZm9evX4ejoyM6d+4MT09P6OnpoXnz5lXWPhF9Wjhzg4iI\niIjoM1FYWAg3Nzfk5eVh06ZNkEqlctednJywefNm+Pj4wMfHB5GRkR+pp/JOnjxZ5W3m5uYCAGxs\nbNClS5cqb5+IPi3cc4OIiIiI6DOxZcsW/Pnnn5gxY4ZCYkNm2LBhWLhwIf7v//5PrvzQoUMYNWoU\nzMzMIJVK0adPHyxZsgSPHj0S65w6dQoSiQSBgYEK7dra2qJbt27i76GhoZBIJLh06RJCQkJga2uL\nzp07w8HBAYmJiXL3xcbGAgAkEglsbW1fO8aioiIEBwfD3t4eUqkUpqamGD58OHbu3CnW8fLygouL\nCwAgPDwcEokEoaGhFbZpa2uLIUOGIDU1Fba2trC3txevFRQUICAgAH369IFUKoWlpSUmTZqEc+fO\nybXx5MkTBAcHw8HBASYmJrCwsICzszM2b94sV08ikWDixIk4ffo0RowYgc6dO8Pc3BweHh7Izs6W\nq5uXl4eFCxfC1tYWUqkUFhYW+O6773D06FG5ei4uLrCyskJubi5mzZoFa2trMS6//vqrXN3Lly9j\n2rRp6NGjB6RSKWxsbDB16lRcvnxZrl5JSQlWr14NR0dHSKVSmJubw8XFReGxy8vLsWbNGjg5OcHc\n3BympqZwcnJCdHQ0nj17VmHMiaoaZ24QEREREX0mDh48CBUVFQwePPi19YYNGyb3e1JSEubPn4/u\n3bvD398f2traOHfuHMLCwpCRkYHExMR33qNjyZIlaNasGfz8/FBcXIzg4GD8+OOPMDQ0hLm5OSIi\nIuDt7Y2LFy9i69atr32c8vJyTJgwAefOncOkSZNgYWGBoqIibN++HbNnz0Zubi7GjRsHDw8PmJiY\n4Mcff8SwYcMwbNgwNG7c+LX9lCUn5s2bJ9YtLi6Gi4sLsrKyMHnyZJiamuLevXuIiYnBv/71L/z0\n00/irBAfHx+kpKRg5syZMDY2xtOnT3HgwAH4+PiI7chkZWXBx8cH48aNQ+vWrXH69GkEBwfjxo0b\n2LVrF1RVVVFYWIiRI0ciJycHHh4e6NChAx4+fIgNGzZg0qRJCAkJgYODg1xs3Nzc0LNnTwwdOhQ3\nb96Ev78/PDw8kJKSAi0tLeTm5mL06NFo1aoVfHx80LBhQ9y+fRsxMTEYOXIk9u/fjyZNmkAQBLi7\nuyM9PR3jx49Ht27d8PjxY/GxAwMDMWDAAADAqlWrEBMTA3d3d1haWqK8vBzHjh1DSEgI8vLy4OXl\n9U6vG6K3xeQGEREREdFn4tq1a2jZsiW0tLTe+J7i4mIEBQVBX18fERERUFNTAwBYWVkBAFasWIED\nBw7g66+/fqc+1alTB8uWLRN/f/bsGTw8PHDo0CGYm5tDIpFAU1MTANCxY8fXtnXw4EFkZGRg6tSp\n8PDwEMt79eoFJycnhIeHY+TIkWjRogXatGkDAGjcuHGl7QJAZmYmoqKi0KtXL7EsKSkJ//vf/xAU\nFIT+/fuL5dbW1rC3t8fy5cvFmRlHjhxB165d5ZIYNjY2kEgkaNasmdxj/fHHH4iLixNjbGFhgZyc\nHGzYsAFHjhxBnz59sGnTJmRmZsLf318uWdWtWzfY2toiKChILrnx+PFjODg4YPz48QCeP3+XL1/G\nhg0bkJGRgV69euH06dN4+PAh3Nzc0KdPHwCAmZkZzM3NsWvXLhQVFQF4vgfKsWPHMHPmTEycOFF8\njB49esDJyQkBAQFwdHSEsrIyDh8+DENDQ7i7u4v1vvzySxgZGVUac6KqxGUpRERERESficLCQjFR\n8KYuXLiA/Px82NnZiYkNGTs7OwD/bE+Mfv36yf3esmVLAEB+fv5bt5WWlgYAch/qAUBZWRm9evVC\nQUEB/vvf/75TP5WVleWW1QDPExZqamoKj9egQQN8+eWXOH/+PEpKSgAATZs2xcmTJ7Fjxw48efJE\nrOvi4iImEl68X5bYkJElVWSbqqalpUFJSUkhfpqamrC2tsYff/yhsIzl5bqtWrUC8HesmzRpAgBY\ns2YNzp8/D9nZEnp6enBzc4O+vr44bgAKCS11dXXY2toiJycHf/75pzjua9euITY2Fg8fPhTrDho0\nCIMGDQLRh8KZG0REREREnwktLS25PTLexF9//QUACrMLgL8/DMvqvAtdXV2532UJlHc5tPHu3bsA\nnn+gftk/7Wu9evUUkjt37txBaWkp2rdvX+F9f/31F1q2bInQ0FBMnz4dc+bMwbx58yCVStGtWzcM\nGTJE4ZSWV8W6YcOGAP7eCPXu3bvQ1tZ+ZbLqxbG+2NbLp9/IxiPb+6JTp07w9fVFYGAghg4digYN\nGqBLly6wtbVF//79xSVBd+7cAQD07NmzwnFnZ2dDX18fixcvxowZM7BkyRL4+/vD2NgY1tbWGDRo\nEAwNDSu8n6iqMblBRERERPSZkEgk+OWXX5CXlwcdHZ23uvd1yQYlJaV3vv9N7q1K7/p4qqqKH42U\nlJRQu3ZtbNq0qcL7ZAkFAwMD7Nq1C2fPnsXPP/+MEydOYPXq1YiOjkZgYKDcJqWv6qMsfsrKygpl\nFXm5nTcZ+7fffgsnJyekpaXhxIkTOH78OA4ePIiYmBjEx8dDR0dHbGfDhg2oW7fuK9tp0aIFgOfj\nT0hIwOXLl8U2Y2NjsW7dOnh7e2P06NGV9omoKjC5QURERET0mXBwcMCpU6cQHx+PadOmVVjP398f\n6urqmDZtmvjN/8tLHF4s09PTA/D3B++ysjK5euXl5bh37x60tbWrZBwVkfXjzp07Cns6yPr6qlkR\n76p58+a4ceMG9PT03mhsSkpKMDU1hampKTw8PJCVlQUXFxcEBATIJTdycnIU7pXN2JDN4NDT00NW\nVhYKCgoU9lD5p2PV0tKCg4ODuNwmISEBfn5+SEhIwNSpU8WZJlpaWjA2Nn6jNtu1a4d27dphwoQJ\nuHfvHsaNG4dly5ZhxIgR77wZLdHb4J4bRERERESfCWdnZxgaGiI6Olrcn+Jlmzdvxvr163Hr1i2o\nqqpCKpVCR0cHhw4dQmlpqVzd5ORkAED37t0BAPXr1wcA3L59W67ekSNHFO59Fy8nTV7Wo0cPAMCB\nAwcU7ktNTYWOjg46dOjwj/sh07t3bwDPj9h9WUBAgFiemZmJefPmKRynqq+vj/bt2+PBgwdy5ffu\n3VM4SlZ2xKqs/z169IAgCOJzIPP48WOcOHECEomk0hNgXrZ79274+fkplH/11VcA/t6b43XjjoqK\nQkxMDIDnCZkFCxYgPT1drk6jRo3QpUsXlJaWorCw8K36SPSuOHODiIiIiOgzoaGhgcjISEycOBET\nJ07EwIEDYWdnhwYNGiA7Oxt79uzB4cOH0adPHyxcuBDA800iZ8+eDS8vL7i7u2PEiBGoXbs2Tp8+\njcjISFhbW4sbixoYGMDAwACHDx9GbGwsOnTogCtXriAhIQEGBgZvvd+HjGwPicjISBgYGKBfv36v\nXCZiZ2eHrl27Ijo6GioqKrCwsMDjx4+xZcsWZGVliTNSqsrQoUOxbds2BAUFoaioCF27dhUf79Ch\nQ/D19RX7f+TIEaSnp2Py5Mlo06YNBEHAqVOnkJaWBmdnZ7l2mzdvDk9PT7i6usLAwACnT59GQkIC\njI2NYWNjAwAYPnw4tm3bhsWLF6OgoADt27fH/fv3ERsbi6KiInh7e7/1eNTV1ZGQkICcnBwMHjwY\nDRs2xIMHD7Bx40aoqKjA0dERwPO9Nnr37o2NGzdCWVkZDg4OKC4uxv79+7F161a4uroCAHR0dHD6\n9Gns27cP7u7uMDY2hpKSEi5evIjt27fDxsYGDRo0+AfPANGbY3KDiIiIiOgz0qJFC+zYsQOJiYlI\nTk7GDz/8gMLCQjRq1AiGhoYIDw+HnZ2d3P4MgwcPRv369RETE4OZM2eitLQULVq0wKRJkzBx4kRx\nOYqKigpWrlyJpUuXIiwsDOXl5TA3N0d4eDjmzp37zskNV1dXXLp0CREREdDR0YGtre0rkxvKysqI\njIzE6tWrsXPnTkREREBdXR0dOnRAdHT0azfAfBfq6uqIi4sTHy8qKgpqamqQSqVYvXq1mPSpU6cO\ntmzZgtDQUISHhyM3Nxe1atVCy5YtMWfOHIwcOVKuXV1dXcyZMwcrVqzA//73P6ioqKBv376YN2+e\nGOvatWsjPj4eq1atwvr165GTkwNNTU2Ymppiw4YNMDU1fevx2NvbIyIiArGxsZg7dy4KCwvRoEED\nSKVSxMXFwdzcHMDz5TWhoaFYs2YNdu/ejc2bN0NZWRmGhoZYunQphgwZItaLi4tDWFgY4uLicO/e\nPaioqEBPTw8TJkzAmDFj/kH0id6OkvAu2xQTERERERHRW5NIJOjcuTM2b978sbtC9FnhnhtERERE\nREREVK0xuUFERERERERE1RqTG0RERERERERUrXHPDSIiIiIiIiKq1jhzg4iIiIiIiIiqNSY3iIiI\niIiIiKhaY3KDiIiIiIiIiKo1JjeIiIiIiIiIqFpjcoOIiIiIiIiIqjUmN4iIiIiIiIioWvt/byLe\nVJkvDnkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['EMPLOYER.POLICY.APPLICATIONS'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Which is closest to your employer’s policy\\non using open source software applications?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How important do you think your involvement in open source was to getting your current job?\n", "OSS.HIRING" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Very important618
Somewhat important448
Not at all important361
Not too important352
Not applicable-I hadn't made any contributions when I got this job.254
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Very important & 618 \\\\\n", "Somewhat important & 448 \\\\\n", "Not at all important & 361 \\\\\n", "Not too important & 352 \\\\\n", "Not applicable-I hadn't made any contributions ... & 254 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Very important 618\n", "Somewhat important 448\n", "Not at all important 361\n", "Not too important 352\n", "Not applicable-I hadn't made any contributions ... 254" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['OSS.HIRING'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Very important30.40%
Somewhat important22.04%
Not at all important17.76%
Not too important17.31%
Not applicable-I hadn't made any contributions when I got this job.12.49%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Very important & 30.40\\% \\\\\n", "Somewhat important & 22.04\\% \\\\\n", "Not at all important & 17.76\\% \\\\\n", "Not too important & 17.31\\% \\\\\n", "Not applicable-I hadn't made any contributions ... & 12.49\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Very important 30.40%\n", "Somewhat important 22.04%\n", "Not at all important 17.76%\n", "Not too important 17.31%\n", "Not applicable-I hadn't made any contributions ... 12.49%" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['OSS.HIRING'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9IAAAGRCAYAAACJwIs1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAbECQBgAAAADABv8H8aeUdZRmTZkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['OSS.HIRING'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"How important do you think your involvement\\nin open source was to getting your current job?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Demographics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do you currently live in a country other than the one in which you were born?\n", "IMMIGRATION" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
No, I live in the country where I was born.2764
Yes, and I intend to stay permanently.513
Yes, and I am not sure about my future plans.292
Yes, and I intend to stay temporarily.165
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "No, I live in the country where I was born. & 2764 \\\\\n", "Yes, and I intend to stay permanently. & 513 \\\\\n", "Yes, and I am not sure about my future plans. & 292 \\\\\n", "Yes, and I intend to stay temporarily. & 165 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "No, I live in the country where I was born. 2764\n", "Yes, and I intend to stay permanently. 513\n", "Yes, and I am not sure about my future plans. 292\n", "Yes, and I intend to stay temporarily. 165" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['IMMIGRATION'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
No, I live in the country where I was born.74.02%
Yes, and I intend to stay permanently.13.74%
Yes, and I am not sure about my future plans.7.82%
Yes, and I intend to stay temporarily.4.42%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "No, I live in the country where I was born. & 74.02\\% \\\\\n", "Yes, and I intend to stay permanently. & 13.74\\% \\\\\n", "Yes, and I am not sure about my future plans. & 7.82\\% \\\\\n", "Yes, and I intend to stay temporarily. & 4.42\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "No, I live in the country where I was born. 74.02%\n", "Yes, and I intend to stay permanently. 13.74%\n", "Yes, and I am not sure about my future plans. 7.82%\n", "Yes, and I intend to stay temporarily. 4.42%" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['IMMIGRATION'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzUAAAGRCAYAAABc/p09AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqdqSfFN8r/cAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['IMMIGRATION'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Do you currently live in a country other\\nthan the one in which you were born?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Thinking of where you were born, are you a member of an ethnicity or nationality that is a considered a minority in that country?\n", "MINORITY.HOMECOUNTRY" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
