From 2c1db61aaf98d00e704225c2e26680f7b51c8ac8 Mon Sep 17 00:00:00 2001 From: Zack Cooper Date: Thu, 5 Feb 2015 17:26:06 -0500 Subject: [PATCH 1/3] began project. Built out initial view of user data. Slowly begun comparing it to their activity level --- Starting Point.ipynb | 88 +++++++-------------------------------- activity_lexicon_dict.csv | 1 + supporting.py | 4 ++ 3 files changed, 21 insertions(+), 72 deletions(-) create mode 100644 activity_lexicon_dict.csv create mode 100644 supporting.py diff --git a/Starting Point.ipynb b/Starting Point.ipynb index b323902..4caef34 100644 --- a/Starting Point.ipynb +++ b/Starting Point.ipynb @@ -11,10 +11,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "import pandas as pd\n", - "import re" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -23,9 +20,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "import matplotlib.pyplot as plt" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -34,9 +29,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "%matplotlib inline" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -45,10 +38,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "summary = pd.read_csv(\"atusdata/atussum_2013/atussum_2013.dat\")\n", - "summary.info()" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -299,10 +289,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "adults_crit = (summary.TEAGE >= 18)\n", - "no_children_crit = (summary.TRCHILDNUM == 0)" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -311,10 +298,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "adults_with_no_children = summary[adults_crit & no_children_crit]\n", - "adults_with_no_children.info()" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -335,11 +319,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "data = adults_with_no_children[['TUFINLWGT', 't120303']]\n", - "data = data.rename(columns={\"TUFINLWGT\": \"weight\", \"t120303\": \"minutes\"})\n", - "data.head()" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -402,9 +382,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "data['weighted_minutes'] = data.weight * data.minutes" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -484,9 +462,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "data.weighted_minutes.sum() / data.weight.sum() / 60" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -504,14 +480,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "def average_minutes(data, activity_code):\n", - " activity_col = \"t{}\".format(activity_code)\n", - " data = data[['TUFINLWGT', activity_col]]\n", - " data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n", - " data['weighted_minutes'] = data.weight * data.minutes\n", - " return data.weighted_minutes.sum() / data.weight.sum()" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -520,11 +489,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "sleeping = average_minutes(adults_with_no_children, \"010101\")\n", - "sleepless = average_minutes(adults_with_no_children, \"010102\")\n", - "(sleeping + sleepless) / 60" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -542,12 +507,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "def activity_columns(data, activity_code):\n", - " \"\"\"For the activity code given, return all columns that fall under that activity.\"\"\"\n", - " col_prefix = \"t{}\".format(activity_code)\n", - " return [column for column in data.columns if re.match(col_prefix, column)]" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -556,9 +516,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "activity_columns(summary, \"0101\")" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ @@ -576,17 +534,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "def average_minutes2(data, activity_code):\n", - " cols = activity_columns(data, activity_code)\n", - " activity_data = data[cols]\n", - " activity_sums = activity_data.sum(axis=1)\n", - " data = data[['TUFINLWGT']]\n", - " data['minutes'] = activity_sums\n", - " data = data.rename(columns={\"TUFINLWGT\": \"weight\"})\n", - " data['weighted_minutes'] = data.weight * data.minutes\n", - " return data.weighted_minutes.sum() / data.weight.sum()" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -698,9 +646,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "group = summary.groupby([\"TEAGE\", \"TESEX\", \"TRCHILDNUM\"])" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [], @@ -709,9 +655,7 @@ { "cell_type": "code", "collapsed": false, - "input": [ - "group.mean().xs(15).xs(1)" - ], + "input": [], "language": "python", "metadata": {}, "outputs": [ diff --git a/activity_lexicon_dict.csv b/activity_lexicon_dict.csv new file mode 100644 index 0000000..0087ead --- /dev/null +++ b/activity_lexicon_dict.csv @@ -0,0 +1 @@ +code,activity 130205,Watching billiards 130204,Watching biking 130203,Watching basketball 130202,Watching baseball 130201,Watching aerobics 130136,Doing yoga 130135,Wrestling 130134,"Working out, unspecified" 130133,Weightlifting/strength training 130132,Participating in water sports 130131,Walking 130130,Playing volleyball 130129,Vehicle touring/racing 130128,Using cardiovascular equipment 130127,Softball 130126,Playing soccer 130125,"Skiing, ice skating, snowboarding" 130124,Running 130123,Playing rugby 130122,Rollerblading 130121,Participating in rodeo competitions 130120,Playing racquet sports 130119,Participating in martial arts 130118,Hunting 130117,Playing hockey 130116,Hiking 130115,Doing gymnastics 130114,Golfing 130113,Playing football 130112,Fishing 130111,Fencing 130110,Participating in equestrian sports 130109,Dancing 130108,"Climbing, spelunking, caving" 130107,Bowling 130106,Boating 130105,Playing billiards 130104,Biking 130103,Playing basketball 130102,Playing baseball 130101,Doing aerobics 120504,Waiting associated with arts & entertainment 120503,Waiting associated with relaxing/leisure 120502,Waiting assoc. w/attending/hosting social events 120501,Waiting assoc. w/socializing & communicating 120405,Security procedures rel. to arts & entertainment 120404,Attending gambling establishments 120403,Attending movies/film 120402,Attending museums 120401,Attending performing arts 120313,Writing for personal interest 120312,Reading for personal interest 120311,"Hobbies, except arts & crafts and collecting" 120310,Collecting as a hobby 120309,Arts and crafts as a hobby 120308,Computer use for leisure (exc. Games) 120307,Playing games 120306,Listening to/playing music (not radio) 120305,Listening to the radio 120304,Television (religious) 120303,Television and movies (not religious) 120302,Tobacco and drug use 120301,"Relaxing, thinking " 120202,Attending meetings for personal interest (not volunteering) 120201,Attending or hosting parties/receptions/ceremonies 120101,Socializing and communicating with others 110201,Waiting associated w/eating & drinking 110101,Eating and drinking 100401,Security procedures rel. to govt svcs/civic obligations 100305,Waiting associated with civic obligations & participation 100304,Waiting associated with using government services 100201,Civic obligations & participation 100103,"Obtaining licenses & paying fines, fees, taxes" 100102,Using social services 100101,Using police and fire services 90502,Waiting associated with vehicle main. or repair svcs 90501,Using vehicle maintenance or repair services 90402,Waiting associated with using lawn & garden services 90401,Using lawn and garden services 90302,Waiting associated with pet services 90301,Using pet services 90202,Waiting associated w/ home main/repair/d_cor/constr 90201,Using home maint/repair/d_cor/construction svcs 90104,Waiting associated with using household services 90103,Using clothing repair and cleaning services 90102,Using meal preparation services 90101,Using interior cleaning services 80801,Security procedures rel. to professional/personal svcs. 80702,Waiting associated with veterinary services 80701,Using veterinary services 80602,Waiting associated w/purchasing/selling real estate 80601,Activities rel. to purchasing/selling real estate 80502,Waiting associated w/personal care services 80501,Using personal care services 80403,Waiting associated with medical services 80402,Using in-home health and care services 80401,Using health and care services outside the home 80302,Waiting associated with legal services 80301,Using legal services 80203,Waiting associated w/banking/financial services 80202,Using other financial services 80201,Banking 80102,Waiting associated w/purchasing childcare svcs 80101,Using paid childcare services 70301,Security procedures rel. to consumer purchases 70201,Comparison shopping 70105,Waiting associated with shopping 70104,"Shopping, except groceries, food and gas" 70103,Purchasing food (not groceries) 70102,Purchasing gas 70101,Grocery shopping 60403,Waiting associated w/admin. activities (education) 60402,Administrative activities: class for personal interest 60401,"Administrative activities: class for degree, certification, or licensure" 60303,Waiting associated with research/homework 60302,Research/homework for class for pers. interest 60301,"Research/homework for class for degree, certification, or licensure" 60204,Waiting associated with extracurricular activities 60203,Extracurricular student government activities 60202,Extracurricular music & performance activities 60201,Extracurricular club activities 60104,Security procedures rel. to taking classes 60103,Waiting associated with taking classes 60102,Taking class for personal interest 60101,"Taking class for degree, certification, or licensure" 50405,Security procedures rel. to job search/interviewing 50404,Waiting associated with job search or interview 50403,Job interviewing 50401,Job search activities 50305,Waiting associated with other income-generating activities 50304,Income-generating rental property activities 50303,Income-generating services 50302,Income-generating performances 50301,"Income-generating hobbies, crafts, and food" 50205,Waiting associated with work-related activities 50204,Security procedures as part of job 50203,Sports and exercise as part of job 50202,Eating and drinking as part of job 50201,"Socializing, relaxing, and leisure as part of job" 50104,Waiting associated with working 50103,Security procedures related to work 50102,"Work, other job(s)" 50101,"Work, main job" 40508,Waiting associated with helping nonhh adults 40507,Picking up/dropping off nonhh adult 40506,Household management & paperwork assistance for nonhh adults 40505,Financial management assistance for nonhh adults 40504,Vehicle & appliance maintenance/repair assistance for nonhh adults 40503,Animal & pet care assistance for nonhh adults 40502,House & lawn maintenance & repair assistance for nonhh adults 40501,"Housework, cooking, & shopping assistance for nonhh adults" 40405,Waiting associated with caring for nonhh adults 40404,Obtaining medical and care services for nonhh adult 40403,Providing medical care to nonhh adult 40402,Looking after nonhh adult (as a primary activity) 40401,Physical care for nonhh adults 40303,Waiting associated with nonhh children's health 40302,Obtaining medical care for nonhh children 40301,Providing medical care to nonhh children 40204,Waiting associated with nonhh children's education 40203,Home schooling of nonhh children 40202,Meetings and school conferences (nonhh children) 40201,Homework (nonhh children) 40112,Dropping off/picking up nonhh children 40111,Waiting for/with nonhh children 40110,Attending nonhh children's events 40109,Looking after nonhh children (as primary activity) 40108,Organization & planning for nonhh children 40106,Talking with/listening to nonhh children 40105,Playing sports with nonhh children 40104,Arts and crafts with nonhh children 40103,"Playing with nonhh children, not sports" 40102,Reading to/with nonhh children 40101,Physical care for nonhh children 30504,Waiting associated with helping hh adults 30503,Picking up/dropping off hh adult 30502,Organization & planning for hh adults 30501,Helping hh adults 30405,Waiting associated with caring for household adults 30404,Obtaining medical and care services for hh adult 30403,Providing medical care to hh adult 30402,Looking after hh adult (as a primary activity) 30401,Physical care for hh adults 30303,Waiting associated with hh children's health 30302,Obtaining medical care for hh children 30301,Providing medical care to hh children 30204,Waiting associated with hh children's education 30203,Home schooling of hh children 30202,Meetings and school conferences (hh children) 30201,Homework (hh children) 30112,Picking up/dropping off hh children 30111,Waiting for/with hh children 30110,Attending hh children's events 30109,Looking after hh children (as a primary activity) 30108,Organization & planning for hh children 30106,Talking with/listening to hh children 30105,Playing sports with hh children 30104,Arts and crafts with hh children 30103,"Playing with hh children, not sports" 30102,Reading to/with hh children 30101,Physical care for hh children 20905,Home security 20904,HH & personal e-mail and messages 20903,HH & personal mail & messages (except e-mail) 20902,Household & personal organization and planning 20901,Financial management 20801,"Appliance, tool, and toy set-up, repair, & maintenance (by self)" 20701,Vehicle repair and maintenance (by self) 20602,Walking / exercising / playing with animals 20601,Care for animals and pets (not veterinary care) 20502,"Ponds, pools, and hot tubs" 20501,"Lawn, garden, and houseplant care" 20402,"Exterior repair, improvements, & decoration" 20401,Exterior cleaning 20303,Heating and cooling 20302,Building and repairing furniture 20301,"Interior arrangement, decoration, & repairs" 20203,Kitchen and food clean-up 20202,Food presentation 20201,Food and drink preparation 20104,"Storing interior hh items, inc. food" 20103,"Sewing, repairing, & maintaining textiles" 20102,Laundry 20101,Interior cleaning 