diff --git a/BekksRoom/dictionary.csv b/BekksRoom/dictionary.csv new file mode 100644 index 0000000..91b4edd --- /dev/null +++ b/BekksRoom/dictionary.csv @@ -0,0 +1,410 @@ +tucaseid,household +TUFINLWGT,weight +TRYHHCHILD,Age_of_youngest_child +TEAGE,Age +TESEX,Gender +PEEDUCA,Notsure +TELFS,labor_force_status +TEMJOT,last_7_Days__more_then_one_job +TRDPFTPT,fulltimeorparttime +TESCHENR,student_status +TESCHLVL,allocation_flag +TRSPPRES,spouse_parter_in_house +TESPEMPNOT,employment_status_of_SO +TRERNWA,weekly_earning_main_job +TRCHILDNUM,num_house_child +TRSPFTPT,full/part_employ_SO +TEHRUSLT,total_hours_worked_per_week +TUDIARYDAY,day_of_interview +TRHOLIDAY,flag_if_interviewday_was_holiday +TRTEC,totaltimespent_providing_eldercare +TRTHH,totaltimespend_childcare +t010101,sleeping +t010102,sleeplessness +t010201,washing,dressingandgroomingoneself +t010299,GroomingNEC +t010301,Health-relatedselfcare +t010399,selfcareNEC +t010401,Personal/Private_activities +t020101,InteriorCleaning +t020102,Laundry +t020103,Sewing,repairing&maintaintextiles +t020104,Storing/interioritems,food +t020199,housework +t020201,food/drinkprep +t020202,foodpresentation +t020203,kitchen/foodcleanup +t020299,food/drinkprep/present/clean +t020301,interiorarrange,decorate,repair +t020302,building/repair,furniture +t020303,healing/cooking +t020399,interiormaintenance,repairdecorate +t020401,exteriorcleaning +t020402,exteriorrepair,improve,decorate +t020499,exteriormaintenance,repair,decorateNEC +t020501,lawn,garden,houseplantcare +t020502,ponds,pools,hottubs +t020599,lawn/garden +t020601,animals/pets +t020602,walking/exercising/playingwithanimals +t020699,pet/animalcareNEC +t020701,vehiclerepair(byself) +t020799,vehiclesNEC +t020801,appliance,tool,toysetup,repair(byself) +t020899,appliances/toolsNEC +t020901,financialmanagement +t020902,household/personalorganize/planning +t020903,HH/personalmail/messages +t020904,hh/personal/email/messages +t020905,homesecurity +t020999,household,managementNEC +t029999,householdactivities +t030101,physicalcare,forhhchildren +t030102,reading_to_hh_children +t030103,playing_with_hh_children_not_sports +t030104,arts/crafts_children +t030105,playing_sports_hh_children +t030106,talking/listening_hh_children +t030108,organization/planning_for_hh_children +t030109,watching_hh_children +t030110,attending_hh_child_event +t030111,waiting_for/with_hh_children +t030112,pickingup/droppingoff_hh_children +t030199,caring/helping_hh_children +t030201,homework_hhchildren +t030202,meeting_school_conferences +t030203,homeschool_hh_children +t030299,activities,relatedto_hh_education +t030301,providing_medical_care_to_hh_child +t030302,obtaining_medical_care_hh_child +t030303,waiting_associated_hh_child_health +t030399,activities_related_childhealthNEC +t030401,physical_care_hh_adults +t030402,looking_after_hh_adult +t030403,medical_care_hh_adult +t030404,obtaining_medical_car_hh_adult +t030405,waiting_associated_caring_hh_adult +t030499,caring_hh_adults +t030501,helping_hh_adults +t030502,organization/planning_hh_adults +t030503,picking_up/dropping_off_hh_adult +t030504,waiting_associated_helping_hh_adults +t030599,helping_household_adultsNEC +t039999,caring_helping_hh_membersNEC +t040101,physical_car_nonhh_children +t040102,reading_to/with_nonhh_children +t040103,playing_nonhh_children_notsport +t040104,arts/crafts_nonhh_children +t040105,playing_sports_nonhh_children +t040106,talking/listening_nonhh_children +t040108,organization_planning_nonhh_children +t040109,looking_after_nonhh_children +t040110,attending_nonhh_children_event +t040111,waiting_for/with_nonhh_children +t040112,dropping_off/picking_up_nonhh_childrenNEC +t040199,caring_helping_nonhh_childrenNEC +t040201,homework_nonhh_children +t040299,activities_related_nonhh_educNEC +t040301,providing_medical_car_nonhh_children +t040302,obtaining_medicalcare_nonhh_children +t040401,physical_car_nonhh_adults +t040402,looking_after_nonhh_adult(primaryactivity) +t040403,providing_medical_car_to_nonhh_adult +t040404,obtaining_medical_car_services_nonhh_adult +t040405,waiting_associated_with_caring_nonhhadults +t040499,caring_for_nonhh_adultsNEC +t040501,housework,cooking_shopping,assistance_nonhh_adults +t040502,house_lawn_repair_assistance_nonhh_adults +t040503,animal/pet_care_assist_nonhh_adults +t040504,vehicle_appliance_maintenance/repair_assistance_nonhh_adults +t040505,financial_manage_assist_nonhh_adults +t040506,household_manage_paperwork_assistance_nonhh_adults +t040507,picking_up/dropping_off_nonhh_adult +t040508,associated_helping_nonhh_adults +t040599,nonhh_adultsNEC +t050101,work,mainjob +t050102,work,otherjob +t050103,security_procedures_related_work +t050104,waiting_associated_working +t050199,workingNEC +t050201,socializing,relaxing,leisure_part_of_job +t050202,eating/drinking_part_job +t050205,waiting_associated_with_work-related_activities +t050301,income-generating_hobbies/crafts/food +t050302,income-generating_performances +t050303,income-generating_rental_property_activities +t050304,income-generating_rental_property_activities +t050305,waiting_associated_other_income_generating_activities +t050399,other_income_generatingNEC +t050401,job_search_activites +t050403,job_interviewing +t050404,associated_job_search_interview +t059999,work/work-related_activitiesNEC +t060101,taking_class_dagree,certification,licensure +t060102,taking_class_personal_interest +t060103,waiting_associated_taking_classes +t060199,taking_classNEC +t060201,extracurricular_club_activities +t060202,extracurricular_music/performance_activities +t060299,education-related_extracurricular_actNEC +t060301,research/homework_class_degree,cert,licensure +t060302,research/homework_class_pers.interest +t060303,associated_research/homework +t060399,research/homeworkNEC +t060401,admin_activities_class_dagree/cert/licensure +t060402,admin_act_class_personal_interst +t060403,associated_w/admin.activites(education) +t060499,admin_educationNEC +t069999,educationNEC +t070101,grecery_shopping +t070102,purchasing_gas +t070103,purchasing_food +t070104,shopping,except_food/gas +t070105,associated_with_shopping +t070201,comparison_shopping +t080101,paid_childcare_services +t080201,banking +t080202,using_financial_services +t080203,waiting_associated_with/banking/financial_services +t080301,legal_services +t080401,health_car_services_outside_home +t080402,in-home_health_care_services +t080403,waiting_associated_medical_services +t080499,medical_services +t080501,personal_care_services +t080502,waiting_associated_w/personal_care_services +t080601,act_purchasing/selling_real_estate +t080602,waiting_associated_w/purchasing/selling_real_estate +t080701,veterinary_services +t080702,waiting_associated_vetinary_services +t089999,professional_personal_services +t090101,interior_cleaning_services +t090103,clothing_repair_cleaning_services +t090199,using_household_services +t090201,home_maint/repair/decor/construction +t090202,waiting_associated_w/home/repair/decor/constr +t090301,pet_services +t090302,associated_pet_services +t090399,using_pet_servicesNEC +t090401,lawn_garden_services +t090499,lawn_garden_servicesNEC +t090501,vehicle_maint_repair_services +t090502,waiting_associated_vehicle_main_repair +t090599,using_vehiclemaint/repair_svcs,NEC +t099999,household_servicesNEC +t100101,police_fire_services +t100102,social_services +t100103,obtaining_licenses/paying_fines_fees_taxes +t100199,using_government_servicesNEC +t100201,civic_obligations/participation +t100304,waiting_associated_using_government_services +t100499,security_procedures_rel_govt_svcs/civic_obligations +t109999,government_servicesNEC +t110101,eating/drinking +t110201,waiting_associated_w/eating_drinking +t120101,socializing_communicating +t120201,attending/hosting_parties/receptions/ceremonies +t120202,attending_meeting_personal_interst(not_volunteering) +t120299,attending/hosting_social_eventsNEC +t120301,relaxing,thinking +t120302,tobacco/drug_use +t120303,TV/movies(nonR) +t120304,TV(R) +t120305,listen_to_radio +t120306,listen_to/playing_music +t120307,playing_games +t120308,computer_use_leisure +t120309,arts/crafts_as_hobby +t120310,collecting_hobby +t120311,hobbies,except_arts/crafts_collecting +t120312,reading_personal_interest +t120313,writing_personal_interest +t120399,relaxing/leisureNEC +t120401,attending_performing_arts +t120402,attending_museums +t120403,attending_movies/film +t120404,attending_gambling_establishments +t120499,arts_entertainmentNEC +t120501,waiting_assoc.w/socializing_communicating +t120502,waiting_assoc.w/attending/hosting_social_events +t120503,waiting_assoc.w/_relaxing/leisure +t120504,waiting_assoc./w_arts/entertainment +t120599,waiting_assoc./w_socializingNEC +t129999,socializing/relaxing/leisureNEC +t130101,doing_aerobics +t130102,playing_baseball +t130103,playing_basketball +t130104,biking +t130105,playing_billiards +t130106,boating +t130107,bowling +t130108,climbing,spelunking,caving +t130109,dancing +t130110,participating_equestrian_sports +t130112,fishing +t130113,playing_football +t130114,golfing +t130115,doing_gymnastics +t130116,hiking +t130117,playing_hockey +t130118,hunting +t130119,participating_martial_arts +t130120,playing_racquet_sports +t130122,rollerblading +t130123,playing_rugby +t130124,running +t130125,skiing,ice_skating,snowboarding +t130126,playing_soccer +t130127,softball +t130128,using_cardiovascular_equipment +t130129,vehicle_touring/racing +t130130,playing_vollyball +t130131,walking +t130132,participating_water_sports +t130133,weightlifting/strength_training +t130134,working_out,unspecified +t130135,wrestling +t130136,doing_yoga +t130199,playing_sportsNEC +t130202,watching_baseball +t130203,watching_basketball +t130205,watching_biliards +t130206,watching_boating +t130207,watching_bowling +t130210,watching_equestrian_sports +t130213,watching_football +t130215,watching_gymnastics +t130216,watching_hockey +t130218,watching_racquet_sports +t130219,watching_rodeo_competitions +t130220,watching_rollerblading +t130221,watching_rugby +t130222,watching_running +t130223,watching_skiing,ice_skating,snowboarding +t130224,watching_soccer +t130225,watching_softball +t130226,watching_vehicle_touring/racing +t130227,watching_volleyball +t130229,watching_water_sports +t130232,watching_wrestling +t130299,attending_sporting_eventNEC +t130301,waiting_related_playing_sports_exercising +t130302,waiting_related_attending_sporting_events +t139999,sports,exercise,recrationNEC +t140101,attending_religous_services +t140102,participation_religous_practices +t140103,waiting_associated.w/religious&spiritual_activities +t140105,religious_education_act +t149999,religous_spirtual_actNEC +t150101,computer_use +t150102,organizing/preparing +t150103,reading +t150104,telephone_calls(except_hotline_counseling) +t150105,writing +t150106,fundraising +t150199,administrative&support_activeNEC +t150201,food_prep,presentation,clean-up +t150202,collecting&delivering_clothing&other_goods +t150203,providing_car +t150204,teaching,leading,counseling,mentoring +t150299,social_service&care_activitiesNEC +t150301,building_houses,wildlifesites&other_structures +t150302,indoor&outdoor_maintenance,repair&clean-up +t150399,indoor&outdoor_maintenance,building&clean-up_activities +t150401,performing +t150402,serving_volunteering_events&cultural_activities +t150499,participating_performance&cultural_activitiesNEC +t150501,attending_meetings,conferences,training +t150599,attending_meetings,conferences&trainingNEC +t150601,public_heatlh_activities +t150602,public_safety_activities +t150699,public_health_safety_activitiesNEC +t150701,waiting_associated_volunteer_activities +t150801,security_procedures_related_volunteer_act +t159999,volunteer_activitiesNEC +t160101,telephone_calls_to/from_family_members +t160102,telephone_calls_to/from_friends/neighbors/acquaintances +t160103,telephone_calls_to/from_education,services,providers +t160104,telephone_calls_to/from_salespeople +t160105,telephone_calls_to/from_professional/personal_care_svcs_providers +t160106,telephone_calls_to/from_household_services_providers +t160107,telephone_calls_to/from_paid_child/adult_car_providers +t160108,telephone_calls_to/from_government_officials +t160199,telephone_callsNEC +t160201,waiting_associated_with_telephone_calls +t169999,telephone_callsNEC +t180101,travel_related_personal_car +t180199,travel_related_personal_carNEC +t180201,travel_related_housework +t180202,travel_related_food/drink_prep/clean-up/presentation +t180203,travel_related_interior_maintenance/repair&decoration +t180204,travel_related_exterior_maintenance/repair/decoration +t180205,travel_related_lawn/garden/houseplantcare +t180206,travel_related_careAnimals/pets +t180207,travel_related_vehiclecare/maintenance(by_self) +t180208,travel_related_appliance/tool/toysetup/repair/maintance/(by_self) +t180209,travel_related_household_management +t180299,travel_related_to_household_act +t180301,travel_related_caring_helping_hhchildren +t180302,travel_related_hhchildrens_education +t180303,travel_related_hhchildrens_health +t180304,travel_related_caring_hhadults +t180305,travel_related_helping_hhadults +t180401,travel_related_caring/helping_nonhh_children +t180402,travel_related_nonhh_childrens_education +t180403,travel_related_nonhh_childrens_health +t180404,travel_related_caring_nonhh_adults +t180405,travel_related_helping_nonhh_adults +t180501,travel_related_working +t180502,travel_related_work-related_activities +t180503,travel_related_income-generating_activities +t180504,travel_related_job-search&interviewing +t180599,travel_related_workNEC +t180601,travel_related_taking_class +t180602,travel_related_extracurricular_activites(sports) +t180603,travel_related_research/homework +t180604,travel_related_registration/administrative_activities +t180699,travel_related_educationNEC +t180701,travel_related_grocery-shopping +t180702,travel_related_purchasing-gas +t180703,travel_related_purchasing-food +t180704,travel_related_shopping/exgroceries/food/gas +t180799,travel_related_consumer-purchasesNEC +t180801,travel_related_childcare_services +t180802,travel_related_financial_services/banking +t180803,travel_related_legal_services +t180804,travel_related_medical_services +t180805,travel_related_personal_care_services +t180806,travel_related_real_estateservices +t180807,travel_related_veterinary_services +t180899,travel_rel_using_prof.