No754
Yes124
Not sure45
Prefer not to say34
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "No & 754 \\\\\n", "Yes & 124 \\\\\n", "Not sure & 45 \\\\\n", "Prefer not to say & 34 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "No 754\n", "Yes 124\n", "Not sure 45\n", "Prefer not to say 34" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['MINORITY.HOMECOUNTRY'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
No78.79%
Yes12.96%
Not sure4.70%
Prefer not to say3.55%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "No & 78.79\\% \\\\\n", "Yes & 12.96\\% \\\\\n", "Not sure & 4.70\\% \\\\\n", "Prefer not to say & 3.55\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "No 78.79%\n", "Yes 12.96%\n", "Not sure 4.70%\n", "Prefer not to say 3.55%" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['MINORITY.HOMECOUNTRY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGnCAYAAABxdskDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGE8JIkVEIIIYQQXvoPo6RN5p+zDIAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['MINORITY.HOMECOUNTRY'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Thinking of where you were born, are\\nyou a member of an ethnicity or nationality that\\nis a considered a minority in that country?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Thinking of where you currently live, are you a member of an ethnicity or nationality that is a considered a minority in that country?\n", "\n", "MINORITY.CURRENT.COUNTRY" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
No2837
Yes546
Not sure193
Prefer not to say156
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "No & 2837 \\\\\n", "Yes & 546 \\\\\n", "Not sure & 193 \\\\\n", "Prefer not to say & 156 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "No 2837\n", "Yes 546\n", "Not sure 193\n", "Prefer not to say 156" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['MINORITY.CURRENT.COUNTRY'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
No76.02%
Yes14.63%
Not sure5.17%
Prefer not to say4.18%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "No & 76.02\\% \\\\\n", "Yes & 14.63\\% \\\\\n", "Not sure & 5.17\\% \\\\\n", "Prefer not to say & 4.18\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "No 76.02%\n", "Yes 14.63%\n", "Not sure 5.17%\n", "Prefer not to say 4.18%" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['MINORITY.CURRENT.COUNTRY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGnCAYAAABxdskDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['MINORITY.CURRENT.COUNTRY'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Thinking of where you currently live, are you\\na member of an ethnicity or nationality that is a\\nconsidered a minority in that country?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is your gender?\n", "GENDER" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Man3387
Prefer not to say173
Woman125
Non-binary or Other39
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Man & 3387 \\\\\n", "Prefer not to say & 173 \\\\\n", "Woman & 125 \\\\\n", "Non-binary or Other & 39 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Man 3387\n", "Prefer not to say 173\n", "Woman 125\n", "Non-binary or Other 39" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['GENDER'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Man90.95%
Prefer not to say4.65%
Woman3.36%
Non-binary or Other1.05%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Man & 90.95\\% \\\\\n", "Prefer not to say & 4.65\\% \\\\\n", "Woman & 3.36\\% \\\\\n", "Non-binary or Other & 1.05\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Man 90.95%\n", "Prefer not to say 4.65%\n", "Woman 3.36%\n", "Non-binary or Other 1.05%" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['GENDER'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAF7CAYAAACjN+1wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnxBCCCFEIyLFnxBCCCFEI/J/qlRN5N0rnAwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['GENDER'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"What is your gender?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do you identify as transgender?\n", "TRANSGENDER.IDENTITY\n" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
No3494
Prefer not to say158
Yes33
Not sure30
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "No & 3494 \\\\\n", "Prefer not to say & 158 \\\\\n", "Yes & 33 \\\\\n", "Not sure & 30 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "No 3494\n", "Prefer not to say 158\n", "Yes 33\n", "Not sure 30" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['TRANSGENDER.IDENTITY'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
No94.05%
Prefer not to say4.25%
Yes0.89%
Not sure0.81%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "No & 94.05\\% \\\\\n", "Prefer not to say & 4.25\\% \\\\\n", "Yes & 0.89\\% \\\\\n", "Not sure & 0.81\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "No 94.05%\n", "Prefer not to say 4.25%\n", "Yes 0.89%\n", "Not sure 0.81%" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['TRANSGENDER.IDENTITY'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAF7CAYAAAAUihVXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['TRANSGENDER.IDENTITY'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Do you identify as transgender?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do you identify as gay, lesbian, or bisexual, asexual, or any other minority sexual orientation?\n", "SEXUAL.ORIENTATION" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
No3187
Yes246
Prefer not to say201
Not sure85
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "No & 3187 \\\\\n", "Yes & 246 \\\\\n", "Prefer not to say & 201 \\\\\n", "Not sure & 85 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "No 3187\n", "Yes 246\n", "Prefer not to say 201\n", "Not sure 85" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['SEXUAL.ORIENTATION'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
No85.70%
Yes6.61%
Prefer not to say5.40%
Not sure2.29%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "No & 85.70\\% \\\\\n", "Yes & 6.61\\% \\\\\n", "Prefer not to say & 5.40\\% \\\\\n", "Not sure & 2.29\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "No 85.70%\n", "Yes 6.61%\n", "Prefer not to say 5.40%\n", "Not sure 2.29%" ] }, "execution_count": 144, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['SEXUAL.ORIENTATION'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAGRCAYAAAC9nB0AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQQsAAMAkBC0AAACTELQAAABM8v8Bc6afom68m9cAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['SEXUAL.ORIENTATION'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Do you identify as gay, lesbian, or bisexual,\\nasexual, or any other minority sexual orientation?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How well can you read and write in English?\n", "WRITTEN.ENGLISH" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Very well2865
Moderately well742
Not very well108
Not at all6
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Very well & 2865 \\\\\n", "Moderately well & 742 \\\\\n", "Not very well & 108 \\\\\n", "Not at all & 6 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Very well 2865\n", "Moderately well 742\n", "Not very well 108\n", "Not at all 6" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['WRITTEN.ENGLISH'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Very well77.00%
Moderately well19.94%
Not very well2.90%
Not at all0.16%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Very well & 77.00\\% \\\\\n", "Moderately well & 19.94\\% \\\\\n", "Not very well & 2.90\\% \\\\\n", "Not at all & 0.16\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Very well 77.00%\n", "Moderately well 19.94%\n", "Not very well 2.90%\n", "Not at all 0.16%" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['WRITTEN.ENGLISH'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAF7CAYAAADsau6gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['WRITTEN.ENGLISH'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"How well can you read and write in English?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is your age?\n", "AGE" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
17 or younger139
18 to 24 years871
25 to 34 years1400
35 to 44 years772
45 to 54 years267
55 to 64 years93
65 years or older36
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "17 or younger & 139 \\\\\n", "18 to 24 years & 871 \\\\\n", "25 to 34 years & 1400 \\\\\n", "35 to 44 years & 772 \\\\\n", "45 to 54 years & 267 \\\\\n", "55 to 64 years & 93 \\\\\n", "65 years or older & 36 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "17 or younger 139\n", "18 to 24 years 871\n", "25 to 34 years 1400\n", "35 to 44 years 772\n", "45 to 54 years 267\n", "55 to 64 years 93\n", "65 years or older 36" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['AGE'].value_counts().sort_index())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
17 or younger3.88%
18 to 24 years24.34%
25 to 34 years39.13%
35 to 44 years21.58%
45 to 54 years7.46%
55 to 64 years2.60%