10501,Personal emergencies 10401,Personal/Private activities 10301,Health-related self care 10201,"Washing, dressing and grooming oneself" 10102,Sleeplessness 10101,Sleeping , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , 130206,Watching boating , , , 130207,Watching bowling , 130208,"Watching climbing, spelunking, caving" 130209,Watching dancing 130210,Watching equestrian sports , , 130211,Watching fencing 130212,Watching fishing , , 130213,Watching football , 130214,Watching golfing , 130215,Watching gymnastics , , 130216,Watching hockey , 130217,Watching martial arts , 130218,Watching racquet sports , , , 130219,Watching rodeo competitions 130220,Watching rollerblading , 130221,Watching rugby 130222,Watching running , , 130223,"Watching skiing, ice skating, snowboarding" , 130224,Watching soccer 130225,Watching softball , 130226,Watching vehicle touring/racing , , , 130227,Watching volleyball , 130228,Watching walking , 130229,Watching water sports , , 130230,Watching weightlifting/strength training , 130231,"Watching people working out, unspecified" 130232,Watching wrestling 130299,"Attending sporting events, " , , , , , , , , 130301,Waiting related to playing sports or exercising 130302,Waiting related to attending sporting events 130399,"Waiting associated with sports, exercise, & recreation, " 130401,Security related to playing sports or exercising , , 130402,Security related to attending sporting events , , 130499,"Security related to sports, exercise, & recreation, " 139999,"Sports, exercise, & recreation, " 140101,Attending religious services , , , , , 140102,Participation in religious practices , , , , , , , , , , , , , 140103,Waiting associated w/religious & spiritual activities , 140104,Security procedures rel. to religious & spiritual activities , , 140105,Religious education activities , , , , , , 149999,"Religious and spiritual activities, " 150101,Computer use , , , , 150102,Organizing and preparing , , , , , 150103,Reading , , 150104,Telephone calls (except hotline counseling) , 150105,Writing , 150106,Fundraising , , , , , , , 150199,"Administrative & support activities, " , 150201,"Food preparation, presentation, clean-up" , , , , , 150202,Collecting & delivering clothing & other goods , , , , , , , 150203,Providing care , , , , , 150204,"Teaching, leading, counseling, mentoring" , , , , , , , , , , , , 150299,"Social service & care activities, " , , 150301,"Building houses, wildlife sites, & other structures" , , 150302,"Indoor & outdoor maintenance, repair, & clean-up" , , , , , , , , , 150399,"Indoor & outdoor maintenance, building & clean-up activities, " 150401,Performing , , , 150402,Serving at volunteer events & cultural activities , , , , , , , , , , , 150499,"Participating in performance & cultural activities, " 150501,"Attending meetings, conferences, & training" , , , , 150599,"Attending meetings, conferences, & training, " 150601,Public health activities , 150602,Public safety activities , 150699,"Public health & safety activities, " 150701,Waiting associated with volunteer activities 150799,"Waiting associated with volunteer activities, " 150801,Security procedures related to volunteer activities , , 150899,"Security procedures related to volunteer activities, " 159999,"Volunteer activities, " , , , , , 160101,Telephone calls to/from family members , 160102,"Telephone calls to/from friends, neighbors, or acquaintances" , , , 160103,Telephone calls to/from education services providers , , , 160104,Telephone calls to/from salespeople , , , , 160105,Telephone calls to/from professional or personal care svcs providers , , , , 160106,Telephone calls to/from household services providers , , , , , 160107,Telephone calls to/from paid child or adult care providers , , 160108,Telephone calls to/from government officials , , , , 160199,"Telephone calls (to or from), " , 160201,Waiting associated with telephone calls , 160299,"Waiting associated with telephone calls, " 169999,"Telephone calls, " 180101,Travel related to personal care 180199,"Travel related to personal care, " 180201,Travel related to housework 180202,"Travel related to food & drink prep., clean-up, & presentation" 180203,"Travel related to interior maintenance, repair, & decoration" 180204,"Travel related to exterior maintenance, repair, & decoration" 180205,"Travel related to lawn, garden, and houseplant care" 180206,Travel related to care for animals and pets (not vet care) 180207,Travel related to vehicle care & maintenance (by self) 180208,"Travel related to appliance, tool, and toy set-up, repair, & maintenance (by self)" 180209,Travel related to household management 180299,"Travel related to household activities, " 180301,Travel related to caring for & helping hh children 180302,Travel related to hh children's education 180303,Travel related to hh children's health 180304,Travel related to caring for hh adults 180305,Travel related to helping hh adults 180399,"Travel rel. to caring for & helping hh members, " 180401,Travel related to caring for and helping nonhh children 180402,Travel related to nonhh children's education 180403,Travel related to nonhh children's health 180404,Travel related to caring for nonhh adults 180405,Travel related to helping nonhh adults 180499,"Travel rel. to caring for & helping nonhh members, " 180501,Travel related to working 180502,Travel related to work-related activities 180503,Travel related to income-generating activities 180504,Travel related to job search & interviewing 180599,"Travel related to work, " 180601,Travel related to taking class 180602,Travel related to extracurricular activities (ex. Sports) 180603,Travel related to research/homework 180604,Travel related to registration/administrative activities 180699,"Travel related to education, " 180701,Travel related to grocery shopping 180702,Travel related to purchasing gas 180703,Travel related to purchasing food (not groceries) 180704,"Travel related to shopping, ex groceries, food, and gas" 180799,"Travel related to consumer purchases, " 180801,Travel related to using childcare services 180802,Travel related to using financial services and banking 180803,Travel related to using legal services 180804,Travel related to using medical services 180805,Travel related to using personal care services 180806,Travel related to using real estate services 180807,Travel related to using veterinary services 180899,"Travel rel. to using prof. & personal care services, " 180901,Travel related to using household services 180902,Travel related to using home main./repair/d_cor./construction svcs 180903,Travel related to using pet services (not vet) 180904,Travel related to using lawn and garden services 180905,Travel related to using vehicle maintenance & repair services 180999,"Travel related to using household services, " 181001,Travel related to using government services 181002,Travel related to civic obligations & participation 181099,"Travel rel. to govt svcs & civic obligations, " 181101,Travel related to eating and drinking 181199,"Travel related to eating and drinking, " 181201,Travel related to socializing and communicating 181202,Travel related to attending or hosting social events 181203,Travel related to relaxing and leisure 181204,Travel related to arts and entertainment 181205,Travel as a form of entertainment , , 181299,"Travel rel. to socializing, relaxing, & leisure, " 181301,Travel related to participating in sports/exercise/recreation 181302,Travel related to attending sporting/recreational events 181399,"Travel related to sports, exercise, & recreation, " 181401,Travel related to religious/spiritual practices 181499,"Travel rel. to religious/spiritual activities, " 181501,Travel related to volunteering 181599,"Travel related to volunteer activities, " 181601,Travel related to phone calls 181699,"Travel rel. to phone calls, " 181801,Security procedures related to traveling , , 181899,"Security procedures related to traveling, " 189999,"Traveling, " , , , , , , , 500101,Insufficient detail in verbatim 500103,Missing travel or destination 500105,"Respondent refused to provide information/""none of your business""" 500106,Gap/can't remember 500107,Unable to code activity at 1st tier 509999,"Data codes, " \ No newline at end of file diff --git a/supporting.py b/supporting.py new file mode 100644 index 0000000..0337c39 --- /dev/null +++ b/supporting.py @@ -0,0 +1,4 @@ +# overall hypothesis is that people who work more than 35hr a week +#(TEHRFTPT) perform better in society + +# Look at their activities From 759929377284ac917a3303ef793cb148e84c6457 Mon Sep 17 00:00:00 2001 From: Zack Cooper Date: Fri, 6 Feb 2015 16:33:34 -0500 Subject: [PATCH 2/3] Finished normal mode of project. Want to continue adding user comparisons though --- American Time Use Analysis.ipynb | 487 +++++++++++++++++++++++++++++++ activity_lexicon_dict.csv | 2 +- supporting.py | 73 ++++- 3 files changed, 558 insertions(+), 4 deletions(-) create mode 100644 American Time Use Analysis.ipynb diff --git a/American Time Use Analysis.ipynb b/American Time Use Analysis.ipynb new file mode 100644 index 0000000..045849a --- /dev/null +++ b/American Time Use Analysis.ipynb @@ -0,0 +1,487 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:965dac6698fe006a76bec97ee1de9b1bd1e15b8285d46b1e3515577a255c000b" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pandas as pd\n", + "import re\n", + "import matplotlib.pyplot as ply\n", + "import seaborn as sbn\n", + "import numpy as np\n", + "from scipy import stats \n", + "\n", + "\n", + "%matplotlib inline\n", + "ply.rc('figure', figsize=(14, 10))\n", + "\n", + "activity_code_dict = pd.read_csv(\"activity_lexicon_dict.csv\")\n", + "\n", + "summary = pd.read_csv(\"/Users/zackjcooper/repos/ironyard/atus-analysis/atusdata/atussum_2013/atussum_2013.dat\")\n", + "summary = summary.replace([-1, -2, -3, -4], np.nan)\n", + "\n", + "adults = (summary.TEAGE >= 18)\n", + "employed = (summary.TELFS <= 2)\n", + "summary = summary[adults & employed]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 262 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def activity_columns(data, activity_code):\n", + " \"\"\"For the activity code given, return all columns that fall\n", + " under that activity.\"\"\"\n", + " col_prefix = \"t{}\".format(activity_code)\n", + " return [column for column in data.columns if re.match(col_prefix, column)]\n", + "\n", + "def average_minutes(data, activity_code):\n", + " cols = activity_columns(data, activity_code)\n", + " activity_data = data[cols]\n", + " activity_sums = activity_data.sum(axis=1)\n", + " data = data[['TUFINLWGT']]\n", + " data['minutes'] = activity_sums\n", + " data = data.rename(columns={\"TUFINLWGT\": \"weight\"})\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / data.weight.sum()\n", + "\n", + "def activity_name_lookup(a_list):\n", + " return [((activity_code_dict_t[int(code)][0], num)) for code, num in a_list]\n", + "\n", + "def percentage_more(original, challenger):\n", + " return (original - challenger) / challenger\n", + "\n", + "def comparing_user_sets(original, challenger, activity_code):\n", + " original_activity = average_minutes(summary[original], activity_code) / 60\n", + " challenger_activity = average_minutes(summary[challenger], activity_code) / 60\n", + " return percentage_more(original_activity, challenger_activity)\n", + "\n", + "def list_of_comparisons(orig, chall, activity_code_list):\n", + " output_list = []\n", + " for code in activity_code_list:\n", + " if statistical_sig(orig, chall, code):\n", + " result_percent = comparing_user_sets(orig, chall, code)\n", + " output_list.append((code, result_percent))\n", + " \n", + " return output_list\n", + "\n", + "def statistical_sig(a_list, b_list, code):\n", + " try: \n", + " if len(code) <= 2:\n", + " return True\n", + " a = summary[a_list]['t{}'.format(code)]\n", + " b = summary[b_list]['t{}'.format(code)]\n", + " z_stat, p_val = stats.ranksums(np.asarray(a), np.asarray(b))\n", + " if p_val < .1:\n", + " return True\n", + " except:\n", + " return False\n", + "\n", + "def values_only(a_list):\n", + " return [num for code, num in a_list]\n", + "\n", + "def value_names(a_list):\n", + " return [name for name, num in a_list]\n", + "\n", + "def remove_outliers(a_list):\n", + " high_percentile = np.percentile(values_only(a_list), 99)\n", + " if high_percentile >= 1000:\n", + " high_percentile = 100\n", + " return [(counter, value) for counter, value in a_list if abs(value) < high_percentile]\n", + "\n", + "def plot_horiz_bar(a_list):\n", + " a_list = remove_outliers(a_list)\n", + " x_labels = value_names(activity_name_lookup(a_list))\n", + " x_values = values_only(activity_name_lookup(a_list))\n", + " width = .5\n", + " height = np.arange(len(x_labels))\n", + "\n", + " ply.yticks(height+width/2., x_labels)\n", + " ply.barh(height, x_values, width, color = sbn.color_palette())\n", + " return ply.show()\n", + "\n", + "def plot_user_group_breakdown(user_list_a, user_list_b, data_point):\n", + " a_list = summary[user_list_a][data_point].value_counts()\n", + " b_list = summary[user_list_b][data_point].value_counts()\n", + "\n", + " a_list_weight = a_list / a_list.sum()\n", + " b_list_weight = b_list / b_list.sum()\n", + "\n", + " fig, ax = ply.subplots()\n", + " rects1 = ax.bar(np.arange(len(a_list_weight)), \n", + " a_list_weight.sort_index(), .35, color='r')\n", + " rects2 = ax.bar(np.arange(len(b_list_weight))+.35, \n", + " b_list_weight.sort_index(), .35, color='b')\n", + " ax.legend( (rects1, rects2), ('user_list_a', 'user_list_b') )\n", + " ply.xticks(np.arange(len(a_list_weight))+.35/2, \n", + " a_list_weight.sort_index().index )\n", + " return ply.show()\n", + "\n", + "def clean_dict_activity(a_list):\n", + " string_list = [str(thing) for thing in a_list]\n", + " output = ['0{}'.format(char) for char in string_list if len(char) > 3 and len(char) < 6]\n", + " return output" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 263 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Only looking at the breakdown amongst employed adults." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following graphs breakdown our user set. As noted above, all date we'll be analyzing is only looking at employed adults (>18)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "no_children_crit = (summary.TRCHILDNUM == 0)\n", + "has_children_crit = (summary.TRCHILDNUM == 1)\n", + "female = (summary.TESEX == 2)\n", + "male = (summary.TESEX == 1)\n", + "partner_emp = (summary.TESPEMPNOT == 1)\n", + "partner_unemp = (summary.TESPEMPNOT == 2)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 264 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mean age of total dataset: 48.28\n", + "\n", + "Mean age of employed adults: 43.55\n", + "\n", + "Mean age of no children: 48.35\n", + "\n", + "Mean age of has children: 40.71\n", + "\n", + "Mean age for men: 44.08\n", + "\n", + "Mean age for women: 43.81\n", + "\n", + "Mean hours work with children: 40.61\n", + "\n", + "Mean hours work with NO children: 39.9\n", + "\n", + "Mean hours worked - female: 36.91\n", + "\n", + "Mean hours worked - male: 43.58\n", + "\n", + "With a partner employed, works: 40.23\n", + "\n", + "With an unemployed partner, works: 42.27\n", + "\n", + "No user in this data set has greater than 1 child (employed adult).\n", + "There are 3399 females and 3328 males" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Employed partner vs no partner: age\n", + "plot_user_group_breakdown(partner_emp, partner_unemp, 'TEAGE')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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tj5ZSPpvkk6WULye5KMmNtda/LaW8IcmHSynfS/Jokhsu7LQAAACWt2LYqbWeSvLGRavv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\nneWxjaLurqw9iXj8lbXPJvZ3LLAzaV4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+ "text": [ + "" + ] + } + ], + "prompt_number": 265 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Children vs no children: age\n", + "plot_user_group_breakdown(no_children_crit, has_children_crit, 'TEAGE')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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TTL/Yhw8fXdQBNbm2V/pYau0TT/xtRkaGT3p+y5atGRgYOCv7nakfHZ1I8vwb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\nfwAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 266 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Male vs Female: age\n", + "plot_user_group_breakdown(male, female, 'TEAGE')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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cd9vWSra7uHap7a22h+Vse7PUDkofg1A7KH0MW+1q6je7pYJhr7BzU5IXl1Lu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\nYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 267 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "The below begins the breakdown of how these different usergroups spend their time" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "high_tier = ['01','02','03','04','05','06','07','08','09','10','11','12','13','14','15','16','18']\n", + "activity_code_dict.index = activity_code_dict['code']\n", + "activity_code_dict_t = activity_code_dict.T\n", + "activity_code_dict_t = activity_code_dict_t.drop(activity_code_dict_t.index[[0]])\n", + "all_activities = clean_dict_activity(activity_code_dict_t.columns)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 268 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "emp_vs_unemp_part_results = list_of_comparisons(partner_emp, partner_unemp, high_tier)\n", + "ply.title('Increase in activity over an unemployed partner if you have an employed partner')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(emp_vs_unemp_part_results)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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f58MLQ/3bXjPrNfw0ymfzOkqveX914yHgiFqfdqA2StDPNbzNccLMa97H+nmdObjG+2sN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TAAAF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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 269 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "emp_vs_unemp_part_results = list_of_comparisons(partner_emp, partner_unemp, all_activities)\n", + "ply.title('Increase in activity over an unemployed partner if you have an employed partner')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(emp_vs_unemp_part_results)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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zaF/nHcBatR2vAa5n3rDhzLrv8+HxRwa6XjPrNfwrlM/mlZS77MOdG3cDx9bz6VXUsIJh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\n5ukRsSvVNNUVgDMy8+udqbT7jNbbpuUuxatVt2ykvlJ9ub+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+ "text": [ + "" + ] + } + ], + "prompt_number": 270 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_vs_female_results = list_of_comparisons(male, female, high_tier)\n", + "ply.title('Increase in activity over a female if you are male')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(male_vs_female_results)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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JkiSpy5jsS5IkSZLUZUz2JUmSJEnqMib7kiRJkiR1GZN9SZIkSZK6jMm+JEmSJEldxmRf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+ "text": [ + "" + ] + } + ], + "prompt_number": 271 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_vs_female_full_res = list_of_comparisons(male, female, all_activities)\n", + "ply.title('Increase in activity over a female if you are male')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(male_vs_female_full_res)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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sBowAlgVWAr6cmX+JiO2BI4FJwETgzsw8chb7WpIkSZJmm88EUG8YAYzp/iEi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+ "text": [ + "" + ] + } + ], + "prompt_number": 272 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "child_vs_no_child_results = list_of_comparisons(has_children_crit, no_children_crit, high_tier)\n", + "ply.title('Increase in activity over no children if you have children')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(child_vs_no_child_results)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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JkiSpy5jsS5IkSZLUZZzGL0mSJA0xD866b5k4p6TFx2RfkiRJGkLGj5/A5748hb6+2R05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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 273 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "child_vs_no_child_results = list_of_comparisons(has_children_crit, no_children_crit, all_activities)\n", + "ply.title('Increase in activity over no children if you have children')\n", + "ply.xlabel('Percentage increase')\n", + "plot_horiz_bar(child_vs_no_child_results)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Hcy9gEb/Q9QIAANha1irgPz3JCzIFz1cmeW5VXTHJTZJ8uKouleQVSX45yS5J3tndPzfL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\nJEmSJFXAgC9JkiRJUgUM+JIkSZIkVWB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newline at end of file diff --git a/activity_lexicon_dict.csv b/activity_lexicon_dict.csv index 0087ead..f9b93d3 100644 --- a/activity_lexicon_dict.csv +++ b/activity_lexicon_dict.csv @@ -1 +1 @@ -code,activity 130205,Watching billiards 130204,Watching biking 130203,Watching basketball 130202,Watching baseball 130201,Watching aerobics 130136,Doing yoga 130135,Wrestling 130134,"Working out, unspecified" 130133,Weightlifting/strength training 130132,Participating in water sports 130131,Walking 130130,Playing volleyball 130129,Vehicle touring/racing 130128,Using cardiovascular equipment 130127,Softball 130126,Playing soccer 130125,"Skiing, ice skating, snowboarding" 130124,Running 130123,Playing rugby 130122,Rollerblading 130121,Participating in rodeo competitions 130120,Playing racquet sports 130119,Participating in martial arts 130118,Hunting 130117,Playing hockey 130116,Hiking 130115,Doing gymnastics 130114,Golfing 130113,Playing football 130112,Fishing 130111,Fencing 130110,Participating in equestrian sports 130109,Dancing 130108,"Climbing, spelunking, caving" 130107,Bowling 130106,Boating 130105,Playing billiards 130104,Biking 130103,Playing basketball 130102,Playing baseball 130101,Doing aerobics 120504,Waiting associated with arts & entertainment 120503,Waiting associated with relaxing/leisure 120502,Waiting assoc. w/attending/hosting social events 120501,Waiting assoc. w/socializing & communicating 120405,Security procedures rel. to arts & entertainment 120404,Attending gambling establishments 120403,Attending movies/film 120402,Attending museums 120401,Attending performing arts 120313,Writing for personal interest 120312,Reading for personal interest 120311,"Hobbies, except arts & crafts and collecting" 120310,Collecting as a hobby 120309,Arts and crafts as a hobby 120308,Computer use for leisure (exc. Games) 120307,Playing games 120306,Listening to/playing music (not radio) 120305,Listening to the radio 120304,Television (religious) 120303,Television and movies (not religious) 120302,Tobacco and drug use 120301,"Relaxing, thinking " 120202,Attending meetings for personal interest (not volunteering) 120201,Attending or hosting parties/receptions/ceremonies 120101,Socializing and communicating with others 110201,Waiting associated w/eating & drinking 110101,Eating and drinking 100401,Security procedures rel. to govt svcs/civic obligations 100305,Waiting associated with civic obligations & participation 100304,Waiting associated with using government services 100201,Civic obligations & participation 100103,"Obtaining licenses & paying fines, fees, taxes" 100102,Using social services 100101,Using police and fire services 90502,Waiting associated with vehicle main. or repair svcs 90501,Using vehicle maintenance or repair services 90402,Waiting associated with using lawn & garden services 90401,Using lawn and garden services 90302,Waiting associated with pet services 90301,Using pet services 90202,Waiting associated w/ home main/repair/d_cor/constr 90201,Using home maint/repair/d_cor/construction svcs 90104,Waiting associated with using household services 90103,Using clothing repair and cleaning services 90102,Using meal preparation services 90101,Using interior cleaning services 80801,Security procedures rel. to professional/personal svcs. 80702,Waiting associated with veterinary services 80701,Using veterinary services 80602,Waiting associated w/purchasing/selling real estate 80601,Activities rel. to purchasing/selling real estate 80502,Waiting associated w/personal care services 80501,Using personal care services 80403,Waiting associated with medical services 80402,Using in-home health and care services 80401,Using health and care services outside the home 80302,Waiting associated with legal services 80301,Using legal services 80203,Waiting associated w/banking/financial services 80202,Using other financial services 80201,Banking 80102,Waiting associated w/purchasing childcare svcs 80101,Using paid childcare services 70301,Security procedures rel. to consumer purchases 70201,Comparison shopping 70105,Waiting associated with shopping 70104,"Shopping, except groceries, food and gas" 70103,Purchasing food (not groceries) 70102,Purchasing gas 70101,Grocery shopping 60403,Waiting associated w/admin. activities (education) 60402,Administrative activities: class for personal interest 60401,"Administrative activities: class for degree, certification, or licensure" 60303,Waiting associated with research/homework 60302,Research/homework for class for pers. interest 60301,"Research/homework for class for degree, certification, or licensure" 60204,Waiting associated with extracurricular activities 60203,Extracurricular student government activities 60202,Extracurricular music & performance activities 60201,Extracurricular club activities 60104,Security procedures rel. to taking classes 60103,Waiting associated with taking classes 60102,Taking class for personal interest 60101,"Taking class for degree, certification, or licensure" 50405,Security procedures rel. to job search/interviewing 50404,Waiting associated with job search or interview 50403,Job interviewing 50401,Job search activities 50305,Waiting associated with other income-generating activities 50304,Income-generating rental property activities 50303,Income-generating services 50302,Income-generating performances 50301,"Income-generating hobbies, crafts, and food" 50205,Waiting associated with work-related activities 50204,Security procedures as part of job 50203,Sports and exercise as part of job 50202,Eating and drinking as part of job 50201,"Socializing, relaxing, and leisure as part of job" 50104,Waiting associated with working 50103,Security procedures related to work 50102,"Work, other job(s)" 50101,"Work, main job" 40508,Waiting associated with helping nonhh adults 40507,Picking up/dropping off nonhh adult 40506,Household management & paperwork assistance for nonhh adults 40505,Financial management assistance for nonhh adults 40504,Vehicle & appliance maintenance/repair assistance for nonhh adults 40503,Animal & pet care assistance for nonhh adults 40502,House & lawn maintenance & repair assistance for nonhh adults 40501,"Housework, cooking, & shopping assistance for nonhh adults" 40405,Waiting associated with caring for nonhh adults 40404,Obtaining medical and care services for nonhh adult 40403,Providing medical care to nonhh adult 40402,Looking after nonhh adult (as a primary activity) 40401,Physical care for nonhh adults 40303,Waiting associated with nonhh children's health 40302,Obtaining medical care for nonhh children 40301,Providing medical care to nonhh children 40204,Waiting associated with nonhh children's education 40203,Home schooling of nonhh children 40202,Meetings and school conferences (nonhh children) 40201,Homework (nonhh children) 