&personal_car_servicesNEC +t180901,travel_related_household_services +t180902,travel_related_home./repair/decor/construction +t180903,travel_related_pet_services(not_vet) +t180904,travel_related_lawn/garden-services +t180905,travel_related_vehicle/maintenance&repair-services +t180999,travel_related_household_servicesNEC +t181001,travel_related_government-services +t181002,travel_related_civic-oligations&participation +t181099,travel_rel.govtsvcs&civicobligationsNEC +t181101,travel_related_eating/drinking +t181201,travel_related_socializing/communicating +t181202,travel_related_hosting_socialevents +t181203,travel_related_relaxing/leisure +t181204,travel_related_arts/entertainment +t181205,travel_entertainment +t181299,travel_rel.socializing/relaxing&leisureNEC +t181301,travel_related_participating_sports/exercise/recreation +t181302,travel_related_attending_sporting/recration_events +t181401,travel_related_religious +t181499,travel_rel.religousNEC +t181501,travel_related_volunteering +t181599,travel_related_volunteer_activitiesNEC +t181601,travel_related_phone_calls +t181801,security_procedures_related_traveling +t189999,travelingNEC +t500101,insufficient_detail +t500103,missing_travel_or_destination +t500105,respondent_refused_provide_information +t500106,Gap/cant_remember +t500107,unable_to_code_activity_1st_tier \ No newline at end of file diff --git a/BekksRoom/dictionary.py b/BekksRoom/dictionary.py new file mode 100644 index 0000000..2991c24 --- /dev/null +++ b/BekksRoom/dictionary.py @@ -0,0 +1,31 @@ +key = {'tucaseid': 'household', 'TUFINLWGT': 'weight', 'TRYHHCHILD': 'Age_of_youngest_child', 'TEAGE': 'Age', +'TESEX': 'Gender','PEEDUCA': 'Notsure', 'TELFS': 'labor_force_status', 'TEMJOT': 'last_7_Days__more_then_one_job', +'TRDPFTPT': 'full time or part time', 'TESCHENR': 'student_status', 'TESCHLVL': 'allocation_flag', 'TRSPPRES': 'spouse_parter_in_house', +'TESPEMPNOT':'employment_status_of_SO', 'TRERNWA': 'weekly_earning_main_job', 'TRCHILDNUM': 'num_house_child', 'TRSPFTPT': 'full/part_employ_SO', +'TEHRUSLT': 'total_hours_worked_per_week', 'TUDIARYDAY':'day_of_interview', 'TRHOLIDAY': 'flag_if_interviewday_was_holiday', +'TRTEC': 'totaltimespent_providing_eldercare', 'TRTHH': 'totaltimespend_childcare', 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299': +'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': 'selfcareNEC', 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture', +'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501': +'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701': +'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children', +'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301': +'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC', +'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults', +'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest', +'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':'extracurricular_club_activities', 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping', +'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services', +'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services', +'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC', +'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC', +'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC', +'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':'rollerblading', 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball', +'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices', + 't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC', + 't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing', + 't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC', + + 't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials' +,'t160199':'telephone_callsNEC', 't160201':'waiting_associated_with_telephone_calls', + 't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare', + 't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas', +'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' } diff --git a/BekksRoom/messy.py b/BekksRoom/messy.py new file mode 100644 index 0000000..0e31f25 --- /dev/null +++ b/BekksRoom/messy.py @@ -0,0 +1,139 @@ +from BekksRoom.stats_functions import average_minutes, stdev_minutes +from BekksRoom.stats_functions import hypothesis_test_plot +import pandas as pd +import matplotlib as plt + + +def get_input(dataset): + done = False + std = 'n' + avg = 'n' + hypothesis = 'n' + going_to_use_groupby = 'n' + avg = input("want the average? y/n ") + clean = input("Want your data cleaned? We drop zeros and nan. y/n ") + columns = [] + if avg == "y": + print("Automatically including weight because you want the average") + columns.append('weight') + else: + std = input("Want standard Deviation? y/n ") + if std == 'y': + print("Automatically including weight because you want the standard dev") + columns.append('weight') + if avg != 'y' or std != 'y': + hypothesis = input("Want hypothesis testing? y/n ") + if hypothesis == 'y': + print("Automatically including weight because you want hypothesis test") + columns.append('weight') + if avg != 'y' and std != 'y' and hypothesis != 'y': + going_to_use_groupby = input("Are you going to use groupby? y/n ") + if going_to_use_groupby == 'y': + print("Automatically including weight because you want to use groupby ") + columns.append('weight') + for item in dataset.columns.tolist(): + print(item) + while not done: + print("Enter you column as appears above, type DONE when done, or CLEAR if you messup") + column = input("What columns do you want?") + if column == 'DONE': + done = True + break + if column == 'CLEAR': + columns = [] + if column in dataset.columns.tolist(): + columns.append(column) + else: + print("Not in dataset") + print(columns) + return(avg, clean, columns, std, hypothesis, going_to_use_groupby) + + +def querys(datawork, query): + return datawork[query] + + +def graph_data(dataset): + wplot = input("What type of plot? bar or line (more to come)") + if wplot == "bar": + print(plt.style.available) + plot_style = input("What style plot? Type it correctly!") + plt.style.use(plot_style) + print("Your data sir ", dataset) + figuresize = input("Whats your figure size, just enter one number no floats") + figuresize = int(figuresize) + legends = input("Want a legend True/False") + stacks = input("Want to stack it? True/False") + xlabels = input("x label?") + ylabels = input("y label?") + grids = input("Want a grid True/False") + ax = dataset.plot(kind="bar", figsize=(figuresize,figuresize), legend=eval(legends), stacked=eval(stacks)) + ax.set_ylabel(ylabels) + ax.grid(eval(grids), 'both') + ax.set_xlabel(xlabels) + return ax + if wplot == "line": + print(plt.style.available) + plot_style = input("What style plot? Type it correctly!") + plt.style.use(plot_style) + print("Your data sir ", dataset) + figuresize = input("Whats your figure size, just enter one number no floats") + figuresize = int(figuresize) + legends = input("Want a legend True/False") + xlabels = input("x label?") + ylabels = input("y label?") + grids = input("Want a grid True/False") + ax = dataset.plot(kind="line", figsize=(figuresize,figuresize), legend=eval(legends)) + ax.set_ylabel(ylabels) + ax.grid(eval(grids), 'both') + ax.set_xlabel(xlabels) + return ax + + +def datasets(dataset, query=None): + avg, clean, columns, std, hypothesis, going_to_use_groupby = get_input(dataset) + # print(avg, clean, columns) + data = dataset[columns] + if query is not None: + data = querys(data, query) + data.describe() + if std == 'y': + newdataframe = {} + for item in data.columns.tolist(): + if item == "weight": + pass + else: + newdataframe[item] = [stdev_minutes(data, item)] + data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None) + if avg == 'y': + newdataframe = {} + for item in data.columns.tolist(): + if item == "weight": + pass + else: + newdataframe[item] = [average_minutes(data, item)] + data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None) + if clean == 'y': + for item in data.columns.tolist(): + if item == "weight": + pass + else: + data = data[data[item] > 0] + data = data.dropna() + # print(data) + if going_to_use_groupby == 'y': + while True: + column_to_group = input("What