65 years or older1.01%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "17 or younger & 3.88\\% \\\\\n", "18 to 24 years & 24.34\\% \\\\\n", "25 to 34 years & 39.13\\% \\\\\n", "35 to 44 years & 21.58\\% \\\\\n", "45 to 54 years & 7.46\\% \\\\\n", "55 to 64 years & 2.60\\% \\\\\n", "65 years or older & 1.01\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "17 or younger 3.88%\n", "18 to 24 years 24.34%\n", "25 to 34 years 39.13%\n", "35 to 44 years 21.58%\n", "45 to 54 years 7.46%\n", "55 to 64 years 2.60%\n", "65 years or older 1.01%" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['AGE'].value_counts(normalize=True).round(4)*100).sort_index())\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAF7CAYAAAAQf8VqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['AGE'].value_counts().sort_index()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"What is your age?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is highest level of formal education that you have completed?\n", "FORMAL.EDUCATION" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Bachelor's degree1321
Master's degree852
Some college, no degree640
Secondary (high) school graduate or equivalent375
Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)256
Vocational/trade program or apprenticeship127
Less than secondary (high) school126
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Bachelor's degree & 1321 \\\\\n", "Master's degree & 852 \\\\\n", "Some college, no degree & 640 \\\\\n", "Secondary (high) school graduate or equivalent & 375 \\\\\n", "Doctorate (Ph.D.) or other advanced degree (e.g... & 256 \\\\\n", "Vocational/trade program or apprenticeship & 127 \\\\\n", "Less than secondary (high) school & 126 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Bachelor's degree 1321\n", "Master's degree 852\n", "Some college, no degree 640\n", "Secondary (high) school graduate or equivalent 375\n", "Doctorate (Ph.D.) or other advanced degree (e.g... 256\n", "Vocational/trade program or apprenticeship 127\n", "Less than secondary (high) school 126" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['FORMAL.EDUCATION'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Bachelor's degree35.73%
Master's degree23.05%
Some college, no degree17.31%
Secondary (high) school graduate or equivalent10.14%
Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)6.92%
Vocational/trade program or apprenticeship3.44%
Less than secondary (high) school3.41%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Bachelor's degree & 35.73\\% \\\\\n", "Master's degree & 23.05\\% \\\\\n", "Some college, no degree & 17.31\\% \\\\\n", "Secondary (high) school graduate or equivalent & 10.14\\% \\\\\n", "Doctorate (Ph.D.) or other advanced degree (e.g... & 6.92\\% \\\\\n", "Vocational/trade program or apprenticeship & 3.44\\% \\\\\n", "Less than secondary (high) school & 3.41\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Bachelor's degree 35.73%\n", "Master's degree 23.05%\n", "Some college, no degree 17.31%\n", "Secondary (high) school graduate or equivalent 10.14%\n", "Doctorate (Ph.D.) or other advanced degree (e.g... 6.92%\n", "Vocational/trade program or apprenticeship 3.44%\n", "Less than secondary (high) school 3.41%" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['FORMAL.EDUCATION'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABAMAAAF7CAYAAACn90IlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = [\"Less than secondary (high) school\",\n", " \"Secondary (high) school graduate or equivalent\",\n", " \"Vocational/trade program or apprenticeship\",\n", " \"Some college, no degree\",\n", " \"Bachelor's degree\",\n", " \"Master's degree\",\n", " \"Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)\"]\n", "\n", "edu_counts_df = survey_df['FORMAL.EDUCATION'].value_counts()[order]\n", "\n", "ax = edu_counts_df.plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"What is highest level of formal education that you have completed?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is the highest level of formal education that either of your parents completed?\n", "PARENTS.FORMAL.EDUCATION" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Bachelor's degree961
Master's degree871
Secondary (high) school graduate or equivalent566
Some college, no degree388
Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)387
Vocational/trade program or apprenticeship257
Less than secondary (high) school243
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Bachelor's degree & 961 \\\\\n", "Master's degree & 871 \\\\\n", "Secondary (high) school graduate or equivalent & 566 \\\\\n", "Some college, no degree & 388 \\\\\n", "Doctorate (Ph.D.) or other advanced degree (e.g... & 387 \\\\\n", "Vocational/trade program or apprenticeship & 257 \\\\\n", "Less than secondary (high) school & 243 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Bachelor's degree 961\n", "Master's degree 871\n", "Secondary (high) school graduate or equivalent 566\n", "Some college, no degree 388\n", "Doctorate (Ph.D.) or other advanced degree (e.g... 387\n", "Vocational/trade program or apprenticeship 257\n", "Less than secondary (high) school 243" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['PARENTS.FORMAL.EDUCATION'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Bachelor's degree26.16%
Master's degree23.71%
Secondary (high) school graduate or equivalent15.41%
Some college, no degree10.56%
Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)10.54%
Vocational/trade program or apprenticeship7.00%
Less than secondary (high) school6.62%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Bachelor's degree & 26.16\\% \\\\\n", "Master's degree & 23.71\\% \\\\\n", "Secondary (high) school graduate or equivalent & 15.41\\% \\\\\n", "Some college, no degree & 10.56\\% \\\\\n", "Doctorate (Ph.D.) or other advanced degree (e.g... & 10.54\\% \\\\\n", "Vocational/trade program or apprenticeship & 7.00\\% \\\\\n", "Less than secondary (high) school & 6.62\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Bachelor's degree 26.16%\n", "Master's degree 23.71%\n", "Secondary (high) school graduate or equivalent 15.41%\n", "Some college, no degree 10.56%\n", "Doctorate (Ph.D.) or other advanced degree (e.g... 10.54%\n", "Vocational/trade program or apprenticeship 7.00%\n", "Less than secondary (high) school 6.62%" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['PARENTS.FORMAL.EDUCATION'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDsAAAF7CAYAAADc04DpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = [\"Less than secondary (high) school\",\n", " \"Secondary (high) school graduate or equivalent\",\n", " \"Vocational/trade program or apprenticeship\",\n", " \"Some college, no degree\",\n", " \"Bachelor's degree\",\n", " \"Master's degree\",\n", " \"Doctorate (Ph.D.) or other advanced degree (e.g. M.D., J.D.)\"]\n", "\n", "edu_counts_df = survey_df['PARENTS.FORMAL.EDUCATION'].value_counts()[order]\n", "\n", "ax = edu_counts_df.plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"What is highest level of formal education that either of your parents completed?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How old were you when you first had regular access to a computer with an internet connection?\n", "AGE.AT.FIRST.COMPUTER.INTERNET" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
Younger than 13 years old1478
13 - 17 years old1313
18 - 24 years old695
25 - 45 years old202
Older than 45 years old23
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "Younger than 13 years old & 1478 \\\\\n", "13 - 17 years old & 1313 \\\\\n", "18 - 24 years old & 695 \\\\\n", "25 - 45 years old & 202 \\\\\n", "Older than 45 years old & 23 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "Younger than 13 years old 1478\n", "13 - 17 years old 1313\n", "18 - 24 years old 695\n", "25 - 45 years old 202\n", "Older than 45 years old 23" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['AGE.AT.FIRST.COMPUTER.INTERNET'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
Younger than 13 years old39.83%
13 - 17 years old35.38%
18 - 24 years old18.73%
25 - 45 years old5.44%
Older than 45 years old0.62%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "Younger than 13 years old & 39.83\\% \\\\\n", "13 - 17 years old & 35.38\\% \\\\\n", "18 - 24 years old & 18.73\\% \\\\\n", "25 - 45 years old & 5.44\\% \\\\\n", "Older than 45 years old & 0.62\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "Younger than 13 years old 39.83%\n", "13 - 17 years old 35.38%\n", "18 - 24 years old 18.73%\n", "25 - 45 years old 5.44%\n", "Older than 45 years old 0.62%" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['AGE.AT.FIRST.COMPUTER.INTERNET'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAGRCAYAAABCEvqnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nq4QQQgghRG1RskoIIYQQQtTW/wHkitSPOvQfvwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['AGE.AT.FIRST.COMPUTER.INTERNET'].value_counts()).plot(kind='barh')\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"How old were you when you first had regular\\naccess to a computer with an internet connection?\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Where did you first have regular access to a computer with internet connection?\n", "LOCATION.OF.FIRST.COMPUTER.INTERNET" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
At home (belonging to me or a family member)2520
In a classroom, computer lab, or library at school746
At an internet cafe or similar space182
Other (please describe)106
At a public library or community center87