40112,Dropping off/picking up nonhh children 40111,Waiting for/with nonhh children 40110,Attending nonhh children's events 40109,Looking after nonhh children (as primary activity) 40108,Organization & planning for nonhh children 40106,Talking with/listening to nonhh children 40105,Playing sports with nonhh children 40104,Arts and crafts with nonhh children 40103,"Playing with nonhh children, not sports" 40102,Reading to/with nonhh children 40101,Physical care for nonhh children 30504,Waiting associated with helping hh adults 30503,Picking up/dropping off hh adult 30502,Organization & planning for hh adults 30501,Helping hh adults 30405,Waiting associated with caring for household adults 30404,Obtaining medical and care services for hh adult 30403,Providing medical care to hh adult 30402,Looking after hh adult (as a primary activity) 30401,Physical care for hh adults 30303,Waiting associated with hh children's health 30302,Obtaining medical care for hh children 30301,Providing medical care to hh children 30204,Waiting associated with hh children's education 30203,Home schooling of hh children 30202,Meetings and school conferences (hh children) 30201,Homework (hh children) 30112,Picking up/dropping off hh children 30111,Waiting for/with hh children 30110,Attending hh children's events 30109,Looking after hh children (as a primary activity) 30108,Organization & planning for hh children 30106,Talking with/listening to hh children 30105,Playing sports with hh children 30104,Arts and crafts with hh children 30103,"Playing with hh children, not sports" 30102,Reading to/with hh children 30101,Physical care for hh children 20905,Home security 20904,HH & personal e-mail and messages 20903,HH & personal mail & messages (except e-mail) 20902,Household & personal organization and planning 20901,Financial management 20801,"Appliance, tool, and toy set-up, repair, & maintenance (by self)" 20701,Vehicle repair and maintenance (by self) 20602,Walking / exercising / playing with animals 20601,Care for animals and pets (not veterinary care) 20502,"Ponds, pools, and hot tubs" 20501,"Lawn, garden, and houseplant care" 20402,"Exterior repair, improvements, & decoration" 20401,Exterior cleaning 20303,Heating and cooling 20302,Building and repairing furniture 20301,"Interior arrangement, decoration, & repairs" 20203,Kitchen and food clean-up 20202,Food presentation 20201,Food and drink preparation 20104,"Storing interior hh items, inc. food" 20103,"Sewing, repairing, & maintaining textiles" 20102,Laundry 20101,Interior cleaning 10501,Personal emergencies 10401,Personal/Private activities 10301,Health-related self care 10201,"Washing, dressing and grooming oneself" 10102,Sleeplessness 10101,Sleeping , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , 130206,Watching boating , , , 130207,Watching bowling , 130208,"Watching climbing, spelunking, caving" 130209,Watching dancing 130210,Watching equestrian sports , , 130211,Watching fencing 130212,Watching fishing , , 130213,Watching football , 130214,Watching golfing , 130215,Watching gymnastics , , 130216,Watching hockey , 130217,Watching martial arts , 130218,Watching racquet sports , , , 130219,Watching rodeo competitions 130220,Watching rollerblading , 130221,Watching rugby 130222,Watching running , , 130223,"Watching skiing, ice skating, snowboarding" , 130224,Watching soccer 130225,Watching softball , 130226,Watching vehicle touring/racing , , , 130227,Watching volleyball , 130228,Watching walking , 130229,Watching water sports , , 130230,Watching weightlifting/strength training , 130231,"Watching people working out, unspecified" 130232,Watching wrestling 130299,"Attending sporting events, " , , , , , , , , 130301,Waiting related to playing sports or exercising 130302,Waiting related to attending sporting events 130399,"Waiting associated with sports, exercise, & recreation, " 130401,Security related to playing sports or exercising , , 130402,Security related to attending sporting events , , 130499,"Security related to sports, exercise, & recreation, " 139999,"Sports, exercise, & recreation, " 140101,Attending religious services , , , , , 140102,Participation in religious practices , , , , , , , , , , , , , 140103,Waiting associated w/religious & spiritual activities , 140104,Security procedures rel. to religious & spiritual activities , , 140105,Religious education activities , , , , , , 149999,"Religious and spiritual activities, " 150101,Computer use , , , , 150102,Organizing and preparing , , , , , 150103,Reading , , 150104,Telephone calls (except hotline counseling) , 150105,Writing , 150106,Fundraising , , , , , , , 150199,"Administrative & support activities, " , 150201,"Food preparation, presentation, clean-up" , , , , , 150202,Collecting & delivering clothing & other goods , , , , , , , 150203,Providing care , , , , , 150204,"Teaching, leading, counseling, mentoring" , , , , , , , , , , , , 150299,"Social service & care activities, " , , 150301,"Building houses, wildlife sites, & other structures" , , 150302,"Indoor & outdoor maintenance, repair, & clean-up" , , , , , , , , , 150399,"Indoor & outdoor maintenance, building & clean-up activities, " 150401,Performing , , , 150402,Serving at volunteer events & cultural activities , , , , , , , , , , , 150499,"Participating in performance & cultural activities, " 150501,"Attending meetings, conferences, & training" , , , , 150599,"Attending meetings, conferences, & training, " 150601,Public health activities , 150602,Public safety activities , 150699,"Public health & safety activities, " 150701,Waiting associated with volunteer activities 150799,"Waiting associated with volunteer activities, " 150801,Security procedures related to volunteer activities , , 150899,"Security procedures related to volunteer activities, " 159999,"Volunteer activities, " , , , , , 160101,Telephone calls to/from family members , 160102,"Telephone calls to/from friends, neighbors, or acquaintances" , , , 160103,Telephone calls to/from education services providers , , , 160104,Telephone calls to/from salespeople , , , , 160105,Telephone calls to/from professional or personal care svcs providers , , , , 160106,Telephone calls to/from household services providers , , , , , 160107,Telephone calls to/from paid child or adult care providers , , 160108,Telephone calls to/from government officials , , , , 160199,"Telephone calls (to or from), " , 160201,Waiting associated with telephone calls , 160299,"Waiting associated with telephone calls, " 169999,"Telephone calls, " 180101,Travel related to personal care 180199,"Travel related to personal care, " 180201,Travel related to housework 180202,"Travel related to food & drink prep., clean-up, & presentation" 180203,"Travel related to interior maintenance, repair, & decoration" 180204,"Travel related to exterior maintenance, repair, & decoration" 180205,"Travel related to lawn, garden, and houseplant care" 180206,Travel related to care for animals and pets (not vet care) 180207,Travel related to vehicle care & maintenance (by self) 180208,"Travel related to appliance, tool, and toy set-up, repair, & maintenance (by self)" 180209,Travel related to household management 180299,"Travel related to household activities, " 180301,Travel related to caring for & helping hh children 180302,Travel related to hh children's education 180303,Travel related to hh children's health 180304,Travel related to caring for hh adults 180305,Travel related to helping hh adults 180399,"Travel rel. to caring for & helping hh members, " 180401,Travel related to caring for and helping nonhh children 180402,Travel related to nonhh children's education 180403,Travel related to nonhh children's health 180404,Travel related to caring for nonhh adults 180405,Travel related to helping nonhh adults 180499,"Travel rel. to caring for & helping nonhh members, " 180501,Travel related to working 180502,Travel related to work-related activities 180503,Travel related to income-generating activities 180504,Travel related to job search & interviewing 180599,"Travel related to work, " 180601,Travel related to taking class 180602,Travel related to extracurricular activities (ex. Sports) 180603,Travel related to research/homework 180604,Travel related to registration/administrative activities 180699,"Travel related to education, " 180701,Travel related to grocery shopping 180702,Travel related to purchasing gas 180703,Travel related to purchasing food (not groceries) 180704,"Travel related to shopping, ex groceries, food, and gas" 180799,"Travel related to consumer purchases, " 180801,Travel related to using childcare services 180802,Travel related to using financial services and banking 180803,Travel related to using legal services 180804,Travel related to using medical services 180805,Travel related to using personal care services 180806,Travel related to using real estate services 180807,Travel related to using veterinary services 180899,"Travel rel. to using prof. & personal care services, " 180901,Travel related to using household services 180902,Travel related to using home main./repair/d_cor./construction svcs 180903,Travel related to using pet services (not vet) 180904,Travel related to using lawn and garden services 180905,Travel related to using vehicle maintenance & repair services 180999,"Travel related to using household services, " 181001,Travel related to using government services 181002,Travel related to civic obligations & participation 181099,"Travel rel. to govt svcs & civic obligations, " 181101,Travel related to eating and drinking 181199,"Travel related to eating and drinking, " 181201,Travel related to socializing and communicating 181202,Travel related to attending or hosting social events 181203,Travel related to relaxing and leisure 181204,Travel related to arts and entertainment 181205,Travel as a form of entertainment , , 181299,"Travel rel. to socializing, relaxing, & leisure, " 181301,Travel related to participating in sports/exercise/recreation 181302,Travel related to attending sporting/recreational events 181399,"Travel related to sports, exercise, & recreation, " 181401,Travel related to religious/spiritual practices 181499,"Travel rel. to religious/spiritual activities, " 181501,Travel related to volunteering 181599,"Travel related to volunteer activities, " 181601,Travel related to phone calls 181699,"Travel rel. to phone calls, " 181801,Security procedures related to traveling , , 181899,"Security procedures related to traveling, " 189999,"Traveling, " , , , , , , , 500101,Insufficient detail in verbatim 500103,Missing travel or destination 500105,"Respondent refused to provide information/""none of your business""" 500106,Gap/can't remember 500107,Unable to code activity at 1st tier 509999,"Data codes, " \ No newline at end of file +code,activity 10101,Sleeping 10102,Sleeplessness 10201,"Washing, dressing and grooming oneself" 10301,Health-related self care 10401,Personal/Private activities 10501,Personal emergencies 20101,Interior cleaning 20102,Laundry 20103,"Sewing, repairing, & maintaining textiles" 20104,"Storing interior hh items, inc. food" 20201,Food and drink preparation 20202,Food presentation 20203,Kitchen and food clean-up 20301,"Interior arrangement, decoration, & repairs" 20302,Building and repairing furniture 20303,Heating and cooling 20401,Exterior cleaning 20402,"Exterior repair, improvements, & decoration" 20501,"Lawn, garden, and houseplant care" 20502,"Ponds, pools, and hot tubs" 20601,Care for animals and pets (not veterinary care) 20602,Walking / exercising / playing with animals 20701,Vehicle repair and maintenance (by self) 20801,"Appliance, tool, and toy set-up, repair, & maintenance (by self)" 20901,Financial management 20902,Household & personal organization and planning 20903,HH & personal mail & messages (except e-mail) 20904,HH & personal e-mail and messages 20905,Home security 30101,Physical care for hh children 30102,Reading to/with hh children 30103,"Playing with hh children, not sports" 30104,Arts and crafts with hh children 30105,Playing sports with hh children 30106,Talking with/listening to hh children 30108,Organization & planning for hh children 30109,Looking after hh children (as a primary activity) 30110,Attending hh children's events 30111,Waiting for/with hh children 30112,Picking up/dropping off hh children 30201,Homework (hh children) 30202,Meetings and school conferences (hh children) 30203,Home schooling of hh children 30204,Waiting associated with hh children's education 30301,Providing medical care to hh children 30302,Obtaining medical care for hh children 30303,Waiting associated with hh children's health 30401,Physical care for hh adults 30402,Looking after hh adult (as a primary activity) 30403,Providing medical care to hh adult 30404,Obtaining medical and care services for hh adult 30405,Waiting associated with caring for household adults 30501,Helping hh adults 30502,Organization & planning for hh adults 30503,Picking up/dropping off hh adult 30504,Waiting associated with helping hh adults 40101,Physical care for nonhh children 40102,Reading to/with nonhh children 40103,"Playing with nonhh children, not sports" 40104,Arts and crafts with nonhh children 40105,Playing sports with nonhh children 40106,Talking with/listening to nonhh children 40108,Organization & planning for nonhh children 40109,Looking after nonhh children (as primary activity) 40110,Attending nonhh children's events 40111,Waiting for/with nonhh children 40112,Dropping off/picking up nonhh children 40201,Homework (nonhh children) 40202,Meetings and school conferences (nonhh children) 40203,Home schooling of nonhh children 40204,Waiting associated with nonhh children's education 40301,Providing medical care to nonhh children 40302,Obtaining medical care for nonhh children 40303,Waiting associated with nonhh children's health 40401,Physical care for nonhh adults 