column would you like to group by? ") + if column_to_group in data: + return data.groupby(column_to_group) + else: + print("Thats not in your columns") + if hypothesis == 'y': + group_var = input("What is your group variable?") + test_var = input("What is your test variable?") + data = hypothesis_test_plot(data, group_var, test_var) + graphs = input("Want to graph your data? y/n") + if graphs == 'y': + plot = graph_data(data) + return(data, plot) + return data diff --git a/BekksRoom/stats_functions.py b/BekksRoom/stats_functions.py new file mode 100644 index 0000000..305b579 --- /dev/null +++ b/BekksRoom/stats_functions.py @@ -0,0 +1,38 @@ +import math +import pandas as pd + + +def average_minutes(data, activity_col, weight_col="weight"): + data = data.rename(columns={weight_col: "weight", + activity_col: "minutes"}) + data = data[['weight', "minutes"]] + data['weighted_minutes'] = data.weight * data.minutes + return data.weighted_minutes.sum() / data.weight.sum() + + +def stdev_minutes(data, activity_col, weight_col="weight"): + data_mean = average_minutes(data, activity_col, weight_col) + data = data.rename(columns={weight_col: "weight", + activity_col: "minutes"}) + num_non0_obs = data[data.weight != 0].weight.count() + data = data[["weight", "minutes"]] + data['weighted_ss'] = data.weight * (data.minutes - data_mean)**2 + return math.sqrt(data.weighted_ss.sum() / + (((num_non0_obs-1)/num_non0_obs)*data.weight.sum())) + + +def hypothesis_test_plot(data, group_var, test_var, weight_var="weight"): + data = data[[group_var, test_var, weight_var]] + data_grouped = data.groupby(group_var) + frame = pd.DataFrame() + for group in data_grouped: + count = group[1][weight_var].count() + mean = average_minutes(group[1], test_var, weight_var) + stdev = stdev_minutes(group[1], test_var, weight_var) + frame = frame.append({group_var: group[0], + "mean": mean, + "error": (stdev*1.96/math.sqrt(count))}, + ignore_index=True) + frame.index = frame.pop(group_var) + plot = frame.plot(kind="bar", yerr="error", figsize=(12, 8)) + return (frame, plot) diff --git a/NewestVersion.ipynb b/NewestVersion.ipynb new file mode 100644 index 0000000..6331def --- /dev/null +++ b/NewestVersion.ipynb @@ -0,0 +1,4777 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import re\n", + "import math\n", + "import pandas as pd\n", + "import bokeh\n", + "from bokeh.plotting import figure, output_notebook, show" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The goal of this ipython notebook is to learn how to do basic data analysis and how to make the data analysis and cleaning of data more efficent" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def average_minutes(data, activity_col):\n", + " data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n", + " data = data[['weight', \"minutes\"]]\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / data.weight.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def stdev_minutes(data, activity_col):\n", + " data_mean = average_minutes(data, activity_col)\n", + " num_non0_obs = summary[summary.TUFINLWGT != 0].TUFINLWGT.count()\n", + " data = data.rename(columns={\"TUFINLWGT\": \"weight\", activity_col: \"minutes\"})\n", + " data = data[[\"weight\", \"minutes\"]]\n", + " data['weighted_ss'] = data.weight * (data.minutes - data_mean)**2\n", + " return math.sqrt(data.weighted_ss.sum()/(((num_non0_obs-1)/num_non0_obs)*data.weight.sum()))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "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)]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def hypothesis_test_plot(data, group_var, test_var):\n", + " data = data[[group_var, test_var, \"TUFINLWGT\"]]\n", + " data_grouped = data.groupby(group_var)\n", + " frame = pd.DataFrame()\n", + " for group in data_grouped:\n", + " count = group[1].TUFINLWGT.count()\n", + " mean = average_minutes(group[1], test_var)\n", + " stdev = stdev_minutes(group[1], test_var)\n", + " frame = frame.append({group_var: group[0], \"mean\": mean, \"error\": (stdev*1.96/math.sqrt(count))}, ignore_index=True)\n", + " frame.index = frame.pop(group_var)\n", + " plot = frame.plot(kind=\"bar\", yerr=\"error\", figsize=(12, 8))\n", + " return (frame, plot)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hypothesis_test_plot(summary, \"TESEX\", \"t020501\")[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: \"Bekk'sRoom/dictionary.py\"", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Bekk'sRoom/dictionary.py\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'[\\n \\{\\}]'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mstring\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr\"','\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\\n\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: \"Bekk'sRoom/dictionary.py\"" + ] + } + ], + "source": [ + "import re\n", + "with open(\"Bekk'sRoom/dictionary.py\") as dictionary:\n", + " string = dictionary.read()\n", + "string = re.sub(r'[\\n \\{\\}]', \"\", string[5:-3])\n", + "string = re.sub(r\"','\", \"\\n\", string)\n", + "string = re.sub(r\"':'\", \",\", string)\n", + "with open(\"Bekk'sRoom/dictionary.csv\", 'w') as dictionary:\n", + " dictionary.write(string)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from BekksRoom.messy import datasets\n", + "from BekksRoom.dictionary import key\n", + "import seaborn as sns\n", + "test = summary.rename(columns=key)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Please test the following function which is able to clean, provide basic analyzation and provide basic graphing. The goal of this function is to allow quick analyzation of large amounts of data. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "newdata = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dns/DBjC5uRnTFffiPtN63KvqmgNtregA0NjQgP1Lx7j13G/6dOzWnF/P+0kj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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "newdata.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "tvlegal = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "thinkingtravelrelatedvolunteering = datasets(test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "tlmccomputeruse = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "kids = test.Age < 18\n", + "youth = datasets(test, kids)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "youth.plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "adult = test.Age > 18\n", + "adults = datasets(test, adult)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare = pd.DataFrame.merge(adults, youth, left_index=True, right_index=True)\n", + "compare = compare.rename(columns = {\"computer_use_x\":\"Adult\", \"computer_use_y\":\"Kids\"})\n", + "compare\n", + "compare.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n n\n", + "Want your data cleaned? We drop zeros and nan. y/n n\n", + "Want standard Deviation? y/n n\n", + "Want hypothesis testing? y/n n\n", + "Are you going to use groupby? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?TV/movies(nonR)\n", + "['TV/movies(nonR)']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "Want to graph your data? y/ny\n", + "What type of plot? bar or line (more to come)line\n", + "['dark_background', 'grayscale', 'bmh', 'ggplot', 'fivethirtyeight']\n", + "What style plot? Type it correctly!ggplot\n", + "Your data sir TV/movies(nonR)\n", + "0 330\n", + "1 95\n", + "2 60\n", + "3 65\n", + "4 90\n", + "5 270\n", + "6 244\n", + "7 90\n", + "8 270\n", + "9 0\n", + "10 283\n", + "11 60\n", + "12 300\n", + "13 15\n", + "14 397\n", + "15 130\n", + "16 70\n", + "17 660\n", + "18 75\n", + "19 120\n", + "20 0\n", + "21 105\n", + "22 0\n", + "23 60\n", + "24 0\n", + "25 0\n", + "26 360\n", + "27 120\n", + "28 240\n", + "29 90\n", + "... ...