At work (recoded from open ended)70
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "At home (belonging to me or a family member) & 2520 \\\\\n", "In a classroom, computer lab, or library at school & 746 \\\\\n", "At an internet cafe or similar space & 182 \\\\\n", "Other (please describe) & 106 \\\\\n", "At a public library or community center & 87 \\\\\n", "At work (recoded from open ended) & 70 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "At home (belonging to me or a family member) 2520\n", "In a classroom, computer lab, or library at school 746\n", "At an internet cafe or similar space 182\n", "Other (please describe) 106\n", "At a public library or community center 87\n", "At work (recoded from open ended) 70" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['LOCATION.OF.FIRST.COMPUTER.INTERNET'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
At home (belonging to me or a family member)67.91%
In a classroom, computer lab, or library at school20.10%
At an internet cafe or similar space4.90%
Other (please describe)2.86%
At a public library or community center2.34%
At work (recoded from open ended)1.89%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "At home (belonging to me or a family member) & 67.91\\% \\\\\n", "In a classroom, computer lab, or library at school & 20.10\\% \\\\\n", "At an internet cafe or similar space & 4.90\\% \\\\\n", "Other (please describe) & 2.86\\% \\\\\n", "At a public library or community center & 2.34\\% \\\\\n", "At work (recoded from open ended) & 1.89\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "At home (belonging to me or a family member) 67.91%\n", "In a classroom, computer lab, or library at school 20.10%\n", "At an internet cafe or similar space 4.90%\n", "Other (please describe) 2.86%\n", "At a public library or community center 2.34%\n", "At work (recoded from open ended) 1.89%" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['LOCATION.OF.FIRST.COMPUTER.INTERNET'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAGsCAYAAACo8IS2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nooP4P136VABks3arAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['LOCATION.OF.FIRST.COMPUTER.INTERNET'].value_counts()).plot(kind='barh', figsize=[8.5,6])\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Where did you first have regular access to a\\ncomputer with internet connection?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Where was the respondent surveyed from?\n", "POPLATION" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
count
github5495
off site community534
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & count \\\\\n", "\\midrule\n", "github & 5495 \\\\\n", "off site community & 534 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " count\n", "github 5495\n", "off site community 534" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts_df = pd.DataFrame(survey_df['POPULATION'].value_counts())\n", "counts_df.columns = [\"count\"]\n", "counts_df" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent
github91.14%
off site community8.86%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent \\\\\n", "\\midrule\n", "github & 91.14\\% \\\\\n", "off site community & 8.86\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent\n", "github 91.14%\n", "off site community 8.86%" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prop_df = pd.DataFrame((survey_df['POPULATION'].value_counts(normalize=True).round(4)*100))\n", "prop_df.columns=[\"percent\"]\n", "prop_df" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAGWCAYAAADi2l4vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pd.DataFrame(survey_df['POPULATION'].value_counts()).plot(kind='barh', figsize=[8.5,6])\n", "ax.set_xlabel(\"Count of responses\")\n", "t = plt.title(\"Where was the respondent surveyed from?\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Harassment / Inclusiveness of OSS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have you ever observed any of the following in the context of an open source project?\n", "DISCOURAGING.BEHAVIOR.*" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesNo
DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE3017792
DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION12102580
DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE21951598
DISCOURAGING.BEHAVIOR.BAD.DOCS3559263
DISCOURAGING.BEHAVIOR.CONFLICT18301966
DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE6493158
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & No \\\\\n", "\\midrule\n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE & 3017 & 792 \\\\\n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION & 1210 & 2580 \\\\\n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE & 2195 & 1598 \\\\\n", "DISCOURAGING.BEHAVIOR.BAD.DOCS & 3559 & 263 \\\\\n", "DISCOURAGING.BEHAVIOR.CONFLICT & 1830 & 1966 \\\\\n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE & 649 & 3158 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes No\n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE 3017 792\n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION 1210 2580\n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE 2195 1598\n", "DISCOURAGING.BEHAVIOR.BAD.DOCS 3559 263\n", "DISCOURAGING.BEHAVIOR.CONFLICT 1830 1966\n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE 649 3158" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "discouraging_responses = survey_df[discouraging_vars].apply(pd.Series.value_counts).transpose()[[\"Yes\", \"No\"]]\n", "discouraging_responses" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent_yes
DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE17.05%
DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION31.93%
DISCOURAGING.BEHAVIOR.CONFLICT48.21%
DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE57.87%
DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE79.21%
DISCOURAGING.BEHAVIOR.BAD.DOCS93.12%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent\\_yes \\\\\n", "\\midrule\n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE & 17.05\\% \\\\\n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION & 31.93\\% \\\\\n", "DISCOURAGING.BEHAVIOR.CONFLICT & 48.21\\% \\\\\n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE & 57.87\\% \\\\\n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE & 79.21\\% \\\\\n", "DISCOURAGING.BEHAVIOR.BAD.DOCS & 93.12\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent_yes\n", "DISCOURAGING.BEHAVIOR.UNWELCOMING.LANGUAGE 17.05%\n", "DISCOURAGING.BEHAVIOR.REJECTION.WOUT.EXPLANATION 31.93%\n", "DISCOURAGING.BEHAVIOR.CONFLICT 48.21%\n", "DISCOURAGING.BEHAVIOR.DISMISSIVE.RESPONSE 57.87%\n", "DISCOURAGING.BEHAVIOR.LACK.OF.RESPONSE 79.21%\n", "DISCOURAGING.BEHAVIOR.BAD.DOCS 93.12%" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "discouraging_percent = pd.DataFrame(discouraging_responses[\"Yes\"] / discouraging_responses.sum(axis=1) * 100, columns=[\"percent_yes\"]).sort_values(by=\"percent_yes\")\n", "discouraging_percent.round(2)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABA8AAAG7CAYAAACsI7wfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nARERERERERGp9P/y20aDs3GqpQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "discouraging_responses.sort_values(by=\"No\").plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[22:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"Have you ever observed any of the following in the context of an open source project?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have you ever witnessed any of the following behaviors directed at another person in the context of an open source project? (not including something directed at you)\n", "\n", "NEGATIVE.WITNESS.*" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesBlank
NEGATIVE.WITNESS.RUDENESS17534276
NEGATIVE.WITNESS.NAME.CALLING7895240
NEGATIVE.WITNESS.THREATS1625867
NEGATIVE.WITNESS.IMPERSONATION1775852
NEGATIVE.WITNESS.SUSTAINED.HARASSMENT2375792
NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT1755854
NEGATIVE.WITNESS.STALKING1085921
NEGATIVE.WITNESS.SEXUAL.ADVANCES1365893
NEGATIVE.WITNESS.STEREOTYPING4235606
NEGATIVE.WITNESS.DOXXING1515878
NEGATIVE.WITNESS.OTHER785951
NEGATIVE.WITNESS.NONE.OF.THE.ABOVE17214308
NEGATIVE.WITNESS.ANY.RESPONSE36642365