40402,Looking after nonhh adult (as a primary activity) 40403,Providing medical care to nonhh adult 40404,Obtaining medical and care services for nonhh adult 40405,Waiting associated with caring for nonhh adults 40501,"Housework, cooking, & shopping assistance for nonhh adults" 40502,House & lawn maintenance & repair assistance for nonhh adults 40503,Animal & pet care assistance for nonhh adults 40504,Vehicle & appliance maintenance/repair assistance for nonhh adults 40505,Financial management assistance for nonhh adults 40506,Household management & paperwork assistance for nonhh adults 40507,Picking up/dropping off nonhh adult 40508,Waiting associated with helping nonhh adults 50101,"Work, main job" 50102,"Work, other job(s)" 50103,Security procedures related to work 50104,Waiting associated with working 50201,"Socializing, relaxing, and leisure as part of job" 50202,Eating and drinking as part of job 50203,Sports and exercise as part of job 50204,Security procedures as part of job 50205,Waiting associated with work-related activities 50301,"Income-generating hobbies, crafts, and food" 50302,Income-generating performances 50303,Income-generating services 50304,Income-generating rental property activities 50305,Waiting associated with other income-generating activities 50401,Job search activities 50403,Job interviewing 50404,Waiting associated with job search or interview 50405,Security procedures rel. to job search/interviewing 60101,"Taking class for degree, certification, or licensure" 60102,Taking class for personal interest 60103,Waiting associated with taking classes 60104,Security procedures rel. to taking classes 60201,Extracurricular club activities 60202,Extracurricular music & performance activities 60203,Extracurricular student government activities 60204,Waiting associated with extracurricular activities 60301,"Research/homework for class for degree, certification, or licensure" 60302,Research/homework for class for pers. interest 60303,Waiting associated with research/homework 60401,"Administrative activities: class for degree, certification, or licensure" 60402,Administrative activities: class for personal interest 60403,Waiting associated w/admin. activities (education) 70101,Grocery shopping 70102,Purchasing gas 70103,Purchasing food (not groceries) 70104,"Shopping, except groceries, food and gas" 70105,Waiting associated with shopping 70201,Comparison shopping 70301,Security procedures rel. to consumer purchases 80101,Using paid childcare services 80102,Waiting associated w/purchasing childcare svcs 80201,Banking 80202,Using other financial services 80203,Waiting associated w/banking/financial services 80301,Using legal services 80302,Waiting associated with legal services 80401,Using health and care services outside the home 80402,Using in-home health and care services 80403,Waiting associated with medical services 80501,Using personal care services 80502,Waiting associated w/personal care services 80601,Activities rel. to purchasing/selling real estate 80602,Waiting associated w/purchasing/selling real estate 80701,Using veterinary services 80702,Waiting associated with veterinary services 80801,Security procedures rel. to professional/personal svcs. 90101,Using interior cleaning services 90102,Using meal preparation services 90103,Using clothing repair and cleaning services 90104,Waiting associated with using household services 90201,Using home maint/repair/d_cor/construction svcs 90202,Waiting associated w/ home main/repair/d_cor/constr 90301,Using pet services 90302,Waiting associated with pet services 90401,Using lawn and garden services 90402,Waiting associated with using lawn & garden services 90501,Using vehicle maintenance or repair services 90502,Waiting associated with vehicle main. or repair svcs 100101,Using police and fire services 100102,Using social services 100103,"Obtaining licenses & paying fines, fees, taxes" 100201,Civic obligations & participation 100304,Waiting associated with using government services 100305,Waiting associated with civic obligations & participation 100401,Security procedures rel. to govt svcs/civic obligations 110101,Eating and drinking 110201,Waiting associated w/eating & drinking 120101,Socializing and communicating with others 120201,Attending or hosting parties/receptions/ceremonies 120202,Attending meetings for personal interest (not volunteering) 120301,"Relaxing, thinking " 120302,Tobacco and drug use 120303,Television and movies (not religious) 120304,Television (religious) 120305,Listening to the radio 120306,Listening to/playing music (not radio) 120307,Playing games 120308,Computer use for leisure (exc. Games) 120309,Arts and crafts as a hobby 120310,Collecting as a hobby 120311,"Hobbies, except arts & crafts and collecting" 120312,Reading for personal interest 120313,Writing for personal interest 120401,Attending performing arts 120402,Attending museums 120403,Attending movies/film 120404,Attending gambling establishments 120405,Security procedures rel. to arts & entertainment 120501,Waiting assoc. w/socializing & communicating 120502,Waiting assoc. w/attending/hosting social events 120503,Waiting associated with relaxing/leisure 120504,Waiting associated with arts & entertainment 130101,Doing aerobics 130102,Playing baseball 130103,Playing basketball 130104,Biking 130105,Playing billiards 130106,Boating 130107,Bowling 130108,"Climbing, spelunking, caving" 130109,Dancing 130110,Participating in equestrian sports 130111,Fencing 130112,Fishing 130113,Playing football 130114,Golfing 130115,Doing gymnastics 130116,Hiking 130117,Playing hockey 130118,Hunting 130119,Participating in martial arts 130120,Playing racquet sports 130121,Participating in rodeo competitions 130122,Rollerblading 130123,Playing rugby 130124,Running 130125,"Skiing, ice skating, snowboarding" 130126,Playing soccer 130127,Softball 130128,Using cardiovascular equipment 130129,Vehicle touring/racing 130130,Playing volleyball 130131,Walking 130132,Participating in water sports 130133,Weightlifting/strength training 130134,"Working out, unspecified" 130135,Wrestling 130136,Doing yoga 130201,Watching aerobics 130202,Watching baseball 130203,Watching basketball 130204,Watching biking 130205,Watching billiards 130206,Watching boating 130207,Watching bowling 130208,"Watching climbing, spelunking, caving" 130209,Watching dancing 130210,Watching equestrian sports 130211,Watching fencing 130212,Watching fishing 130213,Watching football 130214,Watching golfing 130215,Watching gymnastics 130216,Watching hockey 130217,Watching martial arts 130218,Watching racquet sports 130219,Watching rodeo competitions 130220,Watching rollerblading 130221,Watching rugby 130222,Watching running 130223,"Watching skiing, ice skating, snowboarding" 130224,Watching soccer 130225,Watching softball 130226,Watching vehicle touring/racing 130227,Watching volleyball 130228,Watching walking 130229,Watching water sports 130230,Watching weightlifting/strength training 130231,"Watching people working out, unspecified" 130232,Watching wrestling 130299,"Attending sporting events, " 130301,Waiting related to playing sports or exercising 130302,Waiting related to attending sporting events 130399,"Waiting associated with sports, exercise, & recreation, " 130401,Security related to playing sports or exercising 130402,Security related to attending sporting events 130499,"Security related to sports, exercise, & recreation, " 140101,Attending religious services 140102,Participation in religious practices 140103,Waiting associated w/religious & spiritual activities 140104,Security procedures rel. to religious & spiritual activities 140105,Religious education activities 149999,"Religious and spiritual activities, " 150101,Computer use 150102,Organizing and preparing 150103,Reading 150104,Telephone calls (except hotline counseling) 150105,Writing 150106,Fundraising 150199,"Administrative & support activities, " 150201,"Food preparation, presentation, clean-up" 150202,Collecting & delivering clothing & other goods 150203,Providing care 150204,"Teaching, leading, counseling, mentoring" 150299,"Social service & care activities, " 150301,"Building houses, wildlife sites, & other structures" 150302,"Indoor & outdoor maintenance, repair, & clean-up" 150399,"Indoor & outdoor maintenance, building & clean-up activities, " 150401,Performing 150402,Serving at volunteer events & cultural activities 150499,"Participating in performance & cultural activities, " 150501,"Attending meetings, conferences, & training" 150599,"Attending meetings, conferences, & training, " 150601,Public health activities 150602,Public safety activities 150699,"Public health & safety activities, " 150701,Waiting associated with volunteer activities 150799,"Waiting associated with volunteer activities, " 150801,Security procedures related to volunteer activities 150899,"Security procedures related to volunteer activities, " 159999,"Volunteer activities, " 160101,Telephone calls to/from family members 160102,"Telephone calls to/from friends, neighbors, or acquaintances" 160103,Telephone calls to/from education services providers 160104,Telephone calls to/from salespeople 160105,Telephone calls to/from professional or personal care svcs providers 160106,Telephone calls to/from household services providers 160107,Telephone calls to/from paid child or adult care providers 160108,Telephone calls to/from government officials 160199,"Telephone calls (to or from), " 160201,Waiting associated with telephone calls 160299,"Waiting associated with telephone calls, " 169999,"Telephone calls, " 180101,Travel related to personal care 180199,"Travel related to personal care, " 180201,Travel related to housework 180202,"Travel related to food & drink prep., clean-up, & presentation" 180203,"Travel related to interior maintenance, repair, & decoration" 180204,"Travel related to exterior maintenance, repair, & decoration" 180205,"Travel related to lawn, garden, and houseplant care" 180206,Travel related to care for animals and pets (not vet care) 180207,Travel related to vehicle care & maintenance (by self) 180208,"Travel related to appliance, tool, and toy set-up, repair, & maintenance (by self)" 180209,Travel related to household management 180299,"Travel related to household activities, " 180301,Travel related to caring for & helping hh children 180302,Travel related to hh children's education 180303,Travel related to hh children's health 180304,Travel related to caring for hh adults 180305,Travel related to helping hh adults 180399,"Travel rel. to caring for & helping hh members, " 180401,Travel related to caring for and helping nonhh children 180402,Travel related to nonhh children's education 180403,Travel related to nonhh children's health 180404,Travel related to caring for nonhh adults 180405,Travel related to helping nonhh adults 180499,"Travel rel. to caring for & helping nonhh members, " 180501,Travel related to working 180502,Travel related to work-related activities 180503,Travel related to income-generating activities 180504,Travel related to job search & interviewing 180599,"Travel related to work, " 180601,Travel related to taking class 180602,Travel related to extracurricular activities (ex. Sports) 180603,Travel related to research/homework 180604,Travel related to registration/administrative activities 180699,"Travel related to education, " 180701,Travel related to grocery shopping 180702,Travel related to purchasing gas 180703,Travel related to purchasing food (not groceries) 180704,"Travel related to shopping, ex groceries, food, and gas" 180799,"Travel related to consumer purchases, " 180801,Travel related to using childcare services 180802,Travel related to using financial services and banking 180803,Travel related to using legal services 180804,Travel related to using medical services 180805,Travel related to using personal care services 180806,Travel related to using real estate services 180807,Travel related to using veterinary services 180899,"Travel rel. to using prof. & personal care services, " 180901,Travel related to using household services 180902,Travel related to using home main./repair/d_cor./construction svcs 180903,Travel related to using pet services (not vet) 180904,Travel related to using lawn and garden services 180905,Travel related to using vehicle maintenance & repair services 180999,"Travel related to using household services, " 181001,Travel related to using government services 181002,Travel related to civic obligations & participation 181099,"Travel rel. to govt svcs & civic obligations, " 181101,Travel related to eating and drinking 181199,"Travel related to eating and drinking, " 181201,Travel related to socializing and communicating 181202,Travel related to attending or hosting social events 181203,Travel related to relaxing and leisure 181204,Travel related to arts and entertainment 181205,Travel as a form of entertainment 181299,"Travel rel. to socializing, relaxing, & leisure, " 181301,Travel related to participating in sports/exercise/recreation 181302,Travel related to attending sporting/recreational events 181399,"Travel related to sports, exercise, & recreation, " 181401,Travel related to religious/spiritual practices 181499,"Travel rel. to religious/spiritual activities, " 181501,Travel related to volunteering 181599,"Travel related to volunteer activities, " 181601,Travel related to phone calls 181699,"Travel rel. to phone calls, " 181801,Security procedures related to traveling 181899,"Security procedures related to traveling, " 189999,"Traveling," 1,Personal Care 2,Household Activities 3,Caring For & Helping Household Members 4,Caring For & Helping Non-Household Members 5,Work and Work-Related Activities 6,Education 7,Consumer Purchases 8,Professional and Personal Care Services 9,Household Services 10,Government Services and Civic Obligations 11,Eating and Drinking 12,"Socializing, Relaxing, and Leisure" 13,"Sports, Exercise, and Recreation" 14,"Religious and spiritual activities," 15,Volunteer Activities 16,Telephone Calls 18,Traveling \ No newline at end of file diff --git a/supporting.py b/supporting.py index 0337c39..e5e61ae 100644 --- a/supporting.py +++ b/supporting.py @@ -1,4 +1,71 @@ -# overall hypothesis is that people who work more than 35hr a week -#(TEHRFTPT) perform better in society +def activity_columns(data, activity_code): + """For the activity code given, return all columns that fall + under that activity.""" + col_prefix = "t{}".format(activity_code) + return [column for column in data.columns if re.match(col_prefix, column)] -# Look at their activities +def average_minutes(data, activity_code): + cols = activity_columns(data, activity_code) + activity_data = data[cols] + activity_sums = activity_data.sum(axis=1) + data = data[['TUFINLWGT']] + data['minutes'] = activity_sums + data = data.rename(columns={"TUFINLWGT": "weight"}) + data['weighted_minutes'] = data.weight * data.minutes + return data.weighted_minutes.sum() / data.weight.sum() + +def activity_name_lookup(a_list): + return [((activity_code_dict_t[int(code)][0], num)) for code, num in a_list] + +def percentage_more(original, challenger): + return (original - challenger) / challenger + +def comparing_user_sets(original, challenger, activity_code): + original_activity = average_minutes(summary[original], activity_code) / 60 + challenger_activity = average_minutes(summary[challenger], activity_code) / 60 + return percentage_more(original_activity, challenger_activity) + +def list_of_comparisons(orig, chall, activity_code_list): + output_list = [] + for code in activity_code_list: + result_percent = comparing_user_sets(orig, chall, code) + output_list.append((code, result_percent)) + return output_list + +def values_only(a_list): + return [num for code, num in a_list] + +def value_names(a_list): + return [name for name, num in a_list] + +def remove_outlier(a_list): + high_percentile = np.percentile(values_only(child_vs_no_child_results), 95) + return [(counter, value) for counter, value in child_vs_no_child_results if abs(value) < iqr] + +def plot_horiz_bar(a_list): + a_list = remove_outlier(a_list) + x_labels = value_names(activity_name_lookup(a_list)) + x_values = values_only(activity_name_lookup(a_list)) + width = .5 + height = np.arange(len(x_labels)) + + ply.yticks(height+width/2., x_labels) + ply.barh(height, x_values, width, color = sbn.color_palette()) + return ply.show() + +def plot_user_group_breakdown(user_list_a, user_list_b, data_point): + a_list = summary[user_list_a][data_point].value_counts() + b_list = summary[user_list_b][data_point].value_counts() + + a_list_weight = a_list / a_list.sum() + b_list_weight = b_list / b_list.sum() + + fig, ax = plt.subplots() + rects1 = ax.bar(np.arange(len(a_list_weight)), + a_list_weight.sort_index(), .35, color='r') + rects2 = ax.bar(np.arange(len(b_list_weight))+.35, + b_list_weight.sort_index(), .35, color='b') + ax.legend( (rects1, rects2), ('user_list_a', 'user_list_b') ) + ply.xticks(np.arange(len(a_list_weight))+.35/2, + a_list_weight.sort_index().index ) + return ply.show() From 7ecc3f366cefe21076e767317a247c13957ebcf7 Mon Sep 17 00:00:00 2001 From: Zack Cooper Date: Sun, 8 Feb 2015 22:50:05 -0500 Subject: [PATCH 3/3] final changes --- American Time Use Analysis.ipynb | 101 ++++++++++--------------------- 1 file changed, 32 insertions(+), 69 deletions(-) diff --git a/American Time Use Analysis.ipynb b/American Time Use Analysis.ipynb index 045849a..5fba72a 100644 --- a/American Time Use Analysis.ipynb +++ b/American Time Use Analysis.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:965dac6698fe006a76bec97ee1de9b1bd1e15b8285d46b1e3515577a255c000b" + "signature": "sha256:e95d86c7c36ebbbcdb222fe5843fdb71aac3887f1f10ce6c8dd39789a3af8a1f" }, "nbformat": 3, "nbformat_minor": 0, @@ -25,17 +25,18 @@ "\n", "activity_code_dict = pd.read_csv(\"activity_lexicon_dict.csv\")\n", "\n", - "summary = pd.read_csv(\"/Users/zackjcooper/repos/ironyard/atus-analysis/atusdata/atussum_2013/atussum_2013.dat\")\n", - "summary = summary.replace([-1, -2, -3, -4], np.nan)\n", + "original_summary = pd.read_csv(\"/Users/zackjcooper/repos/ironyard/atus-analysis/atusdata/atussum_2013/atussum_2013.dat\")\n", + "original_summary = original_summary.replace([-1, -2, -3, -4], np.nan)\n", "\n", - "adults = (summary.TEAGE >= 18)\n", - "employed = (summary.TELFS <= 2)\n", - "summary = summary[adults & employed]" + "adults = (original_summary.TEAGE >= 18)\n", + "employed = (original_summary.TELFS <= 2)\n", + "\n", + "summary = original_summary[adults & employed]" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 262 + "prompt_number": 462 }, { "cell_type": "code", @@ -137,7 +138,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 263 + "prompt_number": 463 }, { "cell_type": "heading", @@ -162,13 +163,12 @@ "has_children_crit = (summary.TRCHILDNUM == 1)\n", "female = (summary.TESEX == 2)\n", "male = (summary.TESEX == 1)\n", - "partner_emp = (summary.TESPEMPNOT == 1)\n", - "partner_unemp = (summary.TESPEMPNOT == 2)" + "partner_emp = (summary.TESPEMPNOT == 1)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 264 + "prompt_number": 464 }, { "cell_type": "markdown", @@ -217,11 +217,11 @@ "output_type": "display_data", "png": 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tj5ZSPpvkk6WULye5KMmNtda/LaW8IcmHSynfS/Jokhsu7LQAAACWt2LYqbWeSvLGRavv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\nneWxjaLurqw9iXj8lbXPJvZ3LLAzaV4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TTL/Yhw8fXdQBNbm2V/pYau0TT/xtRkaGT3p+y5atGRgYOCv7nakfHZ1I8vwb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\nujnX1+1bO0UN+wNvcfddOzX8Efhq7TO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cd9vWSra7uHap7a22h+Vse7PUDkofg1A7KH0MW+1q6je7pYJhr7BzU5IXl1Lu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\nLfq3BUxiIrQxAZkVJDUMX0Rt9meRly2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68ME6IuFcyj0KHgBGR8TVwEXAMQMl+pIkSZK0IPT09c3LTdQlDZI+W1YF9uwL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TVl+/36VI6pPZM2/nEwdvw9SpGwFea3vJtu0N27V3bNveGRyc2PnY+Kh8HGDJ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\n5ukRsSvVNNUVgDMy8+udqbT7jNbbpuUuxatVt2ykvlJ9ub+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ymDBhYqdD0QrKZF+SpBXE8FFjWG/MuE6HIUmSuoBr9iVJkiRJ6jIm+5IkSZIk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\nv0REbz32PzNzR8oAw6kDyj8R2D8zXw/c1CEGgJ9TvgsofeBagIgYUeu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sBowAlgVWAr6cmX+JiO2BI4FJwETgzsw8chb7WpIkSZJmm88EUG8YAYzp/iEi\n/hAR10TE/RExjDLzflVmfgD4ADAiM9er73ePiDWB44HvZuYGwMmUQfdxwI8yc1Pgh8Cxta7lgC0y\n8yjgb8DWEbEwsDXw+4Y4BgIbUgb5WwOvNMT8s1rvw8AWlMH7k5n5fmBz4OiIWLq2d2VmbgL8Dvhm\nPbYMsA2wPnBQRAypx6mvL2TmtsAXgS9HxEL1urbOzM0oSY3u8pIkSZI0V7gSQL1hLPDe7h8y80MA\nEXEj0+6xrK+rA6NruZcj4ibKzPpqwI31+MX1/JOAb0TEIZTl+917+B/KzJfr+zOAL1ASWlc0HCcz\nJ0fEl2qZJYDuVQAAt9bXccBiNa4r63nPRcS9lBUEAFfU1+uB7er76zLzFWBKRNwNrNLUJ/+sr49S\nVgwMAZ7NzPH1+GhgeWZgyJCBMyqiDjAr98HEiQP6MBK1k78PBN4HmsZ7QeB9oNljEkC94SLg0IhY\nt+GZAKsCb+X1s+MA9wF7AidFxKLABsA59fj7gKsiYjfK1oH7gB9m5o11tcC6tY5XuxvOzOsj4mTg\nM5RZ+tdExPLA2pn54Yh4M/DviDi3KZ5u91FWDfyhriB4B/BQ/WxdyqB9A+Cueuy9tY3FgDWAB5vq\na67/KWBgRCyTmU9TVhA8xAyMHz95RkW0gBsyZOAs3QcTJjzXh9Gonfx9oFn9faAFl/eCwPtAxewk\ngtwOoDmWmf+lPBfgSxFxbUT8DTgT+FJm/rsW66plLwUeiogbKDP/v8nM24GDga9HxDXAx4Hz6rHD\n6177M4G7G+tqcB6wXGbe1xTXOGD5iLge+AtwXJ29b9YF/BRYOiJGU541cETDrP3nawxbAd+lrEpY\nIiKuAP4KHJmZE1rU+dr7zOwCDgAuq+cNB15qEYskSZIk9RlXAqhXZOYjlAfitfpsz6afD25RZgxl\nL36jZyh7+Ztt0PTzwpQl/63a3q/FsZUb3n+94aM9WtUB7N84yI8IgL9n5oFN9Xb/JYQjG47dD2xW\nf3w38IHMnFpXJPwbSZIkSZqLTAJovlb/8sDylJUIc0sXs/dQv8nATRExhbIV4Fe9GpUkSZIkzYBJ\nAM3XMnOPPq5/0xbHrgOum426TgFO6Y24JEmSJGl2+EwASZIkSZI6hCsBJGkB88ykJ9sdgnqR36ck\nSepNJgEkaQEyfPhK7H/w3HxEhuaGESNGMGnSi+0OQ5IkLQBMAkjSAqR///6MHDmq3WGol/Xv3x8w\nCSBJkua8Un3bAAAgAElEQVSczwSQJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQ\nJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQJEmSJKlDmASQJEmS\nJKlDmASQJEmSJKlDmASQJEmSJKlDLNLuACRJUs+mTp3KAw88wIQJz7U7lLYaPnwl+vfv3+4wJEma\n75kEkCRpHjZ27CPc8OUvMHSxxdodSts8MWUKG5z4I0aOHNXuUCRJmu+ZBJAkaR43dLHFWHHAwHaH\nIUmSFgA+E0CSJEmSpA5hEkCSJEmSpA5hEkBzXURcGRHr1Pf9I2JSRBzU8Pm1EfHOmaxrXF/FWev/\ndETsMJNlL4iIRafz+V29F5kkSZIkzTqfCaB2uALYEPhHff0zsC1wfES8GVgxM++cybq6+ibEIjPP\nmYWyu/VlLJIkSZI0p0wCqB2uAA4DTgC2AX4GfD8ilgDWBq4FiIiPA18EXgQeBPYBPgHsVes5orvC\niDgGWCIzD2jVYEQcAYwElgGWBk4BdgZWAz6dmTdHxPdq+0sDd2TmXvW8J4D7gUNrLKsAF2bmMU1t\nPFzrWwE4C1iYkqT4Qk1qLBkRvwOWBW7PzANnpdMkSZIkaU65HUDt8E9g9fp+I+A64Epgc2Bj4M8R\nsTRlkL9pZm4IPAPsSxlUT8jMjTLzaoCIOA5YuKcEQNUFTMnMbYDfAttm5o7AscCuETGw1rslsA6w\nXkSswOtXGqwIfBhYD/haD230A44HTszMjSlJjDPr5wOAfTLzA8CyM7vNQJIkSZJ6iysBNNdl5qsR\ncUdEbA2My8ypEfEnYAfgncBJwCjgnsz8bz3tr8CWwM1ANlS3HPAOYMxMNH1bfX0GuKfh/ZuB54Hl\nIuJ84DnKgL15f/9dmfkqMCUinp9OO6vXeMnMOyJieD1+X2Y+Xd/fCARw8fQCHjLEPwkm74NON3Hi\nAB5qdxDzgKWWGuC/Bfx9oGm8FwTeB5o9JgHULlcA3wTOqz//DTgceCUzn4mIh4C3RcRimTkF2IRp\ng/9XG+p5MjO3rg8T3CozL5+JtvvV/xptA7w1M3eNiCHATi3KzOzzB+6jrHC4OCLeTdlOADAqIgZT\nEg8bAqfNqKLx4yfPZJNaUA0ZMtD7oMNNmPBcu0OYJ0yY8FzH/1vw94G6eS8IvA9UzE4iyO0Aapcr\ngQ2AywAy8yVgImVrAHXG/HDgmoi4EViKaYPmxsF49/vPAP8bEUtFxIkR8a4WbXY1vDa//zuwSkRc\nDZxMWXGwQovzmutq1cZBwIERcR3wkxobwHjgbOB64IHMvKKHOiRJkiSpT/Tr6urTh6tLc11EHAD8\nKTNnZotAb7Y7lvKXDXrrH1WX2V2Z5deYMQ/y0DcPZcUBnbvk89/PTWbl7x7LyJGj2h1KW/n7QN28\nFwTeByqGDBnYvHp5htwOoAXRRZk5dm42GBH/B9zUiwkASZIkSep1JgG0wJnbCYDa5i5zu01JkiRJ\nmlU+E0CSJEmSpA7hSgBJkuZxT0yZ0u4Q2uqJKVNYud1BSJK0gDAJIEnSPGz48JXY/pyzOvpPBa5M\n6QdJkjTnTAJIkjQP69+/P8OGreYToCVJUq/wmQCSJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCS\nJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCSJEmS\nJHUIkwCSJEmSJHUIkwCSJEmSJHUIkwCSJEmSJHWIRdodgCRpxqZOncrYsY+0Owy1yaBBa7Y7BEmS\ntIAwCSBJ84GxYx/ha3/8NosPGdjuUDSX/Xf8ZH621AkMHjy03aFIkqQFgEkASZpPLD5kIANXWLLd\nYUiSJGk+5jMBJEmSJEnqECYBJEmSJEnqECYBpiMiNomIpyLimoi4OiJujIgD6mcnRsTwHs47IiL2\nbTr26YjYYW7E3dDmH1scu6uP2uqxP+aw3p0i4oGIODAivh8Rd0TERg2fv6Gv6/Fxs9HWtRGxWtOx\nd0XEYT3VGRG7RMThs9qWJEmSJLWDzwSYvi7gyszcHSAi+gMZEb/IzC/P4LzXycxz+ijGliJiReDf\nc6u9GfTHnNgB+HJmXhoRY4B3ZuZ/Gz5/Q1/P4Pj0dAH9Gg9k5h3AHXNQpyRJkiTNM0wCTF8/Xj8o\nXAJ4GXglIq4F9gUmAOcAg2rZT3UXjohVgfOAvYGdgSeA+4FDgReBVYALM/OYWvbnwFTgEWBEZm7a\nUNcmwL6ZuVv9+YnMHBoRP691rQosDnwqMx8AtgcuiYjFgF8CywBjgIXr+dcCTwKDa9mzgJXr5ydk\n5q9rmduBtYBXgV2BtwFfAd4MLAecmpmnNfTHbsAIYFlgJcoA/i8RsT1wJDAJmAjcmZlHNlzfkjXO\ngZT78lvAAGAbYO2IWBtYAbg0IrbOzBcavpf/iYiPAEsDh2XmJcCbIuI8YEXgP8AumflyQ3vrAidS\nVsM8Bny8fnR4RCxX+3K3eg2v9Xs9dwPgJOAZ4AXg1ohYCbgEeBq4DPgzcDLlnvgPsBfwHuAQmr57\nJEmSJGkucTvAjG1WtwNcRRmkHlhnortnhb8F/CEz3w98FXhfPb46JQGwe2bexetnkVcEPgysB3yt\nHjsOODozNwOubxHH9Ga878zMDwJH13oANgGuAT4H3JOZGwHHAv0bzjs/M7cE9gGerNewOXB0RCzN\ntJUQmwC/A75Zjy1DGZyvDxwUEUMa4usCXsjMbYEvAl+OiIUoA+Kt6/U93+J6vgVcnpkbAx8BzszM\niymD6YMz8yhgHLBlUwIA4NHM3Bz4ErBfPTYA+HpmbkhJ0KzVdM7pwJ6ZuR5l8L5GPX5J7cs/Abu0\niBPgVODjte8at1csB2yRmccBZwD710TOZZTvuYvW370kSZIkzRWuBJixqxtngVtYDfgZQGbeCNxY\n94hvDbxEmUFvdldmvgpMiYjn67HVgRvq+78xbWa6W7/p/HxFfb0eOC4i3gK8mpkvRkRQBqFkZkbE\n+IbzsqHtK2uZ5yLiXmBki7q3q++vy8xXavx3U2a1G/2zvj5KWTEwBHg2M7vbHg0s33TO6sC5NYbH\nI+LZiFiWmXNrfX0SWKy+n5CZ3dshxjUc77ZcZmZt72yA0lWv1TWuRYzdls/MB+v7v1IG9AAPNaw2\nWB04tda5KPBAPd7qu+/REP8mvCj3wcSJA9odhtrM3wcC7wNN470g8D7Q7DEJMOfuo8z+31UfWLcN\nZYn4SZTl9+fUpfyNWs0u3w1sQJn5Xq/F588DQwHq0vOlGj5blzLI3IAyM705dVAP3Au8H7goIkZS\nZvG7dSco7gM2BP4QEQOBdwAPNdQ9uqFugPfWOBajzKB3D4h7ur6ngIERsUxmPk1ZQfBQU5n7gI2A\nOyJiGLAkZRn97JrR/v3HI2LVzPxXRBzMtGuYmX3/j0XE2zPzHsq1dJ/TmPBJ4JOZ+Wi9L5aehfpf\nM3785FkprgXQkCEDGT9+MhMmPNfuUNRm/j5Q9+8DyXtB4H2gYnYSQW4HmL4upj9o6wKOoexJvwY4\nnLLMHKArM6+kDMIPaSjf+Nr4/hDg0Ii4kvIwvJea2roFeCYibgKOAP5fPd4P2KVuV/gKcBBlxv7S\n+vlpwLCI+BtlT/6EFtfxU2DpiBhN2UJwRMOs/efrfv+tgO/W9paIiCsos+BHZmZzna+7vszsAg4A\nLqvnDW9xfcdQtl5cB/we2KeuNuip3h7bm4kyUJ5fcFa9trWoqyV6OKf5dW/gzPpdrdHicyjbEs6t\nffodpiVQZiZWSZIkSeoT/bq6HIfMCyJid+DmzBwTEXsD62Xm3jNx3tnAjzPztj6I6Rpg58ZBfl3V\nsHNmHjiLdR1KeeDg1Ig4l7L//5e9GvCCp8vsrrqz/GPGPMiRNx7HwBWWbHdImssmP/4MJ293JIMH\nD213KGozZ/3UzXtB4H2gYsiQgc3bxmfI7QDzjrHAhRExhfIXCD7T5nh6MqPVET2ZDNxUr+8h4Fe9\nGpUkSZIkaYZMAswjMnM0sM5snLdnH4TTXfemLY5dB1w3G3WdApzSG3FJkiRJkmaPzwSQJEmSJKlD\nuBJAkuYT/3XfX0fye5ckSb3JJIAkzQeGD1+JH+x4VLvDUJuMGDGCSZNebHcYkiRpAWASQJLmA/37\n92fkyFHtDkNt0r9/f8AkgCRJmnM+E0CSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5h\nEkCSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA5hEkCS\nJEmSpA5hEkCSJEmSpA5hEkCSJEmSpA6xSLsDkKS5berUqYwd+0i7w5gpEycOYMKE59odhtps0KA1\n2x2CJElaQJgEkNRxxo59hC8e90cWG7Rsu0ORZmjKpKc493sDGDx4aLtDkSRJCwCTAJI60mKDlmXA\n4GHtDkOSJEmaq3wmgCRJkiRJHcIkgCRJkiRJHcLtAD2IiOOBtYHlgcWA/weMz8yPtih7DfA5YDfg\nicw8veGzTwMTMvPiPorzt5m5c0S8A1gyM0dHxMPAapk5tansMsBx9ccL6+uKmXlGD3XvBNyUmU/M\nTkyzck7T+WsCgzNz9EyUPYKmPq/Hx2Xm8rPY7rXAPpn5QMOxdwE7ZuZ3WtUZEbsAb8/MI2elLUmS\nJElqB5MAPcjMg+C1QXxk5jdm4rSuFvWc09uxNdXfPdjeGXgCGF3j6Nei+DbAZcC29dzLZ1D9F4B7\na72zE9Ps2oVp1zIjb+jzGRyfUV2v67fMvAO4Yw7qlCRJkqR5hkmAmdMPICKWAM4AlgRWAE7JzNOa\nC0fEqsB5wN5MG5zfDxwKvAisAlyYmcfUsj8HpgKPACMyc9OGun4HfDczb42I+4GvZ+bvI+JyYE/g\nNuA9wB7ACxFxWz311IhYub7fKTOfAbYEPk9NAkTEHkAARwC/AZagrHr4JrAo8G7gnIjYkGkrHbpq\n7D+OiJ8DLwAjgKHAHpl5e0Q8kZlD68z67cCate6PZOa/I+Iw4EPA+NreYZl5XY1pWNO1LAl8p7bz\nH2CvzJzU1OX/ExEfAZaudV0CvCkizgNWrOftkpkvN/TrusCJlC0xjwEfrx8dHhHLAYvX610J2Dcz\nd2s4dwPgJOCZGtetEbEScAnwNCXR8mfgZMq98x9gr/o9HULTPYAkSZIkzSU+E2DWjKQM3LYCtgK+\n0qLM6pQEwO6ZeRevnz1eEfgwsB7wtXrsOODozNwMuL5Ffb8HtomIEZQB5+Y1GfHmzHwc6KqvZwMn\nZOY/6nk/q8mEh4EtImJRYLHMfLah7u7YRlIG0DtQBr6LZOZlwD+BTwGjgI8C7wc2Aj4UEavV8x/O\nzK2BHwP7NMXeBdycmVsAVwC71eX1WwPvpSQChjb2UWY+1nQtp1OSGJsA1wHfatFHj2bm5sCXgP3q\nsQGUhMmGwCBgraZzTgf2zMz1KIP3NerxSzLzg8CfKCsSWs3+nwp8PDO3BO5qOL4csEVmHkdJFu1f\nv4PLKN93F63vAUmSJEmaK1wJMGueAr4UER8GnqV1/20NvAS82uKzuzLzVWBKRDxfj60O3FDf/41p\nM9LdLgYuoswwf5+SeNgG+GNTuebl/7fW13GU2fYP0MPy+sy8NyJOBy6grAD4UVO9a1JmxK+ux5ak\nJAagzPQDPEpJEjTr/nws5fkKqwN/z8wuymz/LS1iB157hsGzDc8kGA18t0XR7mt9sl4rlOcw/Lu+\nH9dwvNtymZkAmXl2ba+xrnE13laWz8wH6/u/Ugb0AA81rDZYnbIaA0qfdj9noNU90KMhQwbOqIhm\nw8SJA9odgjTL/H0g8D7QNN4LAu8DzR6TADPWOED9KnBjZp4WEZsC27UofyLlIYLnRMQmTZ+1mlW+\nG9iAsnx8veYPM/OZiJgCfIwyg7wL8EXemCx4BVh4Om1tT5nBfoP6IL6Bmbl9RAylrEi4lJLIWIiy\nleGezNymlv8KcGeNZUaa47gHODAi+gH9KTP0zWVerdfyH2CJiFg+M8cBGwM5E222arfZ4xGxamb+\nKyIOBroH9TOz7/+xiHh7Zt4DrN9wTmPiJ4FPZuajEbERZaXFzNb/mvHjJ89Kcc2kCROea3cI0izz\n94GGDBnofSDAe0GF94Fg9hJBbgeYsS6mDdz+CHy+7sffAZgcEf2bT8jMKykP1DukoY7G18b3hwCH\nRsSVtc6XWsRwEfCWzJwIXF7fP9RUz63AATXx0GqgOSoz/9XD9T0IbBIR1wG/Bg6rn90AnEOZxb8q\nIv5WZ+5Xoeyjb762Vtf5urYy827K8vibgN/V622+5luBAyhbDz4L/C4i/gZsRnk+QKtraPW+pzIA\n+wJn1ecWrFVj6umc5te9gTPrd7ZGi8+hbEs4NyJG15jvalHGBw1KkiRJmqv6dXU5DmmniNidsm9+\nTETsDayXmXu3O66+EhFDKA/pOzUi3kRZCbFpZj7a5tDmRV1md/vGmDEP8vWf3sSAwcPaHYo0Q89N\nfIzTD92cwYOHtjsUtZmzfurmvSDwPlAxZMjAllurp8ftAO03FriwLvl/GfhMm+Ppa08D60TEnpSZ\n8DNMAEiSJEnS3GESoM0yczSwTrvjmFvqAwH3ancckiRJktSJfCaAJEmSJEkdwpUAkjrSlElPtTsE\naaZ4r0qSpN5kEkBSxxk+fCVOPnjHdocxU5ZaaoB/0lCMGDGCSZNebHcYkiRpAWASQFLH6d+/PyNH\njmp3GDPFJ/8Kyj0LJgEkSdKc85kAkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMA\nkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMAkiRJkiR1CJMAkiRJ\nkiR1CJMAkiRJkiR1CJMAkiRJkiR1iEXaHYAkqbWpU6fywAMPMGHCc+0ORW02aNCa7Q5BkiQtIEwC\nSNI8auzYRzjyihsYuPywdoeiNpo87jFOXmoAgwcPbXcokiRpAWASQJLmYQOXH8agYSu1OwxJkiQt\nIHwmgCRJkiRJHcIkgCRJkiRJHcIkwDwkIjaJiKci4pqIuDoiboyIA+pn10bEarNZ73IRccpsxHLB\n7LQ3OyLigIi4NyI+Movn7RER32tx/OGI6D+Ldf08IrZqOvZa37WqMyLeGxFnz0o7kiRJktQuPhNg\n3tIFXJmZuwPUAWdGxLn1s36zU2lmPgl8fjZimZt2Aj6SmffM4nk9xTk7/fWGupr6bm73iSRJkiT1\nKpMA85Z+vH7gugTwcv0P4PCIWA5YHNgN2Bt4LDN/EhGDgSuArYFf13reDHwOmARckJnrR8T2wLfr\n57fVz3cG9gcWpQx0d6LFADoi+gE/BtYB+gOHA5cAPwXeCgwF/piZh0XEz4Gl6n/bA4cAHwAWBk7I\nzP9rqHcf4D3AmRGxa43nY/W6/5qZh0bEEcAG9do/k5n3N4S2XkRcDgwBTs3MM+rxUyNi5fp+p8x8\npqHNUcDP6jVPAXatH+0bEV8DBgH7AeO7+67h3ADOAp4H/gP8tx5/BLgPuBc4ETgdeEsttw/l39sF\nwL+BkcDfM3P/5n6WJEmSpL7idoB5z2Z1O8BVwC+BAzPzv/WzSzLzg8CfgF0og9hP1c92r+XfBzwN\nbEOZwV6cOoMdEQtTBvHbZuY6wIOUwfsoYLvM3JAygN2K1rPeHwKWzsx1gU2B9wLDgRszc2tgXUpS\ngXr+VZn5AWB9YEStfzPgmxExqLvSzPwp8M96LQOBjwDrZ+YGwKiI2K7Wd09mvr8pAdAPeCkzt6Ik\nL77U8NnPMnNT4GFgi6ZrOR74bm3jZGCtevyW2sc/BvZo0Q/9gOOAb2fm5sCVDZ+9FdgtM79S6/9R\nbf+HwLG1rlHAXpTvaduIWBZJkiRJmktcCTDvuTozd+vhs1vr6zhg+cz8/+zdeZhcRbn48W8Ehy0h\nJDKSAJFogBdl8XoVRJBVFERREFFBf1cUZVFEFhdUUFRcUEABkU1UFI33el1YBBUB2WQRRUAIr8BF\nCIRAMCEkIATJ/P6oatM0PZNtJp2kv5/nyTPdp+tUvae6GK236py5JyJmRcRLKUmA3YAZlInmecDT\nwLHMW9VfE5iRmY8AZObxABExDTgnImYDGwHX9tP+ho3P6qr6ZyNidWDziNgBeAxYqal81p+bAq+M\niMvr+xWB9YBbWuofBgRwXWY+U49dBWxcX/+tTUx9lB0NAA8BqzZ91txfzcdbr+UCgIjYp+mc1rqa\nBfDHpvi2qq8fycwZ9fUmwKcj4pP1uubU43c1kjoR8SBlt0a/entHDPSxlnMzZgzvdAhaivj7QOA4\n0DyOBYHjQIvGJMCypbEq3bxV/yzK9v7JmTm9TsYfzMydI+I1wJeB99WyDwNrRMSozJwREd8Efg4c\nQ1nRfx7wW/q/l34SZZWeupI/kbIr4dHMPDAi1qdse2+NdxJweWYeEBErAp8G/q+f67sDOKLuWpgL\nbAv8AHh5fT9Qvyzo8UZMWwCXRsTelNsWFtTtlFsbLgK2bDreHN8dwPGZeW1EbELZJTG/mJ5j2rRZ\nC1Ncy5np02d3OgQtRfx9oN7eEY4DAY4FFY4DwaIlgrwdYOnSx4JNEpvL/QJ4HXB2fX8z8IG66v41\nShIAoC8z+yj3/v8qIq4ChmXmlcA1lFXxX1BW78c2tfNvmXk+MKOe+2vKNvpLgV0i4hLgSODGiFi7\n+fy60j47Iq4EbgDmZmbb2U1m/pXyTINrgOuBezLzl+3iaemPdq/7KwPwceBTtZ/eDfy4pVxfy+vm\neg4DPlFv2dihn3IfozzD4feU7+av84lPkiRJkobcsL4+5yTLsohYBbgiM7fodCwadH1md7vb3Xff\nyYm33svIddbrdCjqoJkP3Mux223MqFFj519YyzVX/dTgWBA4DlT09o5Y6L8g506AZVhEbEVZLf9q\np2ORJEmSJC39fCbAMiwz/wBs1uk4JEmSJEnLBncCSJIkSZLUJdwJIElLsVlTH+h0COqwMgY2nm85\nSZKkBWESQJKWUuPGrcdJ7xzunwrsdpuux/jx45k586lORyJJkpYDJgEkaSnV09PDOuts6JN/RU9P\nD2ASQJIkLT6fCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJ\nkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJUpcwCSBJkiRJ\nUpcwCSBJkiRJUpdYsdMBSJI6Z86cOUyefG+nw9B8jBy5SadDkCRJywmTAJLUxSZPvpcbL/sya48Z\n2elQ1I8pU2cyevSXGTVqbKdDkSRJywGTAJLU5dYeM5L11h3d6TAkSZK0BPhMAEmSJEmSuoRJAEmS\nJEmSukRX3g4QEdsDB2Tm3k3HvgpMAn4P/CQzX9P02YHAWpn5+ZZ6Xgt8A1gJ+FRm/mroo188EfF9\nYGJm/mYJtfcN4ERgP+DBzDxjkOq9NTM3HYy6JEmSJKlbdGUSAOjr51i74/2VBzgY+BzwOHAEsNQn\nARj4OgddZh4GEBFLrE1JkiRJUnvdmgQY1s+xdsf7Kw/w38CxwCPAV9sViIibgTuBFwE3A/sDqwNn\nA40ncR2SmX+NiHspuxFuB64GPgE8DUwB3gWMBM4FRlC+u6My8/KIuIWyg2EzygT/rZTExBnAusBY\n4PzMPLrd9UTEuFp2FeCfwP6ZeX9Lmd8DfwE2AWYDVwE7A2sAbwDmAt+pMa4NnJqZp9fzDuinb9YF\nvg2sXGM8KjPP6+d6ZgOn12OTax+21ncrcEUtcwfwELAt8BSwK7BaP/3+PWBCvf6TMvPciPgSsH3t\n559l5tciYjvgs5TbaIYD+2TmnRFxNLA7MA1YFTi69tUCtdWubyRJkiRpKHTzMwF2jIjLG/+AvZm3\nQv6yls8Oo2X1PCJWAXYDnqBM1K+IiHZ/yHk8cHBmbkGZMO8OfBr4XWbuSJkgn1bLrgvsnZmHUyb9\nX8vMbYALKZPeo4DfZOZ2wF6USSaUpMCPM3N74AHgjbWuazNzF+DVwIED9MXxwMmZuQNwAu0TGn3A\n9Zm5E+X2h8cz8w2UhMV2lIntxMzcmZIcOLzpvP4EcEKtZ3/gwwNcz+7Aqpm5JXAQJdnQajjwo8zc\nFtgGuKb2VQ+wMW36PSKG17J7ALsAz9S69qGMiW2AR+uxlwHvqf30c2CviHh5Pe9VNcbG3/BamLYk\nSZIkaYno1p0AAJe1PBPgK8xbIb+9TvQanx0AjGk5/wjg/sx8f0ScA/wWmEOZsDa7PTOn1tfXABtS\nVtN3iIh31uOj6s9HMnNGfX048KmIOISyO+CXwEbADwEyc0pEPBYRL6zlb6o/J1NW1qcDm0fEDsBj\nlIl7fzYBPh0Rn6x9MCci9qTc7tAHfKyW+3P9+Shl8g8wo7b3EHBoRLyttrcgY2sq8JmI2K+203xO\n6/W8BPhjvfZHImJSP3UOFONz+j0zZ0fEocBZlERLY2X+3cBxlO/94npsCnByRMwG1qF8nxsBN2Rm\nH/BkRNxYyy5MW/3q7R0xvyLqAkM5DmbMGM6UIatdg8nfBwLHgeZxLAgcB1o03ZwEWBjtbgfoaTr+\nWcr289PalNsgIkZm5kxgK+Ac4IXAuZk5MSLWoaw4Q9lS37A/cExmTouI0ymrx5Mo29tvruetAfyj\nlm9dcd8XeDQzD4yI9Wt9/bkDOD4zr627GV6dmT8DftYoEBHt2mh2BGXnwek18fCmAco2fAE4KzN/\nHRHvA97b9FlrW7dTVudPiohRlGRKOwPFeAfP7vd9ImIM8MrMfFtErAzcFxE/BvbKzL0jYhhwW0T8\nBDgTeElmPl4fsDgMuA34SC3XA7xiIdv6QWY2f+/PMm3arAEuR92gt3fEkI6D6dNnD1ndGlz+PtBQ\n/3hlTyIAACAASURBVD7QssOxIHAcqFiURFC33g7Q38Px+lp+DlT+BGDjiLgC+DHwTuCVbW4JeBL4\nQURcB9xX/4LAl4B31FsNzqdMGFvbvQG4MCJ+B6wFXAB8mXIbwxXALyj37j/TT7yXArtExCXAkcCN\nEbF2P9f3MeBz9f79s4G/snD6anwfjojfUG6TmBURPW3KNfspcHxEXEx5ZsJo2uvLzPOAByPieuC7\nlF0E7eIYKMbWfp9Ud2mMiYhrKLs5vp6Zc4Dp9Tu7jHILxn2UlfurIuJCynMgxmbmX4GLgOsotwg8\nTdkRsqBt9ZsAkCRJkqTBNqyvz4e2DyX/lN3yLSJ6gbdn5mkRsRIlgbJD64MVF1Gf2V0NdZb/7rvv\nZMrtp7Leuv3l4NRp994/nU1e+0lGjRo7/8JarrnqpwbHgsBxoKK3d0R/D7Hvl7cDDD2zLMu3RyjP\nXngf5bs+a5ASAJIkSZI06EwCDLHM3KzTMWjo1AcCvr/TcUiSJEnSgujWZwJIkiRJktR13AkgSV1u\nytSZnQ5BA5gydSatT5yVJElaVCYBJKmLjRu3Huz46U6HoQGs/TIYP348M2c+1elQJEnScsAkgCR1\nsZ6eHiZM2KDTYWg+enp6AJMAkiRp8flMAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmS\nuoRJAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSuoRJ\nAEmSJEmSuoRJAEmSJEmSuoRJAEmSJEmSusSKnQ5AkiSAOXPmMHnyvZ0OY6k0cuQmnQ5BkiQtJ0wC\nSJKWCpMn38u3v34Ba4xcq9OhLFUenfkQR31lOKNGje10KJIkaTlgEkCStNRYY+RarDlqnU6HIUmS\ntNzymQCSJEmSJHUJkwCSJEmSJHWJAZMAEbF9RExsOfbViHjvUAUUEftGxFcWsOxz4qvHvxUR27U5\nfnBE/DkiboiIFw9GvEMtIv4eET0davtni3DO/hGxYkS8PCKOHoq4FiCGt0fE5xaw7KD1b0R8IyLG\nDUZdkiRJkjQU5vdMgL4FPDaYFqb+/sr2d/zTwAbAx4A9gBMXoq1OGer+7ldm7rkIp30KOCczbwZu\nHuSQhsKg9W9mHjZYdUmSJEnSUJhfEmDYQMci4gRg6/r2x5l5ckR8H5iYmb+JiF2Ad2bm+yLie8AE\nYBXgpMw8t67WHws8A9wNHFDr3zIifgP0Aqdl5lkR8Xrgi8CTwD+A97fEciCwP/AwsBrwv21i/ynw\nI2AUsHfrhxGxPXA4sDKwVm379IjYFDipttdo+z+B44CngDOBlwLbU/r0Z5n5tYh4BXByvb4ngQ8C\nKwATgftqf9yQmR+KiHWBb9e2xwJHZeZ5ba6BfvriFS3xPAp8HpgJzABuqeecCaxb2zg/M4+u39mT\nwPh6fN/MvCkipmbmmIg4D1i9Xv9WwOsou0g+W38OB/YBtgXGABMj4iTgwMzcOyLeDXy0xnZn/Z7e\nA+xKGQ8TgOMy85yW6zyYkqxZDXikvn53u/MiYivgm/W6nwT+1FLXvsAuwJr13zGZ+cumzzcBTqjf\nz5rAQZl5bUTcCVwNBPAQsCfwX/3E8HvKGN679uULgfWAwzLztxHx5tbvJDM/jyRJkiQtIQvyTIAd\nI+Lyxj/q5LlOaMZn5pbAa4F96kSqj3mrq3217HBgG8okbhfKpBjgLGCPzNweeADYt57zdGbuXMsf\nWsue0VT2CuCopvp7a7lXUyZnzTFQy4ynTNRfBFwM/DMi2j2Cek3gjcBrgI/Vus8CPpSZOwAXAZ+o\n9a+Umdtm5rmUSfDe9Tofbbq+D9eYv03ZedBH2Y3wfmALYNeIWIsyyTwhM99AmSR/uE1sRMSwAfpi\npczclpJkOAnYJTN3BP5ZPx8HXJuZu9S+OrBW2wf8vR4/pbbfOE5mvrVe+x8oE96rgJcB76nHfw7s\nlZlnA1OBd1ETNBExGjgG2CEzG31zQK179czcDXgLcGSb6xwN7FTH2IrA5gOcdxrw7tp/t7bpuj7g\neZm5E2UMfjMiVqifDavXc0T9/DjgffWzF1MSMltRklIDxdA87p/MzF0pyY/DIuJ5/XwnkiRJkrTE\nLMifCLwsM/+9at50v/5GwFUAmfmviLiOMpFq9rz6+eyIOJQyKV4dOLdOrscAP40IKKuqlwB3AX+u\n5z8ErBoRawKPZeaD9fhVwJeAC+v79YFJmfl0jfEanruL4TvAl4EbgSuBNwC/oUz4GvqAKzLzGeCJ\niPgr8JJ6rafVOJ8P/K2Wz6Zz313rGkNJMgCMzcxbmmL+an19V2Y+XmN9EFiJMnn+TETsV+Po77sZ\nqC8a8fTWMtOayowBpgObR8QOwGO13Yab6s/7mbe7498i4mPAmpnZSBBMAU6OiNnAOpTV8nZeAtzW\nuF7m9f31wF+a2ly5+aTM7IuIpym7CmZTdi88v37c7rwxmXlnUxtbtonl0lr31Ih4lNKXUPp7CnB0\nRPwTGEFZrQd4JDMfqK8nN7XXb+z9fN7fdzKg3t4R8yuiLtAt42DGjOGdDmGp1i3jQANzHKjBsSBw\nHGjRLEgSoD+TKKul34yI51O2iZ8D7ACsXcv8J0BEjAFemZlvi4iVKVvhf0SZIL0lM2dFxO6ULdLj\naVkhzcxHImL1iBiTmVOB7Xj2BPxOYOOIWIWyFXwL5k3EG3qAYZn5WER8FfgxZWW22TDgVTXmVSk7\nB+6sbf2/zLw/IrYFXlDLz61lV6KshO9dV7Bvi4ifAFMiYtPMvLUl5tYV4GHAF4CzMvPXEfE+oL+H\nLz4C9NcXc+vPh4EREbFmZj5C2dVwD2WnxaOZeWBErM+8Ff8B1cTE1pSt8A1nAi/JzMfr7QSNXSVz\nKVvqG+4BXhYRq2bmE5RbJvrrh+Y2NwPemplb1u/iRuYldtqd90BEbJyZt9XrbVdmc+CMuvNiVaAx\nIR9GGQvvzsw7IuIYyjgcKMb5reK3ft7fdzKgadNmza+IlnO9vSO6ZhxMnz670yEs1bplHKh/3fT7\nQANzLAgcByoWJRE0v9sBnrOtvnE8M38F3BMRfwCuBX6amTdRVtwPi4hLKMmAvjpZHVNX6H8LfL2u\n2n8UuKge3x+4valdWl5/EPh5RFwN7Ei5v70RyyOUZwtcXet/uk3MHwY+GxFXUu5H3w34dE1gNFu9\nxn4l8PnMnA4cBPwwIq6q7Ta2mze2yz8FTK+7IS4DfpOZ99WYv1Xb/AhwGGXC2dqnfZTnFRwfERdT\nblkY3eYayMy+gfqilpkLHEzp20sotwHMoayE71KPHQncGBFrN59Ly+0cdcJ8OrAG8Lt6W8jewLnA\nVRFxISUxMbaecxXllgko380/gM8Bl0fEtfW6Tm9ps/U1lOTL47XvzqXsDmmNtfn1B4CzI+J3lORN\nu3G7Qf38Aso9/3Obyp1L2ZVyEeW/i7Ftzm82UOzP+bx+b63fSbtxKkmSJElDZlhfn7clN9QHA+6Z\nmR/pdCyLKyKOBE7MzDkR8UNKYuLcTsfVKVH+rOWamXlCB2NY2O+kz+yuuinLf/fdd/LjM29gzVHt\nHtfSvR6Z8QAHH7kjo0bNLzep5V03/T7QwBwLAseBit7eEe0e5j+gxbkdYHnU386HZdEs4LqIeIKy\n7fy/OxzP0qDT363fiSRJkqSOMgnQJDOvoDxtf5mXmacCp3Y6jqVF658f7FAMfieSJEmSOmpB/kSg\nJEmSJElaDrgTQJK01Hh05kOdDmGpY59IkqTBZBJAkrRUGDduPT708d06HcZSafz48cyc+VSnw5Ak\nScsBkwCSpKVCT08PEyZs0Okwlko9PT2ASQBJkrT4fCaAJEmSJEldwiSAJEmSJEldwiSAJEmSJEld\nwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSA\nJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldYsVOByBJ0vJmzpw5TJ5876DVN3LkJoNW\nlyRJ6m4mASRJGmSTJ9/LHw47hLGrrrrYdT34xBOMPue7jBo1dhAikyRJ3c4kgCRJQ2DsqqvyouEj\nOh2GJEnSs/hMAEmSJEmSuoRJAEmSJEmSusSgJAEiYuOIuDAiLouIGyLimMGot6n+gyPi9ojYazDr\nbWljrYg4dTHr+HtE9AxWTG3qXzMiLl/MOvaPiAW6DSQiXhARpy9CG5tExDYLH92/zx8XEW9eiPIT\nI+L5i9rekhYRB0TEjp2OQ5IkSVL3WewkQESsAUwEPpqZOwJbAptGxAGLW3eTPYC9MvOng1jns2Tm\nQ5n54cWspm9QghlanwJWWMCyxwLfWoQ23g68bBHOa3gdsPWCFs7MvTPz6cVob0n7DvCZiHAnjiRJ\nkqQlajAeDPhW4NLMvBsgM+dGxH8Bc+ok50xgXWAscH5mHh0R3wdG139vBj4JvJYyOT0xM/+3UXlE\n7A/8J3B2RLwL2BN4J/Av4MrMPLLuPNgKWA3YLzPvqOeuDpwFrAGsDZyamadHxO+Bm4BNgNWBvSgJ\nkYmZ+ZqIuBW4AtgMuAN4CNgWeArYFRgDfBtYuV7XUZl5XlPMbwM+ATwNTAHelZl9TZ9vB3y2tjkc\n2KeWnQjcB0wAbsjMD0XEWsCPat885+9NRcR44PvA4zWWCzPzsxExDjgDWAX4J7A/sHONfWLt1/8B\nhtXrODAzb26qd3XgVZn51/r+TuBqIGp/7Flj+h7w4sZ3V8vsCzwZEX/KzBvr+R8BRmXmFyJiJeAv\ntX8PBPamJFB+ApwKHAmsEhHX1Gs+qcb5D+D9lPFwXP0+zgS+CGxUr/dJYHzti30z86aIOJiSSFoN\neKS+fneta1g9/wOZ+Y4a6zXAnpk5tb4fBpwCbA70AJ8DLmQRx3ZmPhMRNwFvAi5o/U4lSZIkaagM\nxkrkWOCe5gOZ+XhdmR0HXJuZuwCvpkz4oEz4Ls3M1wKvAcZn5jbAjpQV0pFNdZ1JmTD+FzCCMmF/\nTWZuBWwQEW+q9d2WmVs3EgDVBOAnmbkzZQJ8eFP712fm64FLmDcJbRgO/CgztwW2Aa7JzO0oE8CN\nKRPhEzLzDZTJdfMOgmHAu4Cv1Wu6kJJoaPYy4D2ZuQPw83pNfcAGlInpFsCuNQHwGUpyYgdKMqCd\n9WodmwOvj4hXAMcDJ9fzTgC+mplnA1NrfK+mTIjfWONfraXOLYFsev9iSrJjK6C3tnUA8FBmbg3s\nRNk58BQlMXBiIwFQ/RB4R339Fsrkd/16bGtKkmX3euwrlP6/kJLE+VC9josoyZU+YKXM3DYzz21q\now/4ex1vpwD71wn8aGCnzNySkvjavJadXr+jSyi7V9aIiI2BaY0EQLU78ILMfDWwA/AqFn1sN8bC\nLcD2SJIkSdISNBg7Ae6lrMz+W0S8mLJC+hdg84jYAXgMWKmpWGOCuSnwyqZ73VekTGpvaWlnGGXy\nfV1mPlOPXUWZlAP8rU1sDwOH1pX5x3j29d5Uf06mrI63+nP9+Shwe309g7JqPpUyoduPMulrrreP\nkmz4VEQcAkwCftlS9xTg5IiYDaxDWT0HuCszHweIiAdrW0HZPt643nauy8wn6nnXAxtSdjl8OiI+\nSem7OS3nXESZcJ9H2YVwbMvnL6Cs+Dc8kpkP1NeTa2wbAb8DyMzZEXE7JfFCbfPfMvPRiLgpIl4L\nvJfSR/9B+a4vq8XWoCRCms9/KXBaRAA8n3nfc3OColnje70f2Doz+yLiacruh9mUcdl4fkDW2Poi\n4lxKMuglzOvvhg2BaxvXAXy2TuYXZWyPp4ztqZTEwIB6e/3zYnIcLItmzBj+7Oz4IHAcCBwHmsex\nIHAcaNEMRhLgQspk87TM/L/6gLYTgd9SJnmPZuaBEbE+ZdW8obHyPgm4PDMPqA+s+zTwf23a6aNs\nzT8iIlYA5lJWj38AvLy+b3U4ZbX29DpZe1Ob9vsz0OdfAM7KzF9HxPsok9qGYZTrPCYzp9UH6+1R\n42w4E3hJZj5et483dmS0a/N2ynbyWyir8+28vPb7XMougrMofXV8Zl4bEZvU49QyK1BW3x/MzJ0j\n4jXAl3n2pPRhyqS8oV1skyg7JX4ZESMok957ahvtdpmcBRwGrJyZf4uIlSk7ON4IEBGHM2+FvHH+\nHcD/y8z7I2JbSnKicR3zFRGbAm/NzC0jYlXgRuYlGJrr+B5lp8UqlC38rde5V61vJOW2jYtZtLF9\nd/1sFKWPBzRt2qwFuUwtx3p7RzgOlkHTp88e9DodB/L3gRocCwLHgYpFSQQt9u0AmTmLMgk+q654\nXgvclJmnAZcCu0TEJZT7vG+MiLXrqX31/AuA2RFxJXADMDcz2/6/p3p/+v8A1wDXA/dk5i+b62tx\nAfDhiPgNsBswq5+n9/e1/BxIH/BT4PiIuBh4EWW7efPnNwAXRsTvgLV47n3f5wJXRcSFlC35Y/tp\nv49yv/qb6nMM3tVPjH21jeuA/83M24CPAZ+r550N3FbLXgX8CrgZ+ED9zr5GSQI0u46SXGluo7XN\nM4EXRMRVwOXUxAfwJ+Dg+uyDf8vMKyk7N75f398CXBoRV0fEjZRV+AeAW4G3RsQ7gIOAH9Y2vlg/\na42n3eu++u8u4PE6vs6l7PBYu/W8zJxCWdG/NDOflWDIzPOBGTWGX1OeUbCoY/vxWubV1F0UkiRJ\nkrSkDOvrWxYeaK/+1AcDnpKZuw1B3acBZ2TmXwa77qVRRJwHHJaZ7XaiDGY7K1J2yryu+YGRbfSZ\n3ZVZ/mXT3XffyT2fOZIXDV/8bZr3zZ7FK0/7FqNGjZ1/YS3X/H2gBseCwHGgord3xLD5l3o2/0TZ\nsq+x4j0UPgt8aIjqXmpExCp1J8IdQ50AqD4IfHk+CQBJkiRJGnSD8UwAdVBm3kt52v5Q1D2NZ9/r\nvlzKzH9Snvi/pNo7bUm1JUmSJEnN3AkgSZIkSVKXcCeAJElD4MEnnliq6pEkSQKTAJIkDbpx49Zj\nq2+cPCh1vRgYP348M2c+NSj1SZKk7mYSQJKkQdbT08OECRsMan1gEkCSJC0+nwkgSZIkSVKXMAkg\nSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIk\nSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXWLHTAUiSpP7N\nmTOHv/3tb0yfPrvToajDZswY7jgQ4FhQMdTjYNy49ejp6Rmy+tU5JgEkSVqKTZ58L584/7Os1jui\n06FIkrrE49Nm8bW3fIEJEzbodCgaAiYBJElayq3WO4IRa6/R6TAkSdJywGcCSJIkSZLUJUwCSJIk\nSZLUJUwCNImI7SNiYqfjWFQRcetSEMPbI+JzLcf2jYivdCqmGsMxEXHAIpy3R0SMHYqYJEmSJGlJ\nMwnwbH2dDmA5tTT066LGcAiw+mAGIkmSJEmd4oMBn21Yu4MR8XbgQ8DzKZPJPYCzgC9l5p8i4g7g\nU5n5i4j4DfA+4ArgaiCAh4A9M3NuP/W/Gfg8MBOYAdwCfBE4E1gXGAucn5lHR8T3gdH131uArwKb\nAZOpk9WIGAecAawC/BPYn/JdTwTuAyYAN2Tmh/rriIg4uF7nasAj9fW7gV1rvROA4zLznIjYCvgm\n8CjwJPCnNlVuWfumFzgtM8+KiNfX63wS+AfwfuAVwAGZuXeN48HMHBsRbwM+ATwNTAHeVa/37NoX\nAIdk5l8j4mbgTuBFwM31+hvX9bwB+vVJYHw9vi+wNvAfwDkRsU1mPl3rWAX4Xq2/BzgYuB34DjCy\nnndqZp4eEb+nfP+jgDcDpwHrUxJwR2XmFf19B5IkSZI02NwJsGA2AN6UmdtQJns7A78A3hgR4ymT\nx50iYnVg5cycAryYMsnbijLx3bxdxRGxAnASsEtm7kiZtPcB44BrM3MX4NXAgfWUPuDSzHwtsD2w\namZuCRxEmYACHA+cnJk7ACdQEgV99TreD2wB7BoRL+wnpmGUifVOte4Va/x9wOqZuRslAXFkPeU0\n4N2Z+Qag3S0Jw4CnM3NnSjLh0Hr8DGCPzNyekjQ5iv5X7N8FfK1+BxdSEgCfBn5X++2AGgeUifzB\nmbkFsAawe1M9A/Xr3+vxU4D9M/NXwF+A/2okAKoDgf+r3+27aj0TgIn1GncGDm+q98e1b/YDpmXm\ndjWmU/u5VkmSJEkaEu4EWDDTKKvBs4GNgD8A5wPnUVbJj6NM+t5YjwM8kpkP1NeTgZX6qbsXeCwz\np9X3VwFjgOnA5hGxA/BYy/lZfwbwR4DMfCQiJtXjmwKfjohPUibgc+rxuzLzcSgr7MDK7QLKzL6I\neBqYWK95XcouCCiTYoD7m84fk5l31tdXAlu2VNkH/Lm+fghYNSLWrNf9YNN1f4kywW/W2J1xOPCp\niDgEmAT8sl7nDhHxzlpmVP15e2ZOra+vATZsqm+gfr2p6dq2pn8bAhcDZOZdwEkRsQ5waN2x8BjP\n/m+r8X1tCrw2Il5d368QEaMzc3p/DfX6d8GF46DbzZgxvNMhSJK60OjRw/3/IMspkwDzEREjgWMo\nK8jPA34LDMvMRyPiCeCdwNuAtwMfpWyZh+euaLe91QB4GBgREWtm5iPAa4B7KNvRH83MAyNifZq2\ntDfVfTuwD2USOop5k91JwPGZeW1EbEJZqW4XU3/XvBnw1szcMiJWBW5sir9dHQ9ExMaZeVuNv12Z\nZx2rSYvVI2JMnbBvR5ksP0nZjk9ErMe8rf77A8dk5rSIOJ2yo2AScGNmTqyT8L1r2Q0iYmRmzgS2\nAs4BXlU/25f++7WducAKLccmUXZGnB8RL6HcyvEwZYfB6TXB8KaWOhrnTc7Mr9RdI0dQbv/o17Rp\ns+YTnpZ3vb0jHAddbvr02Z0OQZLUhaZPn+3/B1kGLEqixiTAs/UBb4iIPza9fw9lNflaykTvb5R7\nvqHsBNg3M2fU+90Pysx7ms59Vt0RsRbwzcb97gCZObfef39RRMykJBoSuBT4cUS8ErgXuDEi1m6u\nOzPPi4gdIuJ6yn3yjdXvjwGnRcTKlPv3D+knJiLi5fUaDms6fCfweERcSdnp8Oema26uo/H6A8DZ\nddfAP4DbWtvp57wPAj+PiLmUFfp9Kc9FeDQirqNMmv+vlr0BuDAiZgGzgAsouwbOjoj9KbcHNP4q\nwZPAD2p/X52Zv4qIV9V259uv9Wfj9R9qXa/PzEfrsTOA79b7/VegJH9WB06JiD3q9c+KiJ6WPjgD\nOKuetzrluQFLw0MTJUmSJHWJYX19zkGWlHr//3GZ+bGW40cCJ2bmnIj4IfCbzDx3CcW0KvDpzDxq\nSbS3JETErZm5aafjGAR9Zl/lTgDdffedfP7arzNi7TU6HYokqUvMmvIon3vNx5kwYYNOh6L56O0d\n0d+O8365E2DJGgZ8vc3xWcB19faCe4D/XoIxrUh5psHyxMyWJEmSJLVhEmAJysx/UR6M13r8VDr0\npPjMfKwT7Q6lzNys0zFIkiRJ0tLIPxEoSZIkSVKXcCeAJElLucd9LoQkaQnyf3eWbz4YUFp6+WBA\n+WBAMWfOHB5//B/+qUAxevRwx4EAx4KKoR4H48atR09P6x+70tLGBwNKkrSc6enpYZ11NjQZJJOC\n+jfHgsBxoEXnMwEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEk\nSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIkSeoSJgEkSZIk\nSeoSK3Y6AElaXHPmzGHy5Hs7HcaQmDFjONOnz+50GOqwkSM36XQIkiRpOWESQNIyb/Lke/no189n\n1ZEv7HQo0qB7YubD/PArwxk1amynQ5EkScsBkwCSlgurjnwhw0et0+kwJEmSpKWazwSQJEmSJKlL\nmASQJEmSJKlLmARYhkTE9hExsen92yPi1ogYFxHfqD9HRcTeA9Tx/YjYeclE3L+I+FZEbNdy7CUR\ncUdEfG8x6l0zIi5fgHLjI+LaRW1HkiRJkpZFPhNgGVUn+kcAO2bmNOCwenx74C3AxH5O7VsiAc5f\nuzheC1yYmR9b0sFIkiRJUjcwCbBs6QOIiP8HHAy8LjNn1mO/Bw4APgNsFhEfAK4AvgM8H3gCeFet\n54CI+AQwEjgoM/8YER8B9q5t/CQzT4mI7wNPAuOBscC+mXlTI5iIeB5wJrBu/fz8zDy6v/Mi4kBg\nf+BhYDXgf5vqehHwKWDViLgLuB44GXim1vXBzJwcEUcA7wT+BVyZmUdGxFrAj4AVgLZ/Jy4ijgLe\nShnzpwG/afpsO+DY2tbdtR9XrX03ElgbODUzT6/9fBOwCbA6sFdm3tfS1u+B/TPzb/Wa1wK+D5wD\nPF775MLM/Gy7WCVJkiRpqHg7wLJlGLAN8EFgFGVy39BX/x0LXJqZ3wGOB76UmVsBJwGvqGVvzMzX\nAacA+0bES4F3AFsD2wK7R8SGtb6/Z+Yutez+LfGMA66tn78aOLAplmedFxG9wKG13K5N8QJQJ9Jf\nBX6UmacDZwEfzsztgW8DJ0bEJsBewGvqNW0QEW+iJD4mZuYOlGTAs0TEK4BdgC3qvw1qXzacBexR\n23oA2BeYUOvcGdgZOLzp2q7PzNcDl1ASJ636+nm9Xo1/c+D1NS5JkiRJWmLcCbDseRDYiZIIODci\n3piZjYnmsKZ/ABsC1wJk5gUAEbEP8Kf6+VTKivcmlAnqZfX4GpSJMpRVb4D7KUmCZjOAzSNiB+Ax\nYKWmzxrnTa7nrQ9MysynaxzX8OyJeEPj2NjMvKW+voqSINgIuC4zn2k6vjEQwNlNx1ptCNxQ++lp\n4OMRMb7G0QuMAX4aEQCrAL8FLgIOjYi31Wtr/m+l+drGRMSelJ0ZfUDrrQzNibbrMvOJ2u71Ds9B\nEwAAIABJREFUNa6bGEBv74iBPlY1Y8bwTocgDTl/HwgcB5rHsSBwHGjRmARY9tyVmXOAU+sD/j5D\nWf1veIZ5E89JlJXvS+szBEa31NWYcCdwW2a+ESAiDgduAd4+n1j2BR7NzAMjYn2eu1OguY07gY0j\nYhXK9v4tgIv7KQswJSI2zcxbge1qjHcAR0TECsBcyq6FH1C2128N3Axs2SaGO4CDImIYZcxfABxS\nP3uEkuB4S2bOiojdKcmNIyi7HE6vSY43NdX3rOcZZObPgJ813kfEk5RbCP4G/GetH+DlEfH8GvsW\nlFspBjRt2qz5FREwffrsTocgDTl/H6i3d4TjQIBjQYXjQLBoiSCTAMuWZ22hB94P3BQRVzd9fjew\naUQcAnwcOKPeD/848P+AVzXV0Qf0ZeYtEXFprWdl4DrKtnhay7bE8zvgxxHxSsq9+DdGxNrtzsvM\nRyLiWOBqYDplRX6g6/sg8K06cX8a2C8z/x4R/wNcQ0l0XJWZv4yIK4EfRsQ7KBP+1kn6zRHx66bz\nvg08VePqi4iPAhfVZxzMBN5LSUicEhF7ALcBsyKip5+YW50MfDsi7qP0Y3NfXAC8gHKrwe1tzpUk\nSZKkITOsr29peVi8tPyqtx+ckpm7LcRpfWZ3F8zdd9/Jp868juGj1ul0KNKgmz3jAc44cidGjRrb\n6VDUYa76qcGxIHAcqOjtHdHuFusB+WBAaclot5NCkiRJkpYobweQloDMvBd4S6fjkCRJktTd3Akg\nSZIkSVKXcCeApOXCEzMf7nQI0pBwbEuSpMFkEkDSMm/cuPU46ePL590Wo0cP908givHjxzNz5lOd\nDkOSJC0HTAJIWub19PQwYcIGnQ5jSPjkX0EZ4+Uvm0qSJC0enwkgSZIkSVKXMAkgSZIkSVKXMAkg\nSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIk\nSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXMAkgSZIkSVKXWLHTAUiSBjZnzhwmT76302Go\ng0aO3KTTIUiSpOWESQBJWspNnnwvn7/kD4wYs06nQ1EHzJr6ACeNHs6oUWM7HYokSVoOmASQpGXA\niDHrMHKd9TodhiRJkpZxPhNAkiRJkqQuYRJAkiRJkqQuYRJgKRcR4yPisYi4vOnf0YtZ57ciYrtB\njPHWRWkvIn42wDnjI+LawYhvqEXENhGxaX3d7zVJkiRJUqf5TIBlw22ZucMg1tc3iHUtcnuZuecS\njmOo7AdMBG5djq5JkiRJ0nLIJMAyLCJOALaub3+cmSdHxHjgu8AKlMn3IZl5S0QcCOwPPAysBvxv\nS12bACfU89YEDsrMayPiTuBqIICHgD2BlYFza7m76zmtsT2nvYjYF3h/LXIM8KPMHBsRvwduAjYB\nVgf2aqrnecA5wF8z87im4/sCu9QY1gSOycxfRsRfgQSeAg6sfTG6nnZIZv41Im4G7gReBNxc41wH\n+Ha9trHAUZl5XlN9c4CPAac1lwEmAzsD/xERtwN/zMwxEfEK4GTgGeBJ4IO1nyYC9wETgBsy80Ot\nfSdJkiRJQ8XbAZYNL2u5HWDtiHgzMD4ztwReC+xTJ/LHA9/IzO2AjwJnR0QvcCjwamBXSnKgdXX+\nZcARmbkTcBzwvnr8xZQJ8VZAL7A5ZXJ9W2ZuC3wV6GmuKCJe2KY96s/pmbltZl7WdEofcH1mvh64\nBNi7Hns+8CPgmuYEQNM5z6vx7gJ8MyJWoCQcvpCZ+wCfAX6XmTsCB1Am8ADjgYMzcwtgDWB3SpLj\nhMx8AyUp8OFatlHf3sBGrWUy88/Ar4FPZObkpms9q36+PSW5cGL9bANKImQLYNfaV5IkSZK0RLgT\nYNlwe+vtABGxD3AVQGb+KyKuo0zkNwKurMdvjohxwPrApMx8up57DTCspY0pwNER8U9gBDCzHn8k\nMx+orydTVsEDuKi2kRExraWudu01ZD/XeFNTG2Pq682AR2s87VxaY5gaEY9SdgQ0t7EpsENEvLO+\nH1V/3p6ZU+vra4ANgQuAoyJiP8pkvfm/jUZ9U4HP9FOm1djMvKW+voqSLAG4KzMfB4iIByn92a/e\n3v4uXd1k9OjhnQ5BSwF/HwgcB5rHsSBwHGjRmARYdk2irNZ/MyKeD2xF2TY/CdgWuCAi/gN4kLL1\nfeOIWIWyNX0L4OKW+k4C3p2Zd0TEMZTVcmh/P//tlNsQzouICcybfDe0a+/X9bO5/VxPu3b+BLwZ\nuCEifp2ZrQ8g3Bw4IyLWAlYFGsmIRhuTgBszc2JErEPZYQCwQUSMzMyZzOu3LwJnZeavI+J9wHub\n2mnU94V+yszlubdETImITWvM2zEvkbBQz2OYNm3WwhTXcqi3dwTTp8/udBhaCvj7QL29IxwHAhwL\nKhwHgkVLBHk7wLLhORPHzPwVcE9E/AG4FvhpZt5EuW/9IxFxBWUb+n6Z+QhwLOXe/t8CT7dp41zg\npxFxEWVcjB0gltOBdSLiauDzwPSW2KYN0F5fP6/bXW9fZj4JHAT8oCY7mm0QEb+jrOIflJlzW+r8\nEvCOiLgcOB+4ox5/stZ3HXBf7cufAsdHxMWUZwWM5rn6K3M98JWI2Kip/Q8C34qIK4GPAIdRdl8s\n6YcySpIkSdK/Devrc06iZU9EvBdYMzNPWIRzb83MTYcgrMHWZ3ZXvb0juO66P3Pirfcycp31Oh2O\nOmDmA/dy7HYbM2pUf7lZdQtX/dTgWBA4DlT09o5ovc17vtwJoGXZomawzHxJkiRJ6ko+E0DLpMw8\nZzHO3WwwY5EkSZKkZYU7ASRJkiRJ6hLuBJCkZcCsqQ/Mv5CWS+W737jTYUiSpOWESQBJWsqNG7ce\nn3t9p6NQx2y6HuPHj2fmzKc6HYkkSVoOmASQpKVcT08PEyZs0Okw1EE9PT2ASQBJkrT4fCaAJEmS\nJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEld\nwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldwiSAJEmSJEldYsVO\nByBJi2vOnDlMnnxvp8MYEjNmDGf69NmdDkMdNnLkJp0OQZIkLSdMAkha5k2efC83XvZl1h4zstOh\nDLopnQ5AHTdl6kxGj/4yo0aN7XQokiRpOWASQNJyYe0xI1lv3dGdDkOSJElaqvlMAEmSJEmSuoRJ\nAEmSJEmSuoRJgIUUEUdGxCUR8fuIuCwi/rMe3yQitlmIeiZGxPMXI45PRsTmA3y+sPH8bBHjmNrm\n2DERccAA57w8Io6ur/eIiCVyo+v8+mwh65oYEddHxIaLUccFEbHeYMQjSZIkSQvCZwIshIh4GbBb\nZm5d378cOAf4D+DtwIPAVQtSV2buvTixZOZx8ymysPHsuYih9C3gsea2bgZurm8PAW6nxDqkFqDP\nFsbrMvOFg1DPgH0lSZIkSYPJJMDCmQm8KCLeD/wmM2+OiM0jYh1gX+DJiPgzsAbwReBJ4B/A+4FX\nAMcBTwFn1s83As6o5cYDY4F9M/OmiNgP+DAwHZgD/HdmntMIJCK+D0ys5+wKrAJMqG1c0hLPqsCx\nwDPA3cABwHtqXADHAD/KzLER8Qrg5Fr2SeCDwArABcAjwEWZ+fWmPlkpIn4EvKhe69uBYcBbI2Iv\n4AXA0Zl5YVPs29cYfkhJoJxTdy0cCOxNmRj/JDNPqdc5B1gPWAn4CbBbbe+twCzgv2ubKwMH1iTD\ncwzUZ5l5TkS8GvgGZYfMA8C7M/PJNvV8GxgZEb8A9gK+D7y49tOJmfk/7foxMydHxOeBN1GSHuPa\nxSlJkiRJQ8XbARZCZj4AvAXYGvhDREyi7Ax4APgeZQL4R8rEfo/M3B64AjiKMrFdKTO3zcxzm6rt\nA/6embsApwD7R8QLgE8AWwFvAFbjuSvGfU0/V8/M3WpsR2bmlJZ4zmqK5wFKgqAPmF7juayp3rOA\nD9ey3wZOrGXXAl7fkgAAGA58KjO3AUZSkh19wP2ZuRNwKHBQP/15EfAX4L+ADYB31L7dFti9brXv\nA+7JzJ2BScD4zHwT8DNKMmBzSnLijZSkyWrt2ppfn9XjZwDvy8wtgV8BL+0n7g9R+m4PSuLiobo7\nZCfg2Pr9Pacfa2Jgh8x8FSV5MHyAWCVJkiRp0LkTYCFExARgZmbuV9+/Erg4Ii5vKrMm8FhmNra3\nXwV8CbgQyH6qvqn+nEyZBK8P3N5YhY6IP1BWuvvzl/rzfspqOI3yEdELjAF+GhFQVr8vAe7qJ56x\nmXlLU+xfra/vycx/tSk/PTPvq6+nUnYdAPy5/nyo6Vh/hgGbUFb7GwmJNSiJgea6HqUkAgBmUK71\n4lruPOBpyo6HBdGuz9bKzATIzO8uYD0bAb+r58yOiNspuwva9eNGwJ9q2Scj4o8M/L3S2ztiAcPo\nbjNmDGdKp4OQhpi/DwSOA83jWBA4DrRoTAIsnM0oK/VvycyngTspk9FngLmU7eD/AFaPiDGZORXY\njnmT7bnzqb8xIbwL2CgiVqZshd+CeZPfdtrdV/5MUzz3A2/JzFkRsXuNeXw/8UyJiE0z89YFjL2/\ne9oX9F73uZQdKXcAt2XmGwEi4nDgFsrtBc1aJ83bAw9m5s4R8Rrgy8COC9Buu/imRMT6mXlXRHwc\nuDMzfzmfeiYB2wC/jIgRwKbAPbTvx9uBj0TE8yj/7TV2TfRr2rRZC3Apmj59dqdDkIacvw/U2zvC\ncSDAsaDCcSBYtESQSYCFkJm/iIiXAn+MiNmUyevHM/OxiPgT8HXKRO+DwM8jYi7lnv59KZPD5glf\nu9d9QF9m/iMijqOsIE+nrN4/PUBo7epqxDMJ+ChwUZ18zgTeS0kCtDvvg8C3ImJYbXM/ysR7YSf7\n/V1r433j2B8oD1fcGbg0Iq6mrMxfR7l1YaC6+igPGPxJRBxEGc+fh/L0fuDQzHxoIeI7APhu/d6m\nACdFxN7A8Mw8q5/zzwTOioirKN/TMZk5LSKe04+Z+feIOA+4AXiYchuDJOn/t3fnYXJU5eLHvwEM\nW8aQyAgBA4EQX4QAP/ZdhB8o6AVBRAXUy6KACCpekcgioLhdBS4oorIIiMJVQC+4gIAsCXs0rIaX\nVYgEQnITAgEhMfT9o85IM0xWZqYzU9/P88zT3VWn6rzVfaZmzlunTkuSpF4zoNFwcvIlTUQsDRyT\nmd8sncibgGMzc1yLQ+szIuIbwDcy86VWx/ImNMzuLpxHH32YyX89izXfMbTVoUjd7om/T2f0dscw\nZEivfJuqlmBe9VMH24LAdqBKe3vbfG8v7ooTAy6BMnMusGIZXXAr8GcTAIvsR308ASBJkiRJ3c7b\nAZZQmXkccFyr4+irMnNSq2OQJEmSpCWNIwEkSZIkSaoJRwJI6hcmPzOz1SFIPWLyMzMZ3eogJElS\nv2ESQFKfN3z4mrDTsa0Oo0cMHTrIr0CsudXWgxEjRjBz5iutDkWSJPUDJgEk9XkDBw5k5MhRrQ6j\nRzjzr6Bq42ASQJIkvXnOCSBJkiRJUk2YBJAkSZIkqSZMAkiSJEmSVBMmASRJkiRJqgmTAJIkSZIk\n1YRJAEmSJEmSasIkgCRJkiRJNWESQJIkSZKkmjAJIEmSJElSTZgEkCRJkiSpJkwCSJIkSZJUEyYB\nJEmSJEmqCZMAkiRJkiTVxDKtDkCS5mf27NlMmvREq8NomRkzBjF9+qxWh6EWGzx4dKtDkCRJ/YRJ\nAElLtEmTnuCH372KlQav0upQpJZ4buYUjv/WIIYMGdbqUCRJUj9gEkDSEm+lwauw8pDVWx2GJEmS\n1Oc5J4AkSZIkSTVhEkCSJEmSpJowCaBaiYj3RMQlPVzHDyJih56sQ5IkSZIWh0kA1U2jn9QhSZIk\nSYvMiQFVNwM6L4iIDwOHA2+h6sDvBWwAHJqZ+5YyT2fmsIi4AHgZGAEMAw7IzAkRcRhwCPAssCJw\nWUQcABxU6vw68KnM/EjZ3y3A3pn5TM8dqiRJkiS9niMBJBgFfCAztwf+CryPeV/NbwB/y8xdge8D\nh0REO/AFYEvg/U3bNoDpZb/XAhtExEoRsT4w1QSAJEmSpN7mSAAJpgIXRsQsYF3gti7KNI8gmFAe\nJwHbAusAEzNzDvzrKn+HBMjMRkRcDOwLrA2cuzCBtbe3LcJh9E8zZgxqdQjSEsHzgcB2oNfYFgS2\nAy0ekwCqtYgYDJwEDKcaGfNHqg7/y1TD/YmINYGhXWzekRh4GFg/IpYv220BXF3WvdpU/qfAz4Hl\ngWMWJr6pU19Y+IPpp6ZPn9XqEKQlgucDtbe32Q4E2BZUsR0IFi8RZBJAddMA3hsRd5XXA4Dbqa7+\nPws8RNX5/xnwXETcDkwEHuu0j47HRmZOi4hTgHHAdGBOF2XJzMkR8Txwa2Y2JwckSZIkqVeYBFCt\nZOZNwNsWsvieXWx/YNPza4BryvOLgIs6Fb9pHvs9byHrlyRJkqRuZRJA6gXlVoGxwPWZ+diCykuS\nJElSTzAJIPWCzPwHsFmr45AkSZJUb35FoCRJkiRJNeFIAElLvOdmTml1CFLL2P4lSVJ3MgkgaYk2\nfPiaHH707q0Oo2WGDh3k1ySKESNGMHPmK60OQ5Ik9QMmASQt0QYOHMjIkaNaHUbL+B3Agur3AEwC\nSJKkN885ASRJkiRJqgmTAJIkSZIk1YRJAEmSJEmSasIkgCRJkiRJNWESQJIkSZKkmjAJIEmSJElS\nTZgEkCRJkiSpJkwCSJIkSZJUEyYBJEmSJEmqCZMAkiRJkiTVhEkASZIkSZJqwiSAJEmSJEk1YRJA\nkiRJkqSaWKbVAUjSkmD27NlMmvREq8N4gxkzBjF9+qxWh6EWGzx4dKtDkCRJ/YRJAEkCJk16gluP\n+hzDVlih1aG8zuOtDkAt9/RLLzH0wvMZMmRYq0ORJEn9gEkASSqGrbACawxqa3UYkiRJUo9xTgBJ\nkiRJkmrCJIAkSZIkSTVhEkA9LiJGRMRtCyhzSEQs1O0pEfG+iPh0N8V2QER8q5v21W1xSZIkSVJP\ncE4ALSm+AlwI/HNBBTPzmm6st9FdO+rmuCRJkiSp25kEUK+KiBuBCcBo4K3APsAuwKrAJcCHypX5\n7YClgdMy87Ky3RRgaCk3KjO/EhH/AXyUKnlwc2aOiYiTgG2AFYGDM/PBUvfywE+BNYCBwBGdYjsS\n2JcqMXBpZn4/IkYDp5ZYVgY+k5m3RcTDwDggSlx7A58sr38EXAo8CYwE7szMwyNiZeAXpe4EdsrM\nUd3xvkqSJEnSwvB2APW2BnBHZu4CXAvsm5nnAc8AH4uI3YARmbk9sBNwXEQMLtv9omw3FyAiNqBK\nImydmdsAoyLiA6XsA5m5bUcCoDgMeKyU/RiwZceKiFgP+AiwLfBuYM+IeCewHvAfmbkz8B3gwLLJ\nWsDxZV/twOa8flTBKOAgYAvg/RGxCnAccEVmvgf4FSbhJEmSJPUyOyFqhQnlcRKwStPyAcAGwKYR\ncUNZtgwwojzPTvsJ4PbMnFtejwXWL88f6qLedwJ/AMjMR4AzIuLfy7r1gTWBP5XXK1F15CcDJ0TE\nP4A2YGZZPy0zn2o6juU61fVIZr4IEBFPl/XrUo1EgGoUwQK1t/t1db1lxoxBPN7qIKT58HwgsB3o\nNbYFge1Ai8ckgFqh44r5gPID8CrVyJSJwA2ZeWiZKPBY4NGmMs0eBP4jIpYu694NXARs1EVZyr43\nB66MiLWBk4HryrqkGj2wG0BEfBG4F/gNsH9mPlhuMxjR6RgWdIzN7qe6TeFeYKsFbA/A1KkvLEwx\ndYPp02e1OgRpvjwfqL29zXYgwLagiu1AsHiJIG8HUG/pqlPcaFo+FvhdZl4FzIqIm4E7gVczs6ve\nWSMz7wd+CdwC3AE8npm/mU99PwbWLvMLXACc3rSve4HrI2JcRIwH1gaeAi4GfhURv6f6fRm2kMfZ\nuf4G8G1gj4j4E/ApYM4C9iVJkiRJ3WpAo9Ftk6NLmo8y38HUzBwfETsDY8pcA/PSMLvbex599GEe\nP24MawxyWJ2WLE/OeoFNz/4BQ4YsKAep/s6rfupgWxDYDlRpb28bsOBSr+ftAFLveRw4PyL+SfVt\nA0e2OB5JkiRJNWMSQOol5ZsKtml1HJIkSZLqyzkBJEmSJEmqCUcCSFLx9EsvtToE6Q1sl5IkqTuZ\nBJAkYPjwNdnm9DNbHcYbDB06yK8vrLm1gBEjRjBz5iutDkWSJPUDJgEkCRg4cCAjR45qdRhv4My/\ngqp9gkkASZL05jkngCRJkiRJNWESQJIkSZKkmjAJIEmSJElSTZgEkCRJkiSpJkwCSJIkSZJUEyYB\nJEmSJEmqCZMAkiRJkiTVhEkASZIkSZJqwiSAJEmSJEk1YRJAkiRJkqSaMAkgSZIkSVJNmASQJEmS\nJKkmTAJIkiRJklQTy7Q6AElS/zF79mwmTXqi1WH0O4MHj251CJIkqZ8wCSBJ6jaTJj3Bl6/8Kiu2\nt7U6lH7jxakvcO7Q0xgyZFirQ5EkSf2ASQBJUrdasb2NttVWanUYkiRJ6oJzAkiSJEmSVBMmASRJ\nkiRJqok+kQSIiOsiYvPyfGBEzIyILzWtvzEiNlyE/Z0UEYd2sfzy7on4Dfv9QUTs0M373CgiTujO\nfS5C3R+OiBNbUXenOE6PiOGtjmNhRMSIiLitPN8rIh6KiCNaHZckSZKkeukrcwJcC2wP3FUerwbe\nD3wvIpYD1sjMexdhf42uFmbm3m820EWp783IzHuAe7p7v31JZh7V6hgW0+7AFzPzt60ORJIkSVK9\n9KUkwAnAacBuwLnAdyLircCmwI0RsRTwE+AdwDDgysw8ISI+BHwZmANMBj4GDAA+GBH7AG8DTsjM\n30bEM5m5akTcCEwARgNvBfbJzCfLlfc9ganACmW7m7oKOCIOAw4BngVWBC6LiAOAg0r9J5a6jwLm\nAuMy8ysRsS1wKjAbeAn4MLAa8NNyDEsB+wHrAIdm5r4R8TAwDghgCrA3sCxwUXkvJgHvzszVO8V4\nBLBXiW9aeb4/VYJleWAk8J3MvDAitgH+C3gOeBn4c6d9Ld9VfeW9nAIMAf4NOB9YC1gaOC0zfxkR\nGwNnlvfhZeDTZf1/A08CI4BLy+exMfC7zDyu7PtQYN9S5u3AmsBRmfnHiPg34GRgJjADuDczT26K\neSXgYqCN6nfh+My8ISLuBW4ENqRK4HwwM5+PiG8B2zXFfllEHA58EngVuCszP19GJ/y4vIf/KO2g\no87dqdrwphExLTNvR5IkSZJ6SZ+4HQC4G1i3PH83cBNwHbAzsAPVyIDhwG2ZuSuwJXBYKf8x4D8z\nc3vgt1Sd+gbw98zcGfgC8JlSttH0eEdm7kKVgNg3IjYCdgU2o0oEDGMeV/gj4u1lv1tSdaib9zu9\nxHI3cBKwU3m9ekTsDHyQqsO7A3A2Ved5Z+D28ngiMLhT3WtRdWC3AdqBzak6no9m5nalnlU6xTgA\nGArsnJlbUXWCNy/7fWtm7g7sAYwpm5wN7J+Z7wXu6+Kw51VfA/hF2e4QYEpmbluO5ZSIeBtwDvDZ\nzHwP8EOqZE+jHNdBVMmDr1MlTLYEDm7ad8fjy5n5fuDzwFElKXQGsGtm7kTVGe/8eR0PXJOZOwD7\nAOeV5W0l5vcATwG7RcRuwIjyWe0EHBcRg4EDSuzbABMjYmnge8CZmbkjVULn2x11Z+ZVVO31aBMA\nkiRJknpbnxgJkJmvRsQ9EbEr8Exmzo6IP1ANq96Q6gr1q8DmEbEj8DzVlXCALwJfiYjPAROB35Tl\nHVeyp1Bd1e9sQnmcBKxKlYS4MzMbwMsRMZ7qin5X1gEmZuYcgIi4pflwmsq0A3+ICKg6nmsD3wSO\nA66n6oDeQdU5PYaq8zgTOLZT3dMy86mmeJcr8V5d3r+MiKnNAWZmIyLmAJdExCyqERRvKavvLo9/\nL/sCWDUzHy7Pbwa26nTM86svm8pcV8rMioi/Uo02GNZ0O8dYqk4zwGOZ+UKJc0pmPgcQEV0lXzrH\n3A48n5kdcYyl+hw7x/yzEs/kiHi+JHDg9Z//csAaVFfvbyjLl6EafXAg8KWIWAu4jepz2QA4NiKO\nKa9ndxHvvNrO67T7Xeuib7WDGTMGtTqEfqsvtQP1HNuBOtgWBLYDLZ4+kQQorqXqHP+8vB5HdVV8\nbmY+Vzr5z2XmYRGxDq8NwT4EOCkzp0bEj6iGvC+Mzh3NB4AjyxX0gVTD0ud1r//DwPpliPzLwBaU\nDjJVsgLgcaoO5s6ZOTciDgLGAx8HLsjMoyNiTIn/QWBsZn4tIvalSghcOJ9YAe4Htgb+JyJGAis3\nrywTKX4wM7eKiBVK3R0d067291RErJ+ZD5T9di4zv/o6jnki1ZwOv4mINqrO8uPA5IjYIDPvoxoB\n0ZE0WJS5FDqXfRZoi4iVM3Naie3xTmUmUo0suSciVgdWAv53Hvt7ELghMw+NiGWoEjGPAqcAh2Xm\nKxFxNbBN2e/3MvO2iBhNNXphsUyd+sLibqp+or29rU+1g+nTZ7U6hH6rL7UD9Yy+dj5Qz7EtCGwH\nqixOIqiv3A4A1RXkbYDfA5Sr7DOobg3oWL9rRFxLNYR9fESsBtwJ/DYirqMaot4xGVtzJ6/RxbJm\njcy8v9R9O3AF1f35c8os/ac3Fy5Xn0+hSlT8sZR9XV2lzGnAzRFxO7ALVfLgTuDcEu+OVJ398cDX\nIuJ6qqTAmQuIu0E1emBERNxElSx5uVOZh4EXI+Jmqvvi/0I198C83ptPAeeVuN7VRZ2d6/sHb/QT\n4G0RMRa4gZKcoZoD4AclliOphv0PmEccXR3vG9aXERtHAL8vbWI4r/8coBp1sVOJ+dfAIZk5t4v9\nN8ow/lklxjuBVzNzFtWtEWPLZzOFqn18CTixzFlwHlWCZH7HI0mSJEm9YkCjYV9kYUQnnMT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JkiSpy5jsS5IkSZLUZZzGL0mSJA0xD866b5k4p6TFx2RfkiRJGkLGj5/A5748hb6+2R05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+lOShSfad2/7G+bq+Ocm6+Twe3t3HLJR7xSQ37e7/nr//cpKPJ6n5etxnbtOr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\ndFKSvavqDkl+mOSyC9uWj/v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