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & Blank \\\\\n", "\\midrule\n", "NEGATIVE.WITNESS.RUDENESS & 1753 & 4276 \\\\\n", "NEGATIVE.WITNESS.NAME.CALLING & 789 & 5240 \\\\\n", "NEGATIVE.WITNESS.THREATS & 162 & 5867 \\\\\n", "NEGATIVE.WITNESS.IMPERSONATION & 177 & 5852 \\\\\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT & 237 & 5792 \\\\\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT & 175 & 5854 \\\\\n", "NEGATIVE.WITNESS.STALKING & 108 & 5921 \\\\\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES & 136 & 5893 \\\\\n", "NEGATIVE.WITNESS.STEREOTYPING & 423 & 5606 \\\\\n", "NEGATIVE.WITNESS.DOXXING & 151 & 5878 \\\\\n", "NEGATIVE.WITNESS.OTHER & 78 & 5951 \\\\\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE & 1721 & 4308 \\\\\n", "NEGATIVE.WITNESS.ANY.RESPONSE & 3664 & 2365 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes Blank\n", "NEGATIVE.WITNESS.RUDENESS 1753 4276\n", "NEGATIVE.WITNESS.NAME.CALLING 789 5240\n", "NEGATIVE.WITNESS.THREATS 162 5867\n", "NEGATIVE.WITNESS.IMPERSONATION 177 5852\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT 237 5792\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT 175 5854\n", "NEGATIVE.WITNESS.STALKING 108 5921\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES 136 5893\n", "NEGATIVE.WITNESS.STEREOTYPING 423 5606\n", "NEGATIVE.WITNESS.DOXXING 151 5878\n", "NEGATIVE.WITNESS.OTHER 78 5951\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE 1721 4308\n", "NEGATIVE.WITNESS.ANY.RESPONSE 3664 2365" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_witness_responses = neg_df[neg_witness_vars].apply(pd.Series.value_counts).transpose()[[1,0]]\n", "neg_witness_responses.columns = [\"Yes\", \"Blank\"]\n", "neg_witness_responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 3,664 respondents clicked any boxes in this question, meaning 2,365 did not click the \"none of the above\" or an option (or even get to this question). We have to adjust the no responses accordingly." ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_witness_responses_adj = neg_witness_responses\n", "neg_witness_responses_adj[\"Blank\"] = neg_witness_responses_adj[\"Blank\"] - 2365\n", "neg_witness_responses_adj_df = pd.DataFrame(neg_witness_responses_adj[\"Yes\"] / (neg_witness_responses_adj[\"Yes\"] + neg_witness_responses_adj[\"Blank\"]) * 100, columns=[\"percent_yes\"])" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesNo
NEGATIVE.WITNESS.RUDENESS17531911
NEGATIVE.WITNESS.NAME.CALLING7892875
NEGATIVE.WITNESS.THREATS1623502
NEGATIVE.WITNESS.IMPERSONATION1773487
NEGATIVE.WITNESS.SUSTAINED.HARASSMENT2373427
NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT1753489
NEGATIVE.WITNESS.STALKING1083556
NEGATIVE.WITNESS.SEXUAL.ADVANCES1363528
NEGATIVE.WITNESS.STEREOTYPING4233241
NEGATIVE.WITNESS.DOXXING1513513
NEGATIVE.WITNESS.OTHER783586
NEGATIVE.WITNESS.NONE.OF.THE.ABOVE17211943
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & No \\\\\n", "\\midrule\n", "NEGATIVE.WITNESS.RUDENESS & 1753 & 1911 \\\\\n", "NEGATIVE.WITNESS.NAME.CALLING & 789 & 2875 \\\\\n", "NEGATIVE.WITNESS.THREATS & 162 & 3502 \\\\\n", "NEGATIVE.WITNESS.IMPERSONATION & 177 & 3487 \\\\\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT & 237 & 3427 \\\\\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT & 175 & 3489 \\\\\n", "NEGATIVE.WITNESS.STALKING & 108 & 3556 \\\\\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES & 136 & 3528 \\\\\n", "NEGATIVE.WITNESS.STEREOTYPING & 423 & 3241 \\\\\n", "NEGATIVE.WITNESS.DOXXING & 151 & 3513 \\\\\n", "NEGATIVE.WITNESS.OTHER & 78 & 3586 \\\\\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE & 1721 & 1943 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes No\n", "NEGATIVE.WITNESS.RUDENESS 1753 1911\n", "NEGATIVE.WITNESS.NAME.CALLING 789 2875\n", "NEGATIVE.WITNESS.THREATS 162 3502\n", "NEGATIVE.WITNESS.IMPERSONATION 177 3487\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT 237 3427\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT 175 3489\n", "NEGATIVE.WITNESS.STALKING 108 3556\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES 136 3528\n", "NEGATIVE.WITNESS.STEREOTYPING 423 3241\n", "NEGATIVE.WITNESS.DOXXING 151 3513\n", "NEGATIVE.WITNESS.OTHER 78 3586\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE 1721 1943" ] }, "execution_count": 172, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_witness_responses_adj.columns = [\"Yes\", \"No\"]\n", "neg_witness_responses_adj[:-1]" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent_yes
NEGATIVE.WITNESS.OTHER2.13%
NEGATIVE.WITNESS.STALKING2.95%
NEGATIVE.WITNESS.SEXUAL.ADVANCES3.71%
NEGATIVE.WITNESS.DOXXING4.12%
NEGATIVE.WITNESS.THREATS4.42%
NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT4.78%
NEGATIVE.WITNESS.IMPERSONATION4.83%
NEGATIVE.WITNESS.SUSTAINED.HARASSMENT6.47%
NEGATIVE.WITNESS.STEREOTYPING11.54%
NEGATIVE.WITNESS.NAME.CALLING21.53%
NEGATIVE.WITNESS.NONE.OF.THE.ABOVE46.97%
NEGATIVE.WITNESS.RUDENESS47.84%
NEGATIVE.WITNESS.ANY.RESPONSE100.00%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent\\_yes \\\\\n", "\\midrule\n", "NEGATIVE.WITNESS.OTHER & 2.13\\% \\\\\n", "NEGATIVE.WITNESS.STALKING & 2.95\\% \\\\\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES & 3.71\\% \\\\\n", "NEGATIVE.WITNESS.DOXXING & 4.12\\% \\\\\n", "NEGATIVE.WITNESS.THREATS & 4.42\\% \\\\\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT & 4.78\\% \\\\\n", "NEGATIVE.WITNESS.IMPERSONATION & 4.83\\% \\\\\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT & 6.47\\% \\\\\n", "NEGATIVE.WITNESS.STEREOTYPING & 11.54\\% \\\\\n", "NEGATIVE.WITNESS.NAME.CALLING & 21.53\\% \\\\\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE & 46.97\\% \\\\\n", "NEGATIVE.WITNESS.RUDENESS & 47.84\\% \\\\\n", "NEGATIVE.WITNESS.ANY.RESPONSE & 100.00\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent_yes\n", "NEGATIVE.WITNESS.OTHER 2.13%\n", "NEGATIVE.WITNESS.STALKING 2.95%\n", "NEGATIVE.WITNESS.SEXUAL.ADVANCES 3.71%\n", "NEGATIVE.WITNESS.DOXXING 4.12%\n", "NEGATIVE.WITNESS.THREATS 4.42%\n", "NEGATIVE.WITNESS.CROSS.PLATFORM.HARASSMENT 4.78%\n", "NEGATIVE.WITNESS.IMPERSONATION 4.83%\n", "NEGATIVE.WITNESS.SUSTAINED.HARASSMENT 6.47%\n", "NEGATIVE.WITNESS.STEREOTYPING 11.54%\n", "NEGATIVE.WITNESS.NAME.CALLING 21.53%\n", "NEGATIVE.WITNESS.NONE.OF.THE.ABOVE 46.97%\n", "NEGATIVE.WITNESS.RUDENESS 47.84%\n", "NEGATIVE.WITNESS.ANY.RESPONSE 100.00%" ] }, "execution_count": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_witness_responses_adj_df.sort_values(by=\"percent_yes\").round(2)" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAHnCAYAAAC/jN7qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfwN1Kwd7sx1nQwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "neg_witness_responses_adj[:-1].sort_values(by='No').plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[17:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"Have you ever witnessed any of the following behaviors\\ndirected at another person in the context of an open source\\nproject? (not including something directed at you)\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Have you ever experienced any of the following behaviors directed at you in the context of an open source project?" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesBlank
NEGATIVE.EXPERIENCE.RUDENESS6465383
NEGATIVE.EXPERIENCE.NAME.CALLING1925837
NEGATIVE.EXPERIENCE.THREATS435986
NEGATIVE.EXPERIENCE.IMPERSONATION455984
NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT555974
NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT425987
NEGATIVE.EXPERIENCE.STALKING355994
NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES256004
NEGATIVE.EXPERIENCE.STEREOTYPING1145915
NEGATIVE.EXPERIENCE.DOXXING236006
NEGATIVE.EXPERIENCE.OTHER395990
NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE29003129
NEGATIVE.EXPERIENCE.ANY.RESPONSE36382391
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & Blank \\\\\n", "\\midrule\n", "NEGATIVE.EXPERIENCE.RUDENESS & 646 & 5383 \\\\\n", "NEGATIVE.EXPERIENCE.NAME.CALLING & 192 & 5837 \\\\\n", "NEGATIVE.EXPERIENCE.THREATS & 43 & 5986 \\\\\n", "NEGATIVE.EXPERIENCE.IMPERSONATION & 45 & 5984 \\\\\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT & 55 & 5974 \\\\\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT & 42 & 5987 \\\\\n", "NEGATIVE.EXPERIENCE.STALKING & 35 & 5994 \\\\\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES & 25 & 6004 \\\\\n", "NEGATIVE.EXPERIENCE.STEREOTYPING & 114 & 5915 \\\\\n", "NEGATIVE.EXPERIENCE.DOXXING & 23 & 6006 \\\\\n", "NEGATIVE.EXPERIENCE.OTHER & 39 & 5990 \\\\\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE & 2900 & 3129 \\\\\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE & 3638 & 2391 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes Blank\n", "NEGATIVE.EXPERIENCE.RUDENESS 646 5383\n", "NEGATIVE.EXPERIENCE.NAME.CALLING 192 5837\n", "NEGATIVE.EXPERIENCE.THREATS 43 5986\n", "NEGATIVE.EXPERIENCE.IMPERSONATION 45 5984\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT 55 5974\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT 42 5987\n", "NEGATIVE.EXPERIENCE.STALKING 35 5994\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES 25 6004\n", "NEGATIVE.EXPERIENCE.STEREOTYPING 114 5915\n", "NEGATIVE.EXPERIENCE.DOXXING 23 6006\n", "NEGATIVE.EXPERIENCE.OTHER 39 5990\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE 2900 3129\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE 3638 2391" ] }, "execution_count": 175, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_exp_responses = neg_df[neg_exp_vars].apply(pd.Series.value_counts).transpose()[[1,0]]\n", "neg_exp_responses.columns = [\"Yes\", \"Blank\"]\n", "neg_exp_responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 3,638 respondents clicked any boxes in this question, meaning 2,391 did not click the \"none of the above\" (or even get to this question). We have to adjust the no responses accordingly." ] }, { "cell_type": "code", "execution_count": 176, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_exp_responses_adj = neg_exp_responses\n", "neg_exp_responses_adj[\"Blank\"] = neg_exp_responses_adj[\"Blank\"] - 2391\n", "neg_exp_responses_adj_df = pd.DataFrame(neg_exp_responses[\"Yes\"] / (neg_exp_responses_adj[\"Yes\"] + neg_exp_responses_adj[\"Blank\"]) * 100, columns=[\"percent_yes\"])" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesNo
NEGATIVE.EXPERIENCE.RUDENESS6462992
NEGATIVE.EXPERIENCE.NAME.CALLING1923446
NEGATIVE.EXPERIENCE.THREATS433595
NEGATIVE.EXPERIENCE.IMPERSONATION453593
NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT553583
NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT423596
NEGATIVE.EXPERIENCE.STALKING353603
NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES253613
NEGATIVE.EXPERIENCE.STEREOTYPING1143524
NEGATIVE.EXPERIENCE.DOXXING233615
NEGATIVE.EXPERIENCE.OTHER393599
NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE2900738
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & No \\\\\n", "\\midrule\n", "NEGATIVE.EXPERIENCE.RUDENESS & 646 & 2992 \\\\\n", "NEGATIVE.EXPERIENCE.NAME.CALLING & 192 & 3446 \\\\\n", "NEGATIVE.EXPERIENCE.THREATS & 43 & 3595 \\\\\n", "NEGATIVE.EXPERIENCE.IMPERSONATION & 45 & 3593 \\\\\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT & 55 & 3583 \\\\\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT & 42 & 3596 \\\\\n", "NEGATIVE.EXPERIENCE.STALKING & 35 & 3603 \\\\\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES & 25 & 3613 \\\\\n", "NEGATIVE.EXPERIENCE.STEREOTYPING & 114 & 3524 \\\\\n", "NEGATIVE.EXPERIENCE.DOXXING & 23 & 3615 \\\\\n", "NEGATIVE.EXPERIENCE.OTHER & 39 & 3599 \\\\\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE & 2900 & 738 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes No\n", "NEGATIVE.EXPERIENCE.RUDENESS 646 2992\n", "NEGATIVE.EXPERIENCE.NAME.CALLING 192 3446\n", "NEGATIVE.EXPERIENCE.THREATS 43 3595\n", "NEGATIVE.EXPERIENCE.IMPERSONATION 45 3593\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT 55 3583\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT 42 3596\n", "NEGATIVE.EXPERIENCE.STALKING 35 3603\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES 25 3613\n", "NEGATIVE.EXPERIENCE.STEREOTYPING 114 3524\n", "NEGATIVE.EXPERIENCE.DOXXING 23 3615\n", "NEGATIVE.EXPERIENCE.OTHER 39 3599\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE 2900 738" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_exp_responses_adj.columns = [\"Yes\", \"No\"]\n", "neg_exp_responses_adj[:-1]" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent_yes
NEGATIVE.EXPERIENCE.DOXXING0.63%
NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES0.69%
NEGATIVE.EXPERIENCE.STALKING0.96%
NEGATIVE.EXPERIENCE.OTHER1.07%
NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT1.15%
NEGATIVE.EXPERIENCE.THREATS1.18%
NEGATIVE.EXPERIENCE.IMPERSONATION1.24%
NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT1.51%
NEGATIVE.EXPERIENCE.STEREOTYPING3.13%
NEGATIVE.EXPERIENCE.NAME.CALLING5.28%
NEGATIVE.EXPERIENCE.RUDENESS17.76%
NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE79.71%
NEGATIVE.EXPERIENCE.ANY.RESPONSE100.00%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent\\_yes \\\\\n", "\\midrule\n", "NEGATIVE.EXPERIENCE.DOXXING & 0.63\\% \\\\\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES & 0.69\\% \\\\\n", "NEGATIVE.EXPERIENCE.STALKING & 0.96\\% \\\\\n", "NEGATIVE.EXPERIENCE.OTHER & 1.07\\% \\\\\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT & 1.15\\% \\\\\n", "NEGATIVE.EXPERIENCE.THREATS & 1.18\\% \\\\\n", "NEGATIVE.EXPERIENCE.IMPERSONATION & 1.24\\% \\\\\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT & 1.51\\% \\\\\n", "NEGATIVE.EXPERIENCE.STEREOTYPING & 3.13\\% \\\\\n", "NEGATIVE.EXPERIENCE.NAME.CALLING & 5.28\\% \\\\\n", "NEGATIVE.EXPERIENCE.RUDENESS & 17.76\\% \\\\\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE & 79.71\\% \\\\\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE & 100.00\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent_yes\n", "NEGATIVE.EXPERIENCE.DOXXING 0.63%\n", "NEGATIVE.EXPERIENCE.SEXUAL.ADVANCES 0.69%\n", "NEGATIVE.EXPERIENCE.STALKING 0.96%\n", "NEGATIVE.EXPERIENCE.OTHER 1.07%\n", "NEGATIVE.EXPERIENCE.CROSS.PLATFORM.HARASSMENT 1.15%\n", "NEGATIVE.EXPERIENCE.THREATS 1.18%\n", "NEGATIVE.EXPERIENCE.IMPERSONATION 1.24%\n", "NEGATIVE.EXPERIENCE.SUSTAINED.HARASSMENT 1.51%\n", "NEGATIVE.EXPERIENCE.STEREOTYPING 3.13%\n", "NEGATIVE.EXPERIENCE.NAME.CALLING 5.28%\n", "NEGATIVE.EXPERIENCE.RUDENESS 17.76%\n", "NEGATIVE.EXPERIENCE.NONE.OF.THE.ABOVE 79.71%\n", "NEGATIVE.EXPERIENCE.ANY.RESPONSE 100.00%" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_exp_responses_adj_df.sort_values(by=\"percent_yes\").round(2)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAHRCAYAAABtrzpaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neNX6UXYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "neg_exp_responses_adj[:-1].sort_values(by='No').plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[20:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"Have you ever experienced any of the following behaviors\\ndirected at you in the context of an open source project?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Thinking of the last time you experienced harassment, how did you respond? \n", "NEGATIVE.RESPONSE.*" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesBlank
NEGATIVE.RESPONSE.ASKED.USER.TO.STOP1945835
NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT1125917
NEGATIVE.RESPONSE.BLOCKED.USER1705859
NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS955934
NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP206009
NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL86021
NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT96020
NEGATIVE.RESPONSE.OTHER715958
NEGATIVE.RESPONSE.IGNORED3505679
NEGATIVE.RESPONSE.ANY.RESPONSE7195310
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & Blank \\\\\n", "\\midrule\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP & 194 & 5835 \\\\\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT & 112 & 5917 \\\\\n", "NEGATIVE.RESPONSE.BLOCKED.USER & 170 & 5859 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS & 95 & 5934 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP & 20 & 6009 \\\\\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL & 8 & 6021 \\\\\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT & 9 & 6020 \\\\\n", "NEGATIVE.RESPONSE.OTHER & 71 & 5958 \\\\\n", "NEGATIVE.RESPONSE.IGNORED & 350 & 5679 \\\\\n", "NEGATIVE.RESPONSE.ANY.RESPONSE & 719 & 5310 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes Blank\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP 194 5835\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT 112 5917\n", "NEGATIVE.RESPONSE.BLOCKED.USER 170 5859\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS 95 5934\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP 20 6009\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL 8 6021\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT 9 6020\n", "NEGATIVE.RESPONSE.OTHER 71 5958\n", "NEGATIVE.RESPONSE.IGNORED 350 5679\n", "NEGATIVE.RESPONSE.ANY.RESPONSE 719 5310" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_resp_responses = neg_df[neg_resp_vars].apply(pd.Series.value_counts).transpose()[[1,0]]\n", "neg_resp_responses.columns = [\"Yes\", \"Blank\"]\n", "neg_resp_responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 719 respondents clicked any boxes in this question, meaning 5,310 did not click on \"I did not react / ignored the incident\" or any response (or even get to this question). We have to adjust the no responses accordingly." ] }, { "cell_type": "code", "execution_count": 181, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_resp_responses_adj = neg_resp_responses\n", "neg_resp_responses_adj[\"Blank\"] = neg_resp_responses_adj[\"Blank\"] - 5310\n", "neg_resp_responses_adj_df = pd.DataFrame(neg_resp_responses_adj[\"Yes\"] / (neg_resp_responses_adj[\"Yes\"] + neg_resp_responses_adj[\"Blank\"]) * 100, columns=[\"percent_yes\"])" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesNo
NEGATIVE.RESPONSE.ASKED.USER.TO.STOP194525
NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT112607
NEGATIVE.RESPONSE.BLOCKED.USER170549
NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS95624
NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP20699
NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL8711
NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT9710
NEGATIVE.RESPONSE.OTHER71648
NEGATIVE.RESPONSE.IGNORED350369
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & No \\\\\n", "\\midrule\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP & 194 & 525 \\\\\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT & 112 & 607 \\\\\n", "NEGATIVE.RESPONSE.BLOCKED.USER & 170 & 549 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS & 95 & 624 \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP & 20 & 699 \\\\\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL & 8 & 711 \\\\\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT & 9 & 710 \\\\\n", "NEGATIVE.RESPONSE.OTHER & 71 & 648 \\\\\n", "NEGATIVE.RESPONSE.IGNORED & 350 & 369 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes No\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP 194 525\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT 112 607\n", "NEGATIVE.RESPONSE.BLOCKED.USER 170 549\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS 95 624\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP 20 699\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL 8 711\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT 9 710\n", "NEGATIVE.RESPONSE.OTHER 71 648\n", "NEGATIVE.RESPONSE.IGNORED 350 369" ] }, "execution_count": 182, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_resp_responses_adj.columns = [\"Yes\", \"No\"]\n", "neg_resp_responses_adj[:-1]" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent_yes
NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL1.11%
NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT1.25%
NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP2.78%
NEGATIVE.RESPONSE.OTHER9.87%
NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS13.21%
NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT15.58%
NEGATIVE.RESPONSE.BLOCKED.USER23.64%
NEGATIVE.RESPONSE.ASKED.USER.TO.STOP26.98%
NEGATIVE.RESPONSE.IGNORED48.68%
NEGATIVE.RESPONSE.ANY.RESPONSE100.00%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent\\_yes \\\\\n", "\\midrule\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL & 1.11\\% \\\\\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT & 1.25\\% \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP & 2.78\\% \\\\\n", "NEGATIVE.RESPONSE.OTHER & 9.87\\% \\\\\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS & 13.21\\% \\\\\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT & 15.58\\% \\\\\n", "NEGATIVE.RESPONSE.BLOCKED.USER & 23.64\\% \\\\\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP & 26.98\\% \\\\\n", "NEGATIVE.RESPONSE.IGNORED & 48.68\\% \\\\\n", "NEGATIVE.RESPONSE.ANY.RESPONSE & 100.00\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent_yes\n", "NEGATIVE.RESPONSE.CONSULTED.LEGAL.COUNSEL 1.11%\n", "NEGATIVE.RESPONSE.CONTACTED.LAW.ENFORCEMENT 1.25%\n", "NEGATIVE.RESPONSE.REPORTED.TO.HOST.OR.ISP 2.78%\n", "NEGATIVE.RESPONSE.OTHER 9.87%\n", "NEGATIVE.RESPONSE.REPORTED.TO.MAINTAINERS 13.21%\n", "NEGATIVE.RESPONSE.SOLICITED.COMMUNITY.SUPPORT 15.58%\n", "NEGATIVE.RESPONSE.BLOCKED.USER 23.64%\n", "NEGATIVE.RESPONSE.ASKED.USER.TO.STOP 26.98%\n", "NEGATIVE.RESPONSE.IGNORED 48.68%\n", "NEGATIVE.RESPONSE.ANY.RESPONSE 100.00%" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_resp_responses_adj_df.sort_values(by=\"percent_yes\").round(2)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAHRCAYAAACRuhGQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "neg_resp_responses_adj[:-1].sort_values(by='No').plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[18:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"Thinking of the last time you experienced\\nharassment, how did you respond?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How effective were the following responses?\n", "RESPONSE.EFFECTIVENESS.*" ] }, { "cell_type": "code", "execution_count": 185, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_effect_responses = neg_df[neg_effect_vars].apply(pd.Series.value_counts).transpose()\n", "neg_effect_responses = neg_effect_responses.replace(np.nan, 0).sort_values(by=\"Mostly effective\")\n", "neg_effect_responses = neg_effect_responses[[\"Not at all effective\", \"A little effective\", \"Somewhat effective\", \"Mostly effective\", \"Completely effective\"]]" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Not at all effectiveA little effectiveSomewhat effectiveMostly effectiveCompletely effective
CONTACTED LAW ENFORCEMENT40203
CONSULTED LEGAL COUNSEL11321
REPORTED TO HOST OR ISP64631
OTHER4041011
REPORTED TO MAINTAINERS1011313013
SOLICITED COMMUNITY SUPPORT622383214
ASKED USER TO STOP4851503311
BLOCKED USER620285658
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrr}\n", "\\toprule\n", "{} & Not at all effective & A little effective & Somewhat effective & Mostly effective & Completely effective \\\\\n", "\\midrule\n", "CONTACTED LAW ENFORCEMENT & 4 & 0 & 2 & 0 & 3 \\\\\n", "CONSULTED LEGAL COUNSEL & 1 & 1 & 3 & 2 & 1 \\\\\n", "REPORTED TO HOST OR ISP & 6 & 4 & 6 & 3 & 1 \\\\\n", "OTHER & 4 & 0 & 4 & 10 & 11 \\\\\n", "REPORTED TO MAINTAINERS & 10 & 11 & 31 & 30 & 13 \\\\\n", "SOLICITED COMMUNITY SUPPORT & 6 & 22 & 38 & 32 & 14 \\\\\n", "ASKED USER TO STOP & 48 & 51 & 50 & 33 & 11 \\\\\n", "BLOCKED USER & 6 & 20 & 28 & 56 & 58 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Not at all effective A little effective \\\n", "CONTACTED LAW ENFORCEMENT 4 0 \n", "CONSULTED LEGAL COUNSEL 1 1 \n", "REPORTED TO HOST OR ISP 6 4 \n", "OTHER 4 0 \n", "REPORTED TO MAINTAINERS 10 11 \n", "SOLICITED COMMUNITY SUPPORT 6 22 \n", "ASKED USER TO STOP 48 51 \n", "BLOCKED USER 6 20 \n", "\n", " Somewhat effective Mostly effective \\\n", "CONTACTED LAW ENFORCEMENT 2 0 \n", "CONSULTED LEGAL COUNSEL 3 2 \n", "REPORTED TO HOST OR ISP 6 3 \n", "OTHER 4 10 \n", "REPORTED TO MAINTAINERS 31 30 \n", "SOLICITED COMMUNITY SUPPORT 38 32 \n", "ASKED USER TO STOP 50 33 \n", "BLOCKED USER 28 56 \n", "\n", " Completely effective \n", "CONTACTED LAW ENFORCEMENT 3 \n", "CONSULTED LEGAL COUNSEL 1 \n", "REPORTED TO HOST OR ISP 1 \n", "OTHER 11 \n", "REPORTED TO MAINTAINERS 13 \n", "SOLICITED COMMUNITY SUPPORT 14 \n", "ASKED USER TO STOP 11 \n", "BLOCKED USER 58 " ] }, "execution_count": 186, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in neg_effect_responses.index:\n", " idx.append(i[23:].replace(\".\", \" \"))\n", "neg_effect_responses.index = idx\n", "neg_effect_responses.astype(int)" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABEMAAAHrCAYAAAAkK1PGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYTUwTK1GWAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues\n", "neg_effect_responses.plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "plt.title(\"How effective were the following responses?\\n(counting number of responses)\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "code", "execution_count": 188, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_effect_responses_prop = neg_df[neg_effect_vars].apply(pd.Series.value_counts, normalize=True).round(4).transpose()\n", "neg_effect_responses_prop = neg_effect_responses_prop.replace(np.nan, 0).sort_values(by=\"Completely effective\")\n", "neg_effect_responses_prop = neg_effect_responses_prop[[\"Not at all effective\", \"A little effective\", \"Somewhat effective\", \"Mostly effective\", \"Completely effective\"]]\n", "neg_effect_responses_prop = neg_effect_responses_prop * 100" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Not at all effectiveA little effectiveSomewhat effectiveMostly effectiveCompletely effective
REPORTED TO HOST OR ISP30.00%20.00%30.00%15.00%5.00%
ASKED USER TO STOP24.87%26.42%25.91%17.10%5.70%
SOLICITED COMMUNITY SUPPORT5.36%19.64%33.93%28.57%12.50%
CONSULTED LEGAL COUNSEL12.50%12.50%37.50%25.00%12.50%
REPORTED TO MAINTAINERS10.53%11.58%32.63%31.58%13.68%
CONTACTED LAW ENFORCEMENT44.44%0.00%22.22%0.00%33.33%
BLOCKED USER3.57%11.90%16.67%33.33%34.52%
OTHER13.79%0.00%13.79%34.48%37.93%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrrrrr}\n", "\\toprule\n", "{} & Not at all effective & A little effective & Somewhat effective & Mostly effective & Completely effective \\\\\n", "\\midrule\n", "REPORTED TO HOST OR ISP & 30.00\\% & 20.00\\% & 30.00\\% & 15.00\\% & 5.00\\% \\\\\n", "ASKED USER TO STOP & 24.87\\% & 26.42\\% & 25.91\\% & 17.10\\% & 5.70\\% \\\\\n", "SOLICITED COMMUNITY SUPPORT & 5.36\\% & 19.64\\% & 33.93\\% & 28.57\\% & 12.50\\% \\\\\n", "CONSULTED LEGAL COUNSEL & 12.50\\% & 12.50\\% & 37.50\\% & 25.00\\% & 12.50\\% \\\\\n", "REPORTED TO MAINTAINERS & 10.53\\% & 11.58\\% & 32.63\\% & 31.58\\% & 13.68\\% \\\\\n", "CONTACTED LAW ENFORCEMENT & 44.44\\% & 0.00\\% & 22.22\\% & 0.00\\% & 33.33\\% \\\\\n", "BLOCKED USER & 3.57\\% & 11.90\\% & 16.67\\% & 33.33\\% & 34.52\\% \\\\\n", "OTHER & 13.79\\% & 0.00\\% & 13.79\\% & 34.48\\% & 37.93\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Not at all effective A little effective \\\n", "REPORTED TO HOST OR ISP 30.00% 20.00% \n", "ASKED USER TO STOP 24.87% 26.42% \n", "SOLICITED COMMUNITY SUPPORT 5.36% 19.64% \n", "CONSULTED LEGAL COUNSEL 12.50% 12.50% \n", "REPORTED TO MAINTAINERS 10.53% 11.58% \n", "CONTACTED LAW ENFORCEMENT 44.44% 0.00% \n", "BLOCKED USER 3.57% 11.90% \n", "OTHER 13.79% 0.00% \n", "\n", " Somewhat effective Mostly effective \\\n", "REPORTED TO HOST OR ISP 30.00% 15.00% \n", "ASKED USER TO STOP 25.91% 17.10% \n", "SOLICITED COMMUNITY SUPPORT 33.93% 28.57% \n", "CONSULTED LEGAL COUNSEL 37.50% 25.00% \n", "REPORTED TO MAINTAINERS 32.63% 31.58% \n", "CONTACTED LAW ENFORCEMENT 22.22% 0.00% \n", "BLOCKED USER 16.67% 33.33% \n", "OTHER 13.79% 34.48% \n", "\n", " Completely effective \n", "REPORTED TO HOST OR ISP 5.00% \n", "ASKED USER TO STOP 5.70% \n", "SOLICITED COMMUNITY SUPPORT 12.50% \n", "CONSULTED LEGAL COUNSEL 12.50% \n", "REPORTED TO MAINTAINERS 13.68% \n", "CONTACTED LAW ENFORCEMENT 33.33% \n", "BLOCKED USER 34.52% \n", "OTHER 37.93% " ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx = []\n", "for i in neg_effect_responses_prop.index:\n", " idx.append(i[23:].replace(\".\", \" \"))\n", "neg_effect_responses_prop.index = idx\n", "neg_effect_responses_prop" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABEMAAAHrCAYAAAAkK1PGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIqJKhckQIiIiIiIiIqpU/g+B9hPyC+l2xwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues\n", "neg_effect_responses_prop.plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "plt.title(\"How effective were the following responses?\\n(proportion of responses)\")\n", "\n", "plt.xlabel(\"Proportion of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### As a result of experiencing or witnessing harassment, which, if any, of the following have you done?\n", "NEGATIVE.CONSEQUENCES.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesBlank
NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING3905639
NEGATIVE.CONSEQUENCES.PSEUDONYM505979
NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE1665863
NEGATIVE.CONSEQUENCES.CHANGE.USERNAME485981
NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE795950
NEGATIVE.CONSEQUENCES.SUGGEST.COC1165913
NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION3015728
NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION2485781
NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES855944
NEGATIVE.CONSEQUENCES.OTHER905939
NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE10944935
NEGATIVE.CONSEQUENCES.ANY.RESPONSE19534076
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & Blank \\\\\n", "\\midrule\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING & 390 & 5639 \\\\\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM & 50 & 5979 \\\\\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE & 166 & 5863 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME & 48 & 5981 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE & 79 & 5950 \\\\\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC & 116 & 5913 \\\\\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION & 301 & 5728 \\\\\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION & 248 & 5781 \\\\\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES & 85 & 5944 \\\\\n", "NEGATIVE.CONSEQUENCES.OTHER & 90 & 5939 \\\\\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE & 1094 & 4935 \\\\\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE & 1953 & 4076 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes Blank\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING 390 5639\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM 50 5979\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE 166 5863\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME 48 5981\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE 79 5950\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC 116 5913\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION 301 5728\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION 248 5781\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES 85 5944\n", "NEGATIVE.CONSEQUENCES.OTHER 90 5939\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE 1094 4935\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE 1953 4076" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_conseq_responses = neg_df[neg_conseq_vars].apply(pd.Series.value_counts).transpose()[[1,0]]\n", "neg_conseq_responses.columns = [\"Yes\", \"Blank\"]\n", "neg_conseq_responses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 1,953 respondents clicked any boxes in this question, meaning 4,076 did not click a response or the \"none of the above\" option (or even get to the question). We have to adjust the no responses accordingly." ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "collapsed": true }, "outputs": [], "source": [ "neg_conseq_responses_adj = neg_conseq_responses\n", "neg_conseq_responses_adj[\"Blank\"] = neg_conseq_responses_adj[\"Blank\"] - 4076\n", "neg_conseq_responses_adj_df = pd.DataFrame(neg_conseq_responses_adj[\"Yes\"] / (neg_conseq_responses_adj[\"Yes\"] + neg_conseq_responses_adj[\"Blank\"]) * 100, columns=[\"percent_yes\"])" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YesNo
NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING3901563
NEGATIVE.CONSEQUENCES.PSEUDONYM501903
NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE1661787
NEGATIVE.CONSEQUENCES.CHANGE.USERNAME481905
NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE791874
NEGATIVE.CONSEQUENCES.SUGGEST.COC1161837
NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION3011652
NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION2481705
NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES851868
NEGATIVE.CONSEQUENCES.OTHER901863
NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE1094859
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lrr}\n", "\\toprule\n", "{} & Yes & No \\\\\n", "\\midrule\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING & 390 & 1563 \\\\\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM & 50 & 1903 \\\\\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE & 166 & 1787 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME & 48 & 1905 \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE & 79 & 1874 \\\\\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC & 116 & 1837 \\\\\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION & 301 & 1652 \\\\\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION & 248 & 1705 \\\\\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES & 85 & 1868 \\\\\n", "NEGATIVE.CONSEQUENCES.OTHER & 90 & 1863 \\\\\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE & 1094 & 859 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " Yes No\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING 390 1563\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM 50 1903\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE 166 1787\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME 48 1905\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE 79 1874\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC 116 1837\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION 301 1652\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION 248 1705\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES 85 1868\n", "NEGATIVE.CONSEQUENCES.OTHER 90 1863\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE 1094 859" ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_conseq_responses_adj.columns = ['Yes', 'No']\n", "neg_conseq_responses_adj[:-1]" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
percent_yes
NEGATIVE.CONSEQUENCES.CHANGE.USERNAME2.46%
NEGATIVE.CONSEQUENCES.PSEUDONYM2.56%
NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE4.05%
NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES4.35%
NEGATIVE.CONSEQUENCES.OTHER4.61%
NEGATIVE.CONSEQUENCES.SUGGEST.COC5.94%
NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE8.50%
NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION12.70%
NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION15.41%
NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING19.97%
NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE56.02%
NEGATIVE.CONSEQUENCES.ANY.RESPONSE100.00%
\n", "
" ], "text/latex": [ "\\centering{\\begin{tabular}{lr}\n", "\\toprule\n", "{} & percent\\_yes \\\\\n", "\\midrule\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME & 2.46\\% \\\\\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM & 2.56\\% \\\\\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE & 4.05\\% \\\\\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES & 4.35\\% \\\\\n", "NEGATIVE.CONSEQUENCES.OTHER & 4.61\\% \\\\\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC & 5.94\\% \\\\\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE & 8.50\\% \\\\\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION & 12.70\\% \\\\\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION & 15.41\\% \\\\\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING & 19.97\\% \\\\\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE & 56.02\\% \\\\\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE & 100.00\\% \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "}" ], "text/plain": [ " percent_yes\n", "NEGATIVE.CONSEQUENCES.CHANGE.USERNAME 2.46%\n", "NEGATIVE.CONSEQUENCES.PSEUDONYM 2.56%\n", "NEGATIVE.CONSEQUENCES.CHANGE.ONLINE.PRESENCE 4.05%\n", "NEGATIVE.CONSEQUENCES.OFFLINE.CHANGES 4.35%\n", "NEGATIVE.CONSEQUENCES.OTHER 4.61%\n", "NEGATIVE.CONSEQUENCES.SUGGEST.COC 5.94%\n", "NEGATIVE.CONSEQUENCES.WORK.IN.PRIVATE 8.50%\n", "NEGATIVE.CONSEQUENCES.PUBLIC.COMMUNITY.DISCUSSION 12.70%\n", "NEGATIVE.CONSEQUENCES.PRIVATE.COMMUNITY.DISCUSSION 15.41%\n", "NEGATIVE.CONSEQUENCES.STOPPED.CONTRIBUTING 19.97%\n", "NEGATIVE.CONSEQUENCES.NONE.OF.THE.ABOVE 56.02%\n", "NEGATIVE.CONSEQUENCES.ANY.RESPONSE 100.00%" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neg_conseq_responses_adj_df.sort_values(by=\"percent_yes\").round(2)" ] }, { "cell_type": "code", "execution_count": 195, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAHRCAYAAADuawNhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\", font_scale=1.75)\n", "fig, ax = plt.subplots()\n", "cmap=matplotlib.cm.Blues_r\n", "neg_conseq_responses_adj[:-1].sort_values(by='No').plot.barh(stacked=True, ax=ax, figsize=[12,6], cmap=cmap, edgecolor='black', linewidth=1)\n", "\n", "labels = []\n", "for l in ax.get_yticklabels():\n", " title_text = l.get_text()[22:].replace(\".\", \" \") # cut off \"CONTRIBUTOR.TYPE\"\n", " \n", " labels.append(title_text)\n", " \n", "ax.set_yticklabels(labels)\n", "\n", "\n", "plt.title(\"As a result of experiencing or witnessing\\nharassment, which, if any, of the following have you done?\")\n", "\n", "plt.xlabel(\"Number of responses\")\n", "\n", "\n", "\n", "legend = plt.legend(fancybox=True, loc='upper center', bbox_to_anchor=(.5, -.13), ncol=4, shadow=True)\n", "legend.get_frame().set_edgecolor('b')\n", "legend.get_frame().set_facecolor('white')\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 2 }