\n", + "11355 120\n", + "11356 190\n", + "11357 240\n", + "11358 0\n", + "11359 175\n", + "11360 60\n", + "11361 175\n", + "11362 0\n", + "11363 400\n", + "11364 363\n", + "11365 0\n", + "11366 240\n", + "11367 90\n", + "11368 180\n", + "11369 410\n", + "11370 90\n", + "11371 60\n", + "11372 0\n", + "11373 406\n", + "11374 180\n", + "11375 0\n", + "11376 120\n", + "11377 118\n", + "11378 370\n", + "11379 205\n", + "11380 480\n", + "11381 0\n", + "11382 0\n", + "11383 60\n", + "11384 330\n", + "\n", + "[11385 rows x 1 columns]\n", + "Whats your figure size, just enter one number no floats8\n", + "Want a legend True/FalseTrue\n", + "x label?TV\n", + "y label?Minutes\n", + "Want a grid True/FalseTrue\n" + ] + }, + { + "data": { + "image/png": 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2La9K2HVKQH71od8T+8gP5rjA7BpibFpWdEJcGXloUS/ei2vvdsii1RAvPKms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\nGeTn519UP0UkcaYkuwEicmWxWCw4HA7q6urw+/04HI7zPue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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tv = datasets(test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Here I am experimenting with different types of graph seeing how they represent the data and what can be learned from their representation" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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xrbIhbA+F3eHmDSD/eiIvH6jF4yKeonBhWfBZa6VFmdhxthViJni4xRu50FqZ\nWRsQWlPJmZCpyCo5A5ZFwPw+OGdDXZdzSO+ZSs4gO3Voz1U81okJB+7e19gc+MOZVjz/yZUxrSWT\nncqQB4ggiKhDmqAEhGGAB2bpkSb3LuQz9UoES55r6XELagoNZdjo0iQhdSihvB5OD3D3dbn8uR6Y\nrUe/GwDYiL0kXGitRO+tLbXlcF1UBMp9Lg9e3l+LdYsLsfGA10O0cpY+6PUbqtHrSLOzCIIgiNGD\nPEEJiIQBpBIJXj5Qg5cP1EAqkUBMg8wJqN+pbERpUSbKzFrkqwft4mD6mmCemlBeD7uThdMDgYbm\nveNN2H3RNiwvCcN4DapD1R04VN2Bu6/Lxf4rnREdSyUX6k1WzMjDvks2AEC3wyXqsRKr0DzctiPx\nXO05HH3WWI0/nq8bQRDjCzKCEpCOfuDVzwabnr76WS06+oPv3+Vw44Ov27G7yhoQngpXWBuqFD9n\nHH1SZQv4XJ/LMyxRMcsKDartJ5rQ63RHdCwubPjwvHw8fqMJH5xrg0zKYOUsPfSqFN7AWju/gNdH\nRRLa8jeyyktNvCERjd5koebYYOlCt4sdkcEQ6t6PVZhvvIYXCYKIT8gISkDEQjdi28Se9hkmMFNq\nJA1WfY2jXRcsWDlLz59v5Sw973kZK+wON974vB7dDhe+V5KHh+floygzFUaVVGAAhDLyghkawbRZ\nI+3dNJQhcMHqxL/u+BKVDb0jNhjE7v1Y9Z6Kx55XBEGMb8gISkDS5cCPFg16IH60yIT0IE4c36d9\nqYTBox8Ob9EMJ3zS5XBjx9lWbFzmPZ9Ro4BMyojuP5QHQyIBHl1o5M/36EIjslIjE2yr5AxeuHUi\nHl1YAE2qHP/vdDPeOtqAbqebfz/UcRhmaIPEftXL9sHX7bCHU4hpCIYyBLj3S/SqMU/fJ5IHClES\n4xUyghIQpxv46HwbfrLYhJ8sNuGj821wDrH+OtxecbG11wWXm8XxBjuflhwuYuETf+PosYVGvsaP\nOVMmGm4JJ+TR5wTeO97Ie1neO96IuUZ1RPVwqjpcqLL2480vGrDxQA3uujYXLjeLTQdrA+YuZuT5\nZ5f5GxqhNFXjuWP2WI1/vF+3RIVClMR4huoEJShfW5w41WgHAMwwqHCtTtww8G2vYcpKxX+dbMY9\n1+fid6e8zT6HUwVZLEOsvZ+FhAHaelwhK06H26rB4mDx/CfVfHbYJUsv/nWREemywfPm5eWhqr4J\n/S4EZI3wppVmAAAgAElEQVTZnSw+PG/D7iqr4FylRZk4VN0h2pqh28Wi3wWkyryaJIcbeOHTath6\nXVhSnIU0mQR3TssKu+7RcOsHhdMbbeuRekEm3mhUsx6L+kdDnTfZ66bEeu7x0FoFSN77nqzzBqht\nBhGCXjcLl4fF7iorAOD6PCV63SzSpYGLel2ng99v5Sw9HpxjwNYj9cNO6xZboLltZWYtjtR18t3t\ntx6px0tlRYJjW/o8YZ1HygCrZhuw5XAdAG/476W91bA73Px5v6hqwmVLr8AQyFfLRGsTcaTJJKJV\nibk5qBRSrJ6bzxeifPxGEzr7XfhVpfeHaHa+KsDYCHbthrtQDNUuY6pWjs1334CeHjvmGEavSeZY\neWHI+0MQRLSgcFgC0uUAKg4NZodVHKpFlyNwP9/+W1yGVYFGEfZ5/HUAYnqV9v7BbSwC09p9Bdt2\nJ4tNh2qxYkYeH/J4YrFJdNFzeQbDd1wGXIleJTjvZ1dsAbqYD855U/JbetyYZ1QLhNrrFptw+5Qs\nTM9JEczNd14lepXg2m46WItaW3/UtDfhaiuG0ivl69RQyoKXMyBiRyLrZShESYx3yBOUgIjVBBLb\nJlYUOUMO0aab/iEIX8/I46Um6NIkQQsKcnhYNqDpKeepALzhpflGDd7/yltVOk0m4dtYcKEoLqw1\n3EapXEr+S3ur8dodxchTpvONV/3nxs3ft3bSaGF3srD0ebDpUC3sDjeeXlqEPKVUNJRHjB9G2nB4\nPDCUZ5Ig4hnpc88999xYDyJW2O32sR5CTGAZIEeZim/ae5Eml2DlLD2KMuVI8bOEFFIG0yaocLzR\njjS5BE/eVAiDUorsNCluMWdh2RQtDEopLlideHr3Fez6xoZpE1RQyCR4evcVuNwsvleShy2H67Dr\nGxtK9GrcNlkLlUKG7gEXHi81waSS8ucw69Jx2dqHPqc35JUml2DZFC0UUm8NnvV7ruCytQ//OCMP\n+y7b8N1rc2DIkKKqw4Vzbf34z4O1/BgMSimm5ipx4urYy0tN2HWhHVKJ98nUpJJCnZEKU+bgdXho\nrgF2hwvm7HTY+py4eVImVHIG6TIGiquhQruTxdO7r8Da60Kf04PjjXYsm6JFiV6N44122PqcWLvA\niNNN3vP++EYTstLl+LK5W3ANxbA7WQx4wJ+Lg7u++6904N4bJqCqvRcTdWmo63QK5pydFr7lp1Kp\nkub77ks8zVvsu3SLOSvg/keLWMw92HdYIWVGbV7hEE/3PZYk67wB79yjwZCPuC6XC9988w1qamrQ\n09MDpVKJwsJCTJ48GTIZOZLiEd8eXYD39RxDkei+wZ7iuNd2J4utR+oFOp5nb/Ye645p2fjNySaB\nfqjMrMXuKiueWGzin3q5czg9QL5GgfeODzZQ5eoS+baX2H6iiRcm250sjtZ1CQTMG/bXYP0tE/Hm\nFw0oM2v55p4vlRUJxv4tsx661CbcMKEYqTLgSocTn16tS+RbuDAc/K/TluXFGPAA59r68N9nWlBm\n1uIGvRIFGvG/iWAeAf+5/+5UMx6co0etrT9gztRyI/4YK3H4WJAMXi0i+QiqCerq6sL27dvxwx/+\nEL/85S/x5ZdforGxEWfOnMEvfvEL/PCHP8T27dvR1dUVy/ESYSDWUiJUqCqUboRhgPtLJiBNJkGa\nTOJ9LQeeXlqEEoMyYH8WQGlRJk42dqPbJUwXl0uAP301dANVjmA6CpVCiib7AEr0Kuy6YOGbe/rP\nQyKRQCnzNt5kWWDTQaFOyv/43L+fXlok0Alxx/Q9PteA9VeVjXyT0U0Ha9EnkiEcaZE/mUT8z5Iz\nGBNVXzLeGCo1fDT0MmPZqoQKVRKJSFBXzvr167F06VK8/PLL0Ol0Ae9brVYcOnQI69evR0VFxagO\nkoiMXmegJ+i63CIoh+m487DC1ywLTMiQ4und1VgxI49Ppy8vNaHf5cGbR+oBADMMSlyrS+E/yzDA\nfdMnoNbm7eFx3/QJvHH2xGITXj5QC5VCiscWGrHvSgcOXOnAYwuNmGdUQ69WYPuJpoDsrB/M1uOD\nc22C8XI/zh5PeJlmQOBT7rM3T8TntZ34xRcNWD03H9NzUgTHDqZLilSrxC2U3LmfWGyCKVOOnAw5\nTFmp/LVaYNKgoSt0eQEidoTbHDeaehnyxBBE9AlaJ8jpdEIuH/qPLNz94oFkqafQ2seiytqHaqt3\nAS3SpsKsTUNuWuQ/wm39LL5qGUwzXzlLj+snpCNVCjz20SW43CyWFGchM1WGEr0SL+2tFtQMWX/L\nRBSppXwD1bOtfXjnmPc+PDBbj0lZqXh2zxWoFFKsu9EE+4AbGw94DZwVM/Lwwbk2/MdtRQC82WwA\nsG7XJdFzeFP+nXj56uefubUYk1SDcw4VkvKvdVJm1uIPZ1r5f//nd4rRLlLjKNyFaaj9xMIq56wD\neHm/dy5PLDbhzS8aUGNz8GMKFR4bb/VDhhtW8v9crOYd6/o44ZxvtOcez0bYePu+R4tknTcQgzpB\n4Ro248UASibkUiBdLuXr//zrIiPkw8ym8vg0KgW8rzfcXizwYByq7sAzNxfhSG1gaPRYQxf6nBl4\n+UAtrxfijvXe8Sb83TU63sV+sLpT8P7vTjWjzKwFy3oXOaVMPESWJpfgSqcbn9cKP//inkuChWIk\nT+UuD0Sf/MWOKbagD3VusUKKL++v5c/HXb8aW2tE4x4PDHdxHcmiPFItj78HLxlSwykLjEhEhl0n\nyOVy4fnnn4/mWIgoMeAGNn82WENn82d1GIiwbRWnPUgXMZO5bb5tMnLSpThS1ymo8fPYIiOKMtPw\n5hcNsPa64B5GcfKFhRqBccEwEOgsVs7S46W91bD1uyATqwPgh5j+SUy7McOgEnR/zwixvvoeM5RO\nJNyaPXYnC7E2YwsLNQlXj2W4WpORaFSi1eZBrE3MaBEv9Xio7hSRaAw7vYtlWXz99dfRHAsRJcRs\njUjsD98n7GdvnojyUhOvwfHPqvJ9vXZ+AbYeqUeZWYu5RjXePdaIJvsAVs7S453KRkgYBitn6QWh\nNbM2FR+ftwAA5hSoBNljj8wvgCZVAruTRUuPGy/trQbgFS5vuL0Yn1TZ8E5lI7ocbrx2uA4/nGcQ\naJSeuTX88ITYU+7GZd5/c9Wjh3ryD1cnEgrf+ku+1/3JmwpRpJbSk/gIicY98iWW94E8MQQRfUIa\nQWvXro3VOIgokiL16m04Y+KB2XqkhAiHcc1CuZR030Xi89pOQauLbZUNeHppkaBH1+B5JfheSR4y\nU2V47XAdr1/ZfqIJy6Z6xfW7L1rw4Bw9AGDXBQvm3GTkf9gZBnj9c286foqUgcPtweMfXwLgNZhc\nbhZdDq8x9PPbi3GkrhNLirMAAKeb7JAwEnxwrgXrb5kIXZoEk416NDc3D/s6+rfOmKqVBxhGQPAs\ntkjx925sq2zAxmXCQo7BQm7jNVV7uGGlZAxHAePv/hJEvBPSCOrp6cH3v/995ObmBrzndruxYcOG\nURsYMXykEiAnIwVlZi0A72vp1cCn/2J5pm1A4OXJVwe69e0ONz74uh2AV5Bp7XXhyQM1Ah1Gt4tF\ndUc/tp9oQplZC7tfPOe2yVlIk3v7mPmeTyIBPJ7B8aydX8DXG/pVZaNAi7SkOIsfh9fQM+C1q73D\nHl1oRLE2RdCLTBIk1VyMcPQlofqiAUN7zSLF7nCLVov2H4dUwvBesngTrIbDcD0cw/lcshpPBEGI\nE3KVmDhxIhQKBaZPnx7w33XXXRerMRIR0ucCNh6owR/OtOIPZ1qx8UAN+lyBWgiLg8W2yga+bs+2\nygZcsToE/bTmGFX40SIT/+9HFxpxtrUnQIfR4xwUUO+6YBEc48mbCpGdyqB7ILCn2Z+/tgm0GdzC\ndtvkrIB5pckk/PFcHuA1n95hrx2ug9MtvhgOVVslHH3JUH3RrL0ufF7bGXA9I/EShaP7EBvH0bqu\nEdVviYfaQ8PVmgznc7HU8hAEEd+E9AT9/d//PVJTU0Xfk8vlePbZZ0dlUMTIENUEiWQ3vbysGHdf\nlyvQ6Lg8HvzxTAsenpePSdpU9A548N6ZBjw8Lx+5Sjk6+1z489m2gOPLfMzpLocbO862YsPtxXzY\n7ILViS9bugM+52ZZfvHmtBne/wI1OPlqGe64JgsqOQOLI3CS/gUhPR5PWKnpDjegV6XwIb/TTYFl\n6MWEym6R6+zvNYsUboFmGO995IpAjhaRZFiN15CbGIkwB4IgRk7I3mG5ubnQarWi7zEMIxomi2eS\npcdKnxsozEqDUaPA9RMysLQ4CzkZcuypsgn6dn17ihYbD9TyvY2+ae9FgVqBEoMK7x1vwp4qGwqz\n0vBNWy8mZ6ehz8miQKPAvisdAX2y3Cwwu0CD8209kEoY/MtCIyZpZFBIGb6HUmFmGkqLMgU9zboH\n3Kjr6Me3p+hQlJWGdBnD9ycyKIU9zFIkg/2JBjzANblKnLnas+tfFxmhTZMiVTr4eYcbeOLjC0F7\nN3E9u47UdWHlLAP++0wLajv6sXaBESaV0IDxILAf28QsOabnqfnea98rmYBFhZqAXmxA8J5LYiik\nDK50uAT92ri+YWL93oyZqTjW0CU4p1hPIf8xRNLbyr9/XCR9zGJJsvdSorknF8k6byCGvcOI8YeE\nATSpg7dWkyqDVBLoWUkRCYZOUCnw1tEG3mO0+6IF/zgzD5s/82pvyktNeP3OYoGOxzej6UeLjFCm\nSEULM/a7PAGVrL8/Q4/Ji9Lx5pF67K6yorzU5A0jOdwhPRMsgO4BN6976h5wg2GEno3ny4pFPwsI\nw0pc6MpX/O2rLQIApYyBUaNAmVkLhUyCSdo0eDziuhTff/sXcAxHszNUBtNQ5/Q/FsMgaLVpvSpF\nIFQfznhiTSJ5pAiCGFuGXSeIiF88LNDe48TuKit2V1nR3uOEmw3UQohpUKZmC8Ofd0zLEdQcqjjk\n7Y/FLUDdLhbHG+y4uTgL/3B9Ll78tBr/93+F9VdUcgZPLDbhdJNd0NNs1RwD6jr78eaRerjcLG41\na9Ez4Mb3SvLgcrMh9S1uj7dvF6d7+u8zLehzAscb7HC5vSG2/zxQjR/fOKhn+vGN4kLlVJkkrF5r\n5kwZ7pyWhWtz0/Hcnsu8lslfl8L9+4LViQ/O2fDygdqwNTtceE7l13/D0idsARLsnNwx6ts7UdXh\nwmMfXcIH52yieiaVnMH9JXl451gT3jnWhB/MNsDhHswWjEeiVeMn0bA7WTRYqI8jQUQKGUEJCOtT\n5dna68L2E028Tsh/8fQ3jLQKoWFk0igCj+/zuq7Ta2x9eskGNwveAPFd7C9YnXjziwbMN2pQlJmK\nu6/LwcPz8vHusUZ09LugUkjxz/MMMKi9Xqi3jjZg1RxDgCHgi+9baoUUd1+Xi5/+9RJ2V1nxg9l6\nqBVS2B1uqFKkeHhePh6elw+5VAKLg+W9I+tvmYjCLAUUMob3UA3V2JVlEZZRw3lP+lyR9S977KNL\nWLfrElbPzUdhlgLadBlWzMjDJpGGr2JUdbjw4Xkbfn+8Ds3dA3C5WdEx/O2iDV9bBrCt0uv1S5NJ\n0DPgxrpd3vOfaRvg941mob6RiLCpiac43Pfmwd+fIsOQICKEwmEJiNjyFMmS5RtucbgRUOCQw+5k\neYMACExj94qJBxeuGlsrjtR14v7pE+C62tx03yUb1i024auWHkHLi9+cbML6WyYGzfYa8AD/PM+A\nt482osysFbT2+N2pZiybqsM1uRmo7ujHe8e9jVcfmG3Ahn3V/Dx2nG3Fmm/lI08lhy49RTBHMU/Q\ncNh3yYYfzNbzBRyDGRD+IaeKQ7V4eF4+vm7twa+PN0EWhpbIG3pz8O1SVs7S4/apOvzvBQsenGvg\n57diRh5+fbwJu6usfCuO782YwGfbceffuKyYr4cUjUJ98dx7arwSb6FKghhvROwJsljEdQNE/CBh\ngMcWGQXtK4J1lAgWXuA8Rn0uNsBLEurnlUtjf2C2HqkyYVaVWiHFfdMnoNrWj7oOB1bPzUdWugzf\nWHpFj6VLC/x6cuP9yV8uwXk1hGbMHPRWqRVSlJm1KDEoAdbbn8za60KJXiVIqd9+ogklehVePlAr\n6I/m7znzJ1yvCLefTMrgg3NtWH/LxIhTsvWqFByq7oBMyoTlfel3Bc5jkjYNMimDosxUbLi9GA/P\ny8f7X7Wi6+qNmWdUQ5sugyyMmkr+IbdIvDDR8OLES+sIgiASh4g9QT/5yU/w7rvvjsZYiCjh8gDv\nHmvkhb7vHmvEU0uKAvYb6inS7mTx5pF6QVHC8lIT7x1QyRk8vbQIR+u8WoQZBhXOtfagzKxFTkYK\nlDIGA26W9yQtvyYbTjfLeyr0agWeu6UIKVKgudsNvVrBeyueuMkU4I3xH+97x72FGf/4ZSsvqOZS\n/ndXWb0aIIWU3z8YkbY0C9crEon3RKyIX6RtMsSih1OyU/HaHcVo6HLhhf+9AmDQC7Z2fgHMmTJs\nXFYMmQQBhR79K2ZzjKVHh1pHCKHijwQxMuImHNbT04Nf/OIXqK+vBwA88sgj0Ov1qKioQHt7O3Jy\nclBeXo6MjAwAwI4dO7B3715IJBKsWrUKJSUlYzn8+IIRqVczjN9Fhxtosg9g29EGPDhHD5lEApNG\nuOC5PYNGTb5GgZ1n29DlcGN3lRVblhcjRQrIpQzKzFpcm5uBlw/UCMJnG24vhlbBIDNVCpUiHRV/\nV4xOB4tXDtYMmSEGABO1aQAAVYoUz95chHW7LvHHf+VgLdbfMhHPf3IFp5vsgkWeMwS4Qo6RLiSh\n3vfNXhppBWSxbK9g5xdbEHWKwFYo2080CUJd3P8zc1JE24L4n3844ZdoLta0yAvhvjdKpQqMI7AW\nF0EQwYkbI+jdd9/FzJkz8eMf/xhutxsOhwPvv/8+pk+fju9+97vYuXMndu7ciRUrVqC+vh6HDx/G\npk2bYLVa8eKLL2Lz5s0RtUlIZNJkwLrFhejs9y5UmlQZ0kTutL8nZ55RLVhgUmWDeqB3jjVhzfwC\nyH28DWKeGV9NkKXPgyK1FPkqBaQMA5kUAZ6Zsy3daMlQCDwQH55rQ4neWwNi65F6Pl3dfyFdOUuP\nNz6vR5fDjSN1nXh6aRHKzFrsumDhwz26NAlvWLT3elBm1iJFxsCsTRWkwYsZIL491cJFzEsSzHAR\n2+772v/9cDww4S6IwTTnQ81VrGikww2ownAGjbYXh8uQSkYTSSVnYNCp0dhIRhBBRMKQRpB/E9Xe\n3l5+G8MweP3110c8iN7eXpw/fx7/8i//AgCQSqVIT0/HsWPHwNVyXLJkCZ577jmsWLEClZWVWLRo\nEWQyGXJzc5GXl4eqqipMmTJlxGNJBGQSwOH24K2jDQC8+iBZEPvQ15MzO19YfEop82pJHr/RhC+b\nuvHbk03453n5uCE7BYD4gshpgh5daMRbRxvw1BIjBvzG8u6xRtgdbjw014CcdLnAkNpW2YAH5xj4\nukT+ImVuIe11AYeqOwEMZoc9+b/eZqsPzjVgx9lW/OhGr5HDpZ1XfFaLGpsDaoUUAy4Wt03OEize\nvguzf0+16TkpIa85dw7fuWw9Uo8138oXrRE0lEHj/36+WjZsAexIvTC+xpivYQx4X6dG8Cg1Wl4c\nEl0TBDEchvz5Wr9+veDf69atw3PPPQc2UiFFCFpbW6FWq/HGG2+gpqYGEydOxAMPPIDOzk5kZnp1\nLRqNBp2d3kXPZrNh8uTJ/Od1Oh2sVmvUxjPe6RkAtnw2mOmz5bM6/Pz2YmSkCfcLJ7ShTpXghU+v\n8PtsOliLV75TjLYeF7YeqRcsiA/M1qO+04HSoky8d7wR840a9LuEhsGWz+rw8Lx8XLH2IV0uRYpU\naJ3NN2r4ukSAN3QzxyAsethoHyz89+BcAyy9A4LsMC7cc61pAg6ebxB4jv54pgX3XJ+L351qxu4q\nq+iC2d7P8j3OgMBMKX+4BZgr3Og7F9/sOe76cq9DabH83+fCVEMRzBgYrhdG7Hhc0UgAMGoUUMrG\n1vdCGVIEQQyXIY0g/9YYEokEOTk5UR2E2+3GlStX8OCDD8JsNuO9997Dzp07BfswQ+QsD/U+ABgM\nhhGNc7zQeLEhYJvLEzh/seJqSqUKBp2a/3dXfRtUCqmgr5YHUmzY79XevFPZiGVTdbhtSjY2HaxG\nsS6d/2zpxCxo1UrRMe66YPFWiF5kxKMLjbzweo5RzXumxMbUYOnChv2nBAbPK383BQMubz2cfZds\nAACdRoWWzt4ALczD8/IFFbE37K/BO/fPgD5LiSabN5SQ4ukPGG9KSgoMhsHvvcfjQZOtG/Y+Bzbs\nr+Ibx/qmopdOzBKdixj+c/RHq1bimVuL8eIer7frmVuLMdnoLVfAjdtbjuB0wNzyfe5nJPhfa+54\npdcoUTzBe059ljKiMDR33Ybz2VDj9Mf/e5wsJMtvnBjJOvdknXe0iAtNkE6ng1arhdlsBgDMnz8f\nO3bsQGZmJjo6OpCZmQmbzQaNRgMA0Gq1glR9i8UStMeZL42NjaMzgThDJgEeW2jElquGxWMLveGw\nxsZGQWiDQWArDcbRjcbGbn4/tZzB6rn5gtCQQjIYB+NE0Hdck4X7S/IE+5mUDDDQIzjHA7P1yEyT\n4cklhfjdqWa4PICb9eDhefkAgFRJoE6JGxMAdPukVasVUiy/JhvN9n7e2HhwrgFGjQKMoxuelAzB\nvmVmLfKUKQG6pO5uO/Y32fgxPr20CI/faMKmg4NzUUucgu+PmPeHaxy7cVkxFNLAMNTTS4vQ3W3n\nX7+0tzrgugMQvS+SgR5MUjECb05zc7PAU/PE4sBsuO5uOxqHKZbtFklh7+62o9nRzetumpsjO/Zo\nhK1CfY+TCYPBkDS/cf4k69yTdd5A9Iy/kA1UxcjOzobJZIrKyTlSU1Nx9OhRTJ06FSqVCp9++imU\nSiV/g6+55hr89a9/RU5ODqZPnw6lUok//vGPuPnmm9He3o6//OUvWLFixZDeoGRpNOeWAA4ncO2E\nDMzOV0OtkCErQ4Jqkaac2WlSlE7Mwm2TtTCpvGrZC1YnNhyoRa+TRWaGAq9/XodmuxN9Tg9ON9nx\nnalalOjVgiae6lQJnt1TzTfjPN1kR+nELLhZb0jN5WFQlJWKzFQZtn5ej8O1nfjnefmosvZh+/Fm\n5GsUKNEroUll0NnvwfaTzbhs7cOiQo2gWWed3Y2J2jQ02R34wWw9NKkyvHa4XtAE9t7rdRjwAE4P\nMEEpR6PdgX+ckYcdZ9uw/0oH1i4w4rK1F1IJw4/96b8NNhI91tCF70zVYXJ2Ombnq6FLkyMrddBj\n4dt4tKPPiccWGZGTIUf3gAtr5xfApJLyTUiz07xNYL8zVYvOfg9//RcVavB/pmfzzWH9yU6T4tbJ\nWbi5WIusVAl/PIWUCdoA9USjHT9dUoSj9V0BDVyHg1iz1pEcL5KGrZHCXed7ZxUiO0VErJYEJHMz\nza4BFt39jqh8l8YTyXzPx6yBamlpaVRO7M+qVavw2muvweVyYcKECXjkkUfg8XhQUVGBvXv38iny\nAFBQUIAFCxagvLwcUqkUDz30UFjhsGSh1wFs2F/NewS06TL87NvFAboJrn6MvwB365F63Dkth9fN\ncFqffpfXuGHZQI2JWOG7v120YXeVFetvmYjdVVaUFmXi3eNNAq0N17xTmy7Hk/97CWVmraBytK+O\nxuEGthyug63XhbUL8uFiAbHfvA4Hi4NXOnCkrhP3TZ+A+6dPwNuVjYLzbri9GFLGmw0lNvYDVzrw\nhzOt/PUT05ioFVLcc30u7zF6YrFJ1LPBXZ9IdSvBmp6GgsuGi1a69Hiqy0MZUsmJ17t4CgCJ4onI\niYtwGAAUFRXhZz/7WcD2Z555RnT/e+65B/fcc89oD2tcIqZZF9vmL1rmBLiLJ2bid6eaA4oSHqru\nwKMLjeBkHL6LIsMEZg29U9mILocbmw7V4ombTDjZ0B2gL2rpHsCyqTpe2CzW56q9140XPq0GAKyZ\nX4D3jnndv24Pi9+eaRGct7zUhI0HvDWGVszIw1/Ot+OfZuoDjnnZ2o8r1j7MM6phzpTx4RSVQory\nUiOON9ihVkj5VHtfuDDX8Qa74Dq9fKCWNxj8r0+kBBNHc2E233GIZX1F0xgI1uYj2HuhjjPcLLVw\nzjfcFHnqSj9+IVE8MVLixggiokd6CvCTGwtxusnrJi3Rq5CeIqKbEPmdkDDADL0KH58Xtkfpc3lg\n7XXhtcN12LisGBl+URGWBd9eY0p2Gv745WBrBrvDDaNajkJNFq7PUwp0Q2atHL1O8JqefZdsAnHx\nmvkFqPDJFnvzSD0ev9GEAZcHvzxaLxBnT9Sm4WJ7L2psDgDAB+fa8P2Zerz5hTCL7dGFRrx33Jum\nr1crkKeUQiphsPyabBgzU/HCJ9Xe/RYZUdfRjxK9MuBH1aCSIdMcKHy29Hnw/CdX+GvM1QlimMDr\nH+kPNedZi0bW10jw1fU8vbQIE65+GcI5/3DGG46OaLhaI0qtJ4jkJmJN0HgmWWKnnQ6gtrMf759t\nw2VrH6bkpCMzVY5CtVc3welQ+t1AnioV37T3Ik0uwZr5BchMleHlA7W494YJqLIMbv/v0y1wuFmk\nySW42ayF0m8BU0gZTNIp8V+nW1Bl6cPqufk43eSjJcmQonMAeOFToW5o6SQtslMZTM1V4kSjHRIJ\ng5uLtdCly1CUmYbCrFTsvWRDn9PrIUqTS6BMkWKGQYk9Vd7tDjeLJrsD2jQ53B4WZ1t6AAC3T9Hh\nD2da0Gx34uuWHnx7ig6r5xjw+ud1qLE5eA3R4olarN9zBbnKFLz/VSs/vrMt3SjMTEWeKkWgS7pg\ndeLp3VfwRV0X1i4w8vP86ZJCnGyyY4JSgcuWPhyu7cSMfA2e/Otl7PrGhpsmZeHe63VBdUAcnNHk\nq7vypve3oqPfHaCl8dUJcURLK8A1qxXTIcklDIp16diwv1agMxsKsfGGOv9QOqLhao1GU6M0FiSj\nPq9UiWIAACAASURBVCTaurXxRjLec45oaYLCyk+9ePGi6PaqqqqoDIKILm6fxqHWXhfeO94E99Vw\nmG8rB7kE2H3RgvJFRpSZtfjtySbYHW7YHW78+ngTSosyUWbWQpMqg0zKQJsuw4NzDKI6HGDwKf+l\nsiJMz0nBluXFQzYN9bBeo+LNLxpQZtbi2ZuL8OG5NnT2u9Hn8uA3J5qwbrGJb5q5YkYejtR1IkMO\nQTPNlbP0MGamokCj4LctvBp2Awaz2KRSr2fKF2mIv4I+l0fQ7NPX/V5jc2BbZQM2LivGa3cUw82y\n+Pi8BYeqO/CD2XqoFFIcrunk7wOXDRbKA8I1iH30w0uQSrzZYBuXFWPH2VbR0Fw0CNYMNVhzXY4l\nxVmChq0b9tfwVbYJIlZM1crxzv0zIm5QTBBAmJ6g8vJy3H333QHbf/zjH+Ouu+4ajXGNCsliMfe6\nwXtJAK/35LbJgd6bOrsb1+RmYFtlI3QZKchTKbCnyop/mqXHiUY7ajv6sbQ4CxkpUqTJJCjWpmGS\nNg1Fau+TVns/i14XkO5TLM/3Kd//ib/PDUzNUeLL5m6kySV4dKERDMPgP/ZVo9nuxNmWHhyt70J5\nqQmNXQ7IJQyWT8vGVK0cM/I1SJFK8MklK9bOL4Ahw5vZtrAoC7cUa6FNk+G/TjcjJyMFK2bm4TtT\ntZhuykWhSip4SsxOlyBXmYoLV71fD8zWw6SRY1a+Bh39Ttx1bS7y1Qpck5OOmyZm4v2v2iCRMFg2\nRQuFlIHdCQAM6jr64XCzkEoYLCzMRJqMwb/tHvRyVVl68eRNhfifr1rR2e/m7wN3HDH8PRPHGrqw\nbIoWWQqvly2Sp91wnxA5r5a/JyeYl0QlH3zynpqdjsvWPsH3DGCQIpeF5RHyn7uvx4ljwAPMM2bi\nXFsPn83nP/fhegNGw4sQbB6xIJm9AvkTsjHQm3yC+GS+5zHJDvN4PKKvAaClpQVSafK4HccTDAs8\nOMeAd64KiB+cYwDj94Bud7J4aW81lk3V8Z3XAa+gudXu4MXLLfYB/Mons2p3lRWv31mMS1anaFuJ\nUCJTpxv4ny9b+Iyw//myBd/3Ey2rFFJ09LsCWnkUqaXQXZOFO67J4o/9tcWJU43eH4CZ+So8NNeA\n2g4H/u1vlwEA/3YLUKCRCQTFdieLP33Vys/vT1+1YrahCG6P14vz8XkL31z17zW5yEqXYe38Aqjk\nDKq73Dhc04kjdZ18a447p+Vg06FaPHtzUcB8s9OlWDu/ICpNQ0dD+zNcUSk3Fobx3h9ufitm5OHX\nx5v45rkj1fz410AyauRQyhjR79hwm4hG87qSvoggxh8hjaDvfe97oq8Bb4Vmys6KT1LkQGaqjC/k\nl5kqQ0qQ3+MUCRPQcuL5WyfhUHUHAGBOgRofnW8XfKZ7AKJtJSy9gSnd3ILV0uPG+dYe/MMNE/jq\n0I8uNOKSpRdr5hfgzSP1AIDVcwx45aB4qwlgcKGyOlh09A+GaGx9TsgYiWAu//7JJfzdNTp8fN7C\nj0clZwIME5YVZsltP9F0tfVHE/7zO8XQKRicswzwPcBWzMjDjrOtuPeGXLz1RSNkUm9PLV/h8xOL\nTVDJmaClBMLpAs8dIxyineHEjWXrkXrMN2qwsFAj2uh1qlaOjcuK8beLNvz6eBO6HG5o08PPtwhm\niHGv/TPvQhkaw02Rj8Y1oywlghifhPy1eu211wB4+4e98MILfL8whmGgVquhUChGf4RExDjdwCYf\nI2V3lRUvLysG/JqFPn1zEVgW+PM5oZHjYQebqs4zqgOymsQ8/W7W2zCU87D8+kQT/mlmHm84rJyl\nR6/Lg6N1HXj+1kkAgL9caINaIccMvRxlZi36XB6cb+sNOLa1n8Vzey7z55+qlcPDAg4XiyN1nZhv\n1EClkCFNpEvsDL0KfU6PoBs9t3ADwesEcXQPsEiRQNAD7HenmlFm1qKuwwGZ1GssKGXe466/ZSIO\n13TizS8asHZ+AW94ARAYUqG6wIsdI9TiP1wPxFAp61O1cr4BbLA+a9w1nJ2vwu4qK7Tpsog8Xpa+\nwJIIwfBvUEuGBkEQIyWkJigjIwMZGRlYvnw5/5r7TyYbf9n1yRI77XEFaoJunaxFhl+jSyfL4Bdf\nNGDFTD2+bvXqdH6y2ITXP6/nK0Qfa+jC/SXZWDxRi1vNWhSqpUiXMZiUreSzospLTcjJkCIrLQUf\nnGtHbUc/Vs7S41fHGvnjfNPei+XXZGNiVjoq67tQ29GPecZMzDVmIDdNghS5DP91ugXX5GRgvknD\nZ6ytnKXHJUsfjtR2CbQpAx7graMNuHNaDnZ+3YbPazuxsFCDqTkZON/WgzS5BI8tMuKXXzTgQlsv\n7i/JQ75ajhQJgwtWJ9bvuYLdVV4djEEpFWhDHpprgIQB/uGGXAy4WbBg8Klfhto/zczDTEO6INPL\n7mTx5F8v41i9HZ1+WVzVXW78x76aITOR2vtZ7LvcgV0XLGjtduJ4o7fy9vo94llMwbQ72ZnqsL7v\nXKVlsYw1u5MV6JxCZU+FOk4w7E4WL+2rEWQiPrHYhHylTFSvo02TYNc3wvvgr7EaK41EPGQpic19\nLDVKsSRZtTHJOm8gBpqg9957D9/97neRlZUV9MM2mw1//vOf8cADD0RlMER0kDCBvcMkYr+BLFA2\nWYf/OuUthjhdr0ROuhzzjRrYei3ocrihUkhR1+nCiQbvH9qsfBVyM2T4/elmXtvz+9PN+NdFRoHW\n5jcnmzDfqEGNrZU/XU6GHBfa+3gvk16tgC5dhgEXy4eNHG5vGj13nB1nWzHfqBEbOuYbNYJihT/f\nX4Nnbp7IhwF7BtxIlUpw75xcyCQSMEzwsIXv+as7HNhxtg07zrZh5Sw98lQp+KeZevzmpFc3tW6x\niReHh4PdyeJwTWfAdm+yF8t7Mnw9Oj+YrcevjzeFfQ5fGMbbVLTbyYblJYlmCC1SuEzEJcVZSJNJ\nYNQMeprE9DojrbU0msRbdW3SKBHE0AT1BLW1teH111/H6dOn0d7ejs7OTlgsFlRXV+Po0aN4//33\nsXPnTnzrW9/CpEmTYjzs4ZEsFnPXAPDu8UbcNz0XMw0q/PnrNswt0ARkh/W6gVcO1vKZWaea7GDA\nYHeVFWsXGjExKxX/cH0u6jq9RsFlax+KdelwulnsqbLhk6oOHK7pgptlvc1J1Qr0DrghlzBYWJSJ\nGyZk4IurfaxWztJDIZVg+8kmzDNqYMpMxb7LNlw/QYlXDtVico4KyhQJshQMCrVKWHqckEsY/N01\nOchKl/MZZdwTtocBMtNScLC6Q+AZUEgl+MOZVpxt6UFnvxP3z8jDL75owPEGO6bmqKBWSHG4tks0\nY0shZdDrAl7aO+ix+aa9F+lyKewDbhjUCkzNTse8ggwMeLzX2QOvMTPggSBzynesAx5g+8kWgcfj\nxzeacLyhG1+39iFNIYdcygg8OlWWXnx7ig733ZALk0oa1MugkAq9cusWF6J7wIN1H1+IqHaPGKG8\nG9HwMHDHP1zbidqOftx3Qy4MGYGZX77nGMrjNNZPxpHUQIo2vnNPtBpIQzHW932sSNZ5AzHwBJWV\nlWHp0qWorKzEyZMnUVlZid7eXmRkZMBkMqGsrAyzZs0al2GxRIeB18PzzrHBjC+xnz6xtZGrDP3m\nkXqUmbWQSQOF08/ePFFQgfnJmwqhkAFO96CWaOUsPdSpEl40+05lI/7hhtyATLQr1l7cOS2Hr6Hz\n0yWFguwwU1YqehwuPH6jCQaVHDqFdyYuN9DV78Jji4zY8lkdVAopfrTIiBONg+0u7piWg80+1aYr\nDtXi4Xn5WD03H9sqG2B3uAXehFDaIIWMwZ6qDjx5UyHaejyo7ujHjrOtgvlwT9v+3gBOjL316jVd\nWKRBY5eDF5x7PWLpAee8bXIWslMHBcjccRnGGzZLlXkrdW+rbOA9Z1+3duPj8xZR3cxwxNP++ikg\nuh6G4XhP4sHLQhBEYhDSgpHJZFiwYAEWLFgQq/EQUYBlEWC4/OzbxQGLIMMAj8wvwBtXM7O4fl8c\nbpaFm0VAvy+Xx4PdFy2CJqQtfSzfNgPwhrGm5RQBABRXBctdDhd2ft0mGNfD8/Lx1tEGftuxerug\ngeqvKhvx0yWF+Nk+YZaYwwW8d6IJcwvUeHhePhQyCV682l+MS1/Xq1MCro3L40HFIW+Bw1SZ14tj\ndbBo63HxvcMeLzVh06FBQbdcymBqdhqWTMxEqgz44JyNbwjre51DCXWnauX4j9uK0O8CXB7g7aON\ngusw7fbigN5rkqvhO9/jWfo82HSoFnaHGytn6TFJmwa7w40PvvYaVP9nem7AuZn/z96ZB8ZV1uv/\nM/u+T5aZyUz2pHtL0yW06UKhbCKg96IosrpgVdSicFFURERRhLKIXGW5iHi9gAqy1R+ldIfSNl0p\nXUiz73syySST2X5/nMzJnMykDaWFQvL81STnvOd935nO+53v9/s8j+yDBy6JrL54gBo32D3Vzcnx\nAG30Widx8vgwPm0fFSY92yZxJmBcitFPPfUUVVVVp3sukzhFkKV4VSOxGLevq+blw11U9wqloLjf\n1+rFXj4zxYFKIROVoW9a5EWnUnCopY/rS9xsre5ma3U315e4USpkXDk7k9v+fYxb1gpqwmoFfG56\nunjd56ans7O+lx/9v2PY9SpuLPXgMiUHJbpxfABqlNKU1ZHOEPua/XxuejpvHuviTzsa6BkME47E\n6AyEeXp3E1+anUkkKvRDxRWkb1rk5W97W4QxFVDZFeKHrx3j30e7JCrQj+1sYNXCLG6Y56KxN8hz\n+1tY934Xt6w9Rnsgilp5ch/aDb1hbll7jDePdSX9TYag3n3DPBc3zHOx7v0O/n20i+++coyK7rCo\n3nzn+iounZpGOBLj6d1N7Krv5dYERe04my/+82gJgLiy8/GyXolK0XU9QXFf79lUw2B4/OsdS4n6\neM9LpUw9iZNDPMt2JiopT77mkzhTMC7F6N27d/O3v/2NjRs3MjAwQFpaGvoU6fszHROldjoYhenp\nRvYN99GsLvPx3P4Wzs238+J7bWyq6qY43YjHqCTLquePOxpwmTTkOXSYNUp8Vi39QxFmZhiQyWQ8\nsr1e7C3Y39zH+YUO7t4gZQ0tz7dz/7C+T7yXZkW+HY1SzmAoymA4ylkuE1lWrYT5lW3VMiPTyP7h\nuX5hZjoFTr2o6HzNXBcOvZKFXgtuo0LsdcgwqsWskugBlmfjSJtwn06lYH1FJ/OyzEzPMFLiMROL\nxTjY2s/NZT60Kjl3rhfWkO/QUds9KPYWKeQyLi6288C2eio7B7hydqbo21XXM8i5BQ4KHHo2Vnbx\n5TmZkrkq5HLUShnBiLRfJrFHo657kOvmucV9uHmJjzyLkjSTjke3N7CnsY/r57l58WAbrX0hbDol\nT+9plvQLLc2zUds9SLZVy4IsAxcV2bmoyI5rWEn7sjk+zs0xiD1JJ2JVpZpnqn397BS7xNNsLBbU\nWErUo9EXjrGxsge3ecRv7WR7V/yhGMEIyCJDH/jeTwNS9Yd8nD1KY+F09CtN1N6Yibpu+IgUo+O4\n4YYbuPbaa9m7dy9btmzhn//8J4WFhSxZsoTS0lK0Wu0pmcwkThGiIJfLRJaUQiZjZqZRwqSKi88V\n21XcvTJnuCG4mq5AmGtLXPx1bzOvHG7npytyk4ZP5T7PqC/8Jo0ChUImii6uKs1CKZcllcx+vDyH\nQrtaLHUNRaF7MMw3FngAgemmUcjx2qWH6FAkOcOgU8qx65XcuDCLYx0B5npM/CahdGPXC+rR8fLd\nygI7a490JDnXry7z8djORlYW2DnbZ+axnY2ib9eMDCP3bq4hHImxPN+GQaUQNY6e3CkIJ35mioOh\ncIxF2ZaULLLeYIQXDrZKyon+UEwiQPnwW3WU5VhpeK896f74Wq+Z68Jr0WBMkZnyOMw0Disnf9jS\nSHxf4/edqI/ngwgH1vWExP6va0tcvHSobdzzSsQkE2oSk5jEyWDcLvJyuRy3201paSklJSVs3ryZ\n9evX89prr9Ha2kpeXh46ne40T/fDYaJEzL0heHBbHQ6DmnA0xqtH2vnPGelsqEydDdAoZCADs1ZN\npkmaYTnc1s9Ni7zsTdAE8pkUzMiUZgNiwGy3SczofGeRlwe21kkc2S+daiffaeDZ/S3Udg/ynUVe\n8i1K1HKZOI9QDHqHovxhez3lDX4W5VhxmRSo5SN+ZFMzTLx8uJ0rZ2eK2ZQfLvFR6NRzXoGN/3e0\nnbdre/nirAz2NPpZlmejOE1P10CIBVlmmvsj/Hx9FZWdA1w3z0119wAzMgx4LBq+NCuTf7zbis+q\nQy6D9kCYy6encbC1D4VcxtVnZbKpqpvuwQhH2gK4TGrWVXSyt7GPYCSGTiXnkmInf93XImbc0vQK\nQjGYmWlid+MIi8umlaOUC2tKla0pdupp8gf50uwMFmdbxP2+damPmZkGXCYVnjG0aEZ/Q0xkVZm1\n8qRMVRypGGHzhzNNiRmfVBmGOGNMJhtf5mm0DlFFR4AfLc8hQz+uKr1knInEhBoLn5SswOnQVPqk\nrP1UY6KuG05dJkgWi8tAnwCBQIC3336bLVu2UFNTw8KFC1m+fDlOp5NXXnmFAwcOcN99952SSZ0u\nNDY2nviiTwGaAzEOtQUkTbYz0vW0B0LHVSyu6A7T1h+SNCrb9Up+eX4eQ2HhbdI3FCbDqEavEnqK\nQDj0bnr5GBcVOwhHYgyEo6gVgsBg4jgPXZJPXW9Y9Pua4zYxzSFVPj7QImU3xe9LzCL0hWP0h2BH\nXS/dg2HMGiW5dp3oZfb9xT7+uqdJ7F1as7UWk0bBdxZ58Q+G+fPuJmq6guL431jg4W/7mvnKWYJv\nmseq5aFtdeLevXCwlVULPaJ3VWLW4fZzBN+x+M+rSrN4Zo90/DvOzeXO9VVi07VTL6ehN9liZHQ2\nw2NWEouRxF4b3aycKuvhdrvF93tiA+p4MyYftGl19LgKueyEc/SHYnz3lWPHfa3Hg1M1zicdia/5\nJwGnsjH6k7b2U4WJum4Q1n4qMK4g6L777mPv3r1MnTqVZcuWMX/+fNTqkSbXaDTKtddey1/+8pdT\nMqnThYnyZmkZiHHbv6WHwj0X5pOhG6FJy2SIB2zih1H7YIxGv9Qc1aBWMBQWvtXL5TKUchkPbqvl\n5jIfDp1cDILKcqxsre6mMxDGrFFISkw3L/GRaVRx15vVzHYJEfy+Jj+3n5NDhk5GXzjGS4e68Fo1\nPLmracwDLfGwjbPZbjsnm98l2FrY9Up+uNTH4dYAwXCUSCxGgUNHQ28Qj1mLVafk4W11NPQOYdcr\n+fUF+bQFQjy2o4FSr0XCTrPrleK6fndxPrGY0FSduH8w8oHeG4zxk3WVkvtXFth5dn+r+PO9F+Vz\ny9pjSWW6442b+PN4DvyYxkh/v18SbN2y1Meh1gAvHmwTPb5S+bJ9UIw1p9Hjpjr0TlVQlmqc08k+\nOhOZTR/3gZhqTz6qffq41/5xYaKuG05dEDSunqDCwkK++tWvYrVaU/5dLpfz2GOPnZIJTeLDI1XP\nTvx3idkAk0bB1+Z7xIAnnn2Iq0ErZDIyjUra+iPsaxKyN7NdJgxKGZdOTePO9VXifT9ans3v366X\n0LzTDCqxP6ZnMEyGQZWkExSfV7w3xKRRcNMir2iyurrMJzlERxudXlTsQJ5CBUkll1Po1Itrm5Fh\nZHNVt0gt/9oCD0+VN/Lt0izUCsSm7tmusb2sGv0h7t8i3au+cEzMiLUHovQEw5I9WF3m4/GdDSd4\nxeD197uS/LnGGyDElbAh8fXdy8oCuySgu3dzLSsL7BI16o6BqOR1PJW9NOMJdsajEzSefRjtIn86\ne4Qm+4+SkWpPJvdpEp8EjKsnqLi4+ITNz58E0cSJUjsdCMNMl4k0g4oZGQYun56GWS14frUPxtha\n3cPRtgClPgtrj7SLCs4vH25nRZ6VfIeBp3Y3Ueg0YNOpqE1QjC5w6kkzqHhgW52kB+OzU5wMRWL4\ngxFybFpWFjr48+4mNlf1cLCln8Nt/ZxbkMwgOyfPBjL4zeY6FngtZJo0bKvu5nuLvagUMl453E5Z\njlXsm9la0yvp8Tk7WxAevKDIyb5mocfg+4t9aJUyfrt5RPl5f3MfC7wW9jb2cbQ9gEWj5IZ5Lnwm\nBeHYSA9LU29Qwty6Zq6LjZVdfHW+EDTFvdDKG/3I5XK6BqPcs6mWtUe7ODvbwp92NGDSKDgn34bH\nLAg9Ts8wSryxss1KSU/ENXNdIvss0RstVZ/LaFXq28/JoWcwKjKxitON/OGdBpr9oSTWm04lx23W\n8Orhdi4ocvCfM9J4OMEn7mR7aU7U43Ginp2h6Mg4o/FB+n00ChmeDCeNnb2nrUfoTO4/Oh39IeNR\nBk+1J8fzuzsdmKi9MRN13fARs8Mm8clDODqi3jw1wwCyZG+q/qEI/zEjnaeGswLXlQiZGYVcxjVn\nuTjaHqDAoUsSXvzFymSbFIUcZmQaebe5D4VMRoZRKJdeOs0JIGaSRsMfjKBXKZPmsbvRz98PtGHX\nj7xFTSqZJHP1wyXZHOsM0BeMICPGry/IJxKL8VR5E7m2EzfpaxQj495+Tg476noByLFqJerMMzNy\n2FTVg3+YIRZHhlEtKd2929yflOnqDIR4dv+IN1aGUSjTeMxKiVda76ixUyEYAZNKmj0BJKWo3w5n\ne2q6WpNYb1fNyeTP5UKv1PmFNrRKJGsyaRRJfmaJOF5p42R9s06ULUi1LfF9OBU4E8tax8NHOd/J\nTM4kJgI+GA1jEp8IDEXgoeFMTWcgzEPb6hgKSwXz/rq3manpBp4qbxJ/91R5EwNheOitOsIxWFfR\nybstfUnjG1Uybl3mkwjyaZXQNSCUtNZVdNLaN8RX53lE8cSvzfdgUwtNy/H7vr/Yx2tH2ukajCTN\nQzuKlg1IaOThSIzW/iFeONjGuopO5HIZRjX85PVKdtT5WXukg+tKXJJn7WvyY9crua7ExVkeEwMJ\nwn/RBI5/JBYTy3RGpQynVsZsl5Fr5o6Md81cF7XdQcm+xBhRzS7LsfLCwVZmuowoh6UCXGYNA+EY\nLx/u4sevV9PoD+PUCpYaiXtpUslEWnvi837xZrUoLBe/JhUWZVuw65UoFTK8Fg0PXZLPHefm8tKh\nNmzDjdoahbC2+DOybRq+Nt/DLWtTC9iNR9xurDnJZEI/0ug1JpY3xxJx1CpJ2nftCb66jd670ZIA\n/lCMvnDspAT7TjT2h8XxBCY/SoHB8bw2caTaE6f29O7TJCZxqjCZCfoUIlVkKx8t5AOY1Mm01EgU\nluXaqOwIUJZj5eX32vn6Ag+P7RD6Wm5blo1NI6NjQD6iQySXMRBCDGQAKjsHJP0oa7bWcs+F+Tyx\na8Tn6oldDXxzYRbN/hAmjUK8FqDQoeeOc3PHdGtfnm+TZKju21LL7y4eyY70BiP8491Wfrkyj9qe\nIEaNgqW5VjxmLWqFnN8mfMM1quU09AxJ3O33NYV45XC70LhtUJBhUOAy6ZmdmU80Bv2hGOve75D0\n/0xPN+LQqyWZIINyZJ8yjGp+s6kGfzDCVXMyeWR7PXevzBkzixL37Yp7r/UGI0maO6M1gG4/JweH\nTs6Dl01FHh0SNYRMKgW/Oj+Hup5QUg9QPCOV2Kw92nPsZK0yEvvPbl7iw6xRkm0a/3cvo1II5OJ7\nOJYu0miMtafx+Yzul/ogazpdbvHHy7x8mNfgo0CqPTld+zSJSZxKTAZBn0KoVUJJKbG8pFbB9SUu\n6nuE7MW8LBMmDUl+VSYNFKfpuW+4Afjqs1zolDJRvFAml9EfifHQW3Uiy+uht+q449ycE84rFkPi\nc2XXK9nbKHiF/WCJj8FQlH8ebOXiKUIJrck/RJpBi0EhsMdCUSGjcO/mWnTK5IM0FkMSEHz7bB+P\nbK8n36GnvX+I2S4T7f0hfv92neQw+dmKXJp6BXuI3mCEp3c3ccM8F+FIjLqeIHdvEPZnNB3+1qU+\nfFYVefY8tlV3835HgBcOSr3RHrokn/MLbURignZTnDr/173N4sEOYx8SGoWQkUsslyWWg/yhGG6T\nkoc/Kxw2Db1hvvvKMSD5II3FhHJZ6oN0XEoZHwijswn3bxFKdfYpNkm260QijgVWJRkGGzD2PsWz\nFNHoSGP76GsT5zMQHrsB/kRrOt48ThanO8j5oPM+GYHNVH+fDH4mcaZj3GKJnwZMlAaynqCguuzU\nq8i367DpVVg0SvpDMZ7d30Jl5wCLsi3YtAoGw0JGKN+uI8emQ69SiHYSA6EozX1BZmSa+OM7DZQ3\n+Mmz63DoVdj1al4+1E5t9yBXzs4k26piVoKA4jn5NmZkGHl/uCH4W6VZuMxKitNGLDJumOfm2X0t\ndA9G2Nvkx6pVsqLAjlmr5Debaihv8FOcZiIchab+MG/V9BIYipBl0ZJn1zIz0yixrHCZVHhNI6KA\nLrsRlSzGhsouZrtM/P7teuw6FZWdA5JmYbVCzrqKTq6e6+Jwaz9yuQybToXXquXlQ+2EIzGW5tkw\nqBU8+NZIQ/juRj8XFtpJ18lxWbS4zRreqJCKBC702dhY2U1V5yDzvGbebRZEFdONKr40JxOt8vi2\nBqObjq+Z6+KPOxooTDPRFoiIDdGzXWZMavlxm3ab+qNsquoeUzBzrObmkxW3SyUAmW/XUezUiXNK\nFHE83pjHs39ItOjIs6qwaVJflzif0Q3w41nTeK1ATgYnsjYZz2swVpPsyc57vK/NmYCJ2iA8UdcN\np64xejII+hSiLyTQoXfV+0Vm1nkFtpFvwcMH+NJcu0RZeu2RdhZnW1l/bOTD+MIiB68lMMg2VnZx\nts8q9uao5DIyTWqyrTp8wwHIsjw7//1OA2/X9LA0z0axU0//UIRsq5ZAKIZhOOjyWbUcaO7DH4yI\nzKXn9rcwLd3AuveFOexr8lOabeW3m2qo7BxgXpYFu0HF/+1vYWGWmeV5NhZnW1HIIN0oVZ+OCYx+\nigAAIABJREFUyVWs2VLNFTPTxVLdaN+uRGZWRUeAC4ocXDYtjY2VXXjMGtr6h/jirAxePdyeMoC6\nqMhOdU+YO96o4p26Xm5cmMWB4SDvW6VZdA6E+Pu7rVR2DjDXY+LiYgeLfFYWeM38akP1uA4mp05B\nWa4NkPH8/taUfmLljX5W5NtZV5H6IPWHYty9sYYrZmZImGoeo1LynLEOvZM5EFMFcNPSDbgMoyxQ\njsMOOxFGM5N21o3tPaZRyJjjsWDRKukYCHF+oZ0rZjjGtaaxGFD6kzTTTTW3EwU5J3oNUh2IH5bN\ndiZ6j6XCRA0GJuq64dQFQZON0Z9CpPT2GufnmEohbURdlG1JcodXyAQmkVmj4NoSF+sqOkU3+e7B\nKFure7hiZoakIXhmpoHBMPxxRz0D4SgD4SiP72zg6uFnXTUnk40p3NUBdtb1iiWVv+xpotkf5MYF\nHrQqBXsa/exp9KNVKYjEoCMoNL36QzH6gkN8bno6dQkNzIm+XXetzOOFg62SUpPXquHxnQ1cPi2d\nGPD1+R7Rc23tkQ7J3ty61EcoimgwW9MV5KnyRm6Y56Isx4oMeGJno9jIHYrE+PXGGg639XPfsFTA\neFzdIXVZLA6zRvAvk8s4fkNwMMKfy5soy7GyssCO15LM9klsbh7dpHu8ZuyxEO8LufeifOZ79BRY\npRX4j7LZ90in0A+1rqKTVQs9FFiVJ7WmOF5/v+uUznk8ru8fZr6TmMQkkjGZCfoUoj8MbrPUrd2p\nV5Fp0kiyAHa9glybgecOCF5e3yr1YtcrUMrlaJXDpYs0HfdtGSkBHW0PUOg0sCjbitOg4h/vtkq+\nZerVCl493MFZbhMXFTtYnG3BYVDx5K5GznKbyDRpJGU0j1nN4hwrf9nTRDgaY3WZD7NWSXlDLzqV\nnB8s8fGvQ230DAqHv04l58uzM7FqlVR1DY7oFzn09AWj3L2hhjSjlke2NzDfY2bN1lqOtgW4eq5L\nXPuVszP5044Gcmw6SjxmMXNz0yIvT5c30R+KUuozU98bxKxRsLvRz0AoSjASo8kf5FcX5HG2z8rD\nb9ezsaqbry/wYNcrqe8JEo7GcOrVbKzs4uIpDjZVCuWnC4odvHyoPaVrvU4lZ0W+PSmr0BeO0TsE\nkWEF6cRMQdxP7GhHgK+clck/D7bx+vtdLMuzccUMB1fMzcapHgmY4pmGt2p7qO0e5Asz03EPZ2RS\nacGcqIQyHv2YxGfrlTLR/y1xjHs210p0quKaUOPF6AzKT8/LJ1N3Yr2h3SeREUl8zlVzMvn7gdYP\n5Xo/1nNOdqyxXORPtU/XmYiJmhGZqOuGSZ2gSRwPMdAoR1zkNUoZMuClQ22iM3quRUnLQIwHto00\nyj6wTWBwJTaiDqXoH63oCOAya1iaa+GVw1KX8yKHnn9F2nn+QAtfOcvFo9vrAUGjRiaTJWkOrVqY\nxVPljVw910WOVYvLIBwA914kNPrGKeSJzcg5ZgXNgVjSWD9c6qMzEObp3UK24+1awcG+Nxjhn++2\ncuvSbLoHw/xldxMNvUMc6xhge12PyFZ7qryRmxZ56Q2GcehVbK3uZl+Tn9VlPlGb6GvzPajlcOf6\nKsKRGNeWuEQV6Rvmu/FY1LiNSi6daiMWg5+syOHBbXWSRu7R+j2jad994RiN/jBN/iGxuT2RyQUj\nDad3nJvDD18bYXXdvaGahy7JF1zkG6XyBqnuH8tuIl46NWsUlDf4cehtOLVj3zMa42nElckYU0H8\ngyBxXYVeF83NzR98kHE+J87W+3N5k2g9cqZjkqU1iUmMjcly2KcQKgVYNCMHk0WjQq2QcXOZD4A1\n2+rGlcYPhEEugx8s8fHFWel8cVY6q8t8bK3u5undTUSiUv2Xq89yUds9yJ0rc7l2rotn9oxo/7x0\nqI0UhC4isRgNvUP8aUcDSoUQAIAQ/MQP3cQywVSHGn8ohjzFZ/n7bQEAXCY1pT4zPouWX5yXy+3n\n5PC9Mi+PvlPPn3Y08PkZ6ZiHlRLjbLWX3mvHH4zQPRjGqFaKJbCariCP72zgh0t9rMi38fjOBlHA\nb3m+TbwuHnw5dEqMShntgSgvH+7iwW11fHOhh2U5FlG3SKmQ4Ry2FPnMFAcFdq1ovXGkM8RLh7rY\n39wn0U66Z1MNHcHkwCKV89/xdBdHl7tGa8G0D8bE+1OVO/2hGI9srxe1kB7ZXi8pmflDMap7I9y+\nrvqEJa5YDDGQje/f+Oycx16XXJ76I+1U6fs4tTJKPCaUCtnHpn9zPC2hsTBZRpvEJFJjshz2KUTP\nkJDViTc8v3qknUXZVn66rpJd9X56hu0ZLiyyMyXdSFXXABcWObhydgZWnZzq7jC3r6vijYouZrvN\ntPeH+Odw2WlKmh7rcINwkVPPUAQyTWqyLBoyjWpkchkPv1XPjvpevjwnk4Mt/TgNKr69yEsUyLXp\nJGW6/qEwlZ0DXDPXRddgmN7BKBHkDEWRlIfiZYIjnSHu2VyLTCbjM1Oc7GsS0vzXlbjoH4oSjkb5\n4qxM7t9ay64GP3PcZp7a3cibx7q4YmYGexr8HGzt54IiB1PSDZR4zBxs6Rtpkj7Qgs+qZVq6gc1V\nQiZJIZdhUCnINGk40h7ggkIrs11m2vpDSY3SlxTbqewO8auNQiP3FTMz+OveZi4utuE2q1iRb+eC\nIjsquYyewTDFaQa21/by9J4WcuwG/vBOAw6Dmny7nvIG/yhmlZ67NtRIylNRIM0oLX1atEpcNiN9\nfdJM0OgSVipGEsj4674Wvn22F4tWyYvvtUnKnefk23GMYgamGVTolDKxhLapqlvc6+OVi07EiDoZ\nHK880B2MiWVer1WLXZscMI2nzPdxsqYOdQzxk3WpG+onemlkIq59oq4bJtlhJ4WJ8mbpC0G6Uc1L\nwwfVl+dk4tSrJKwvnUrOhUV2ugfCLM6x0tQ7xD8PtlLoNPDosPfUQCjKvCwzT+xqFA/CI+0Bziuw\nszjHytO7m9hW08OFRQ6GIlEGQhHMWiWzXUYOtwbY1eDn0mlpnFtgpyMQYigc4/kDLWIPyK76Xs4v\ndJDv0PHsvhZ21PdybqGdX6yvYl1FF3lOIxkJTKJ4D8mlU9P4x7ut1HQNcPMSH0VOPWuPdPCZKQ6m\nZhi4f+uIP9m+Jr/oGVbREWBpno3a7kGuL3HxyPZ69jf38dMVuSjlI8yrJn+QC4sdGNUK+obCXDEz\ng78faOVgaz8/Wp5Duk6OU6fAY9WS7zCIQdSq0ixsOiU/e2NEYqCiI8CyXBvFTh0mldAbE4nB/dvq\nWZRjZe9wyarUZ+HpPc2Uei28U9vDBYUOskcFjEo5rHu/S8LwGYpCW2BEDsGuV3GkLYDXqkUWGRL3\nLlWPTyr2VnwPKjsDXFviSqL8n1dgF5u64z1i5xfaicSkXmeJez1WYHM6+lXGOhT8oRg/fr1KZEzu\nauhNCs4+CJX842BNVfdG+NXGGklQmriGiX4gTsS1T9R1w6e0JygajXLbbbdht9u57bbb6OvrY82a\nNbS3t5OWlsbq1asxGAwAvPDCC2zYsAG5XM7111/P7NmzP+bZnzlQyOEf77aKvS7/eLeVn67ISRI/\nAwhF4Z6Nwu+umpPJH99poNRroaarFYCG3sGk8bOtGu7ZVCMK/z30Vh2/uTCfRv8QD24T3N9vWuTl\n7wdamJKuZ19jH+sqOjmvwC72gJg0Cq4rcfOLN6vEZ790qI1dw0wwEFSm770oH6dWoHgHI1DqtfDX\nvc2EIzFW5AsBU/x5XYEQgROI4OmUwmG/p9Evzr89MMT2uh6W59tQK2Tk2nX85PVKAFaVZvHUrkax\n/8OhG8keqOTw4sFWVi/28m5LP8/saWL1Ym/SMxdlWySlCJkMrp7rotk/olJ9zVwXy3JtlHiE/9gH\nW/pwW7RiX5dKIeNYZ/JrEYvBc/tbROHK5/a3UOq1SK45nhBfomJ0ooeZPxjBoCLpPaNL8YmhHqOo\nrlMKBq/xOYy2roAzp1/lTFdk9odivFXT83FPYxKT+NThjOoJeu2118jKykI23B354osvMmvWLB58\n8EFmzJjBiy++CEB9fT1vvfUW999/Pz/+8Y95/PHHJUqxEx2RKEm09kg0mYI7FIFHh+ndcT+xUq+F\nmS6j2DvhtWj5/mKv+PN3F3tRyEkyEw1HBUXk+FgPv1XHNxdmcai1X7zm30c6UMhgZYGdL83O5OG3\n6iTPvmmRl+110g962bDx66831VHZGaQsx4pJo0jqx3n4rToa/ENsrurm5iUjfUo3LfKKnmGrSrOY\nl2VGpZAxFEnoqYjJuK7Ezdbqbt481kUoEiMcidEZCPPocP9Ltk3DHefmirfEFay/Pt/Nmm11PLu/\nlZquIGu21Q0z70Zo9KOtP2IxGBiK0NQrrCccEZq8F3jN5JgVnF9o4/WKTvqCIzYiTr2Kd+p6kvpQ\nTCoZ313kRaeUo1PK+cKsDOZlmciw6Mf9fjGpZCk9zIxKWdJ7ZqzemtG/v3Wpj8um2YhEY0kU+ERa\nfEV3+ASzOzU43Z5fHwW21/Vw1ZxMyR5/0tYwiUmcaThjMkEdHR3s2bOHz33uc7zyyisA7Nq1i3i1\nbvny5fz85z/nqquuYufOnSxevBilUkl6ejqZmZlUVFRQVFT0Ma7gzMJo5tSvL8hPuiZVo/K8LBNP\nDWvJAHQOhFh7pEP8+X92NfK9RV7RbsOkUfD1BZ6UrB6tUsaKPCttgTAus4andzfx93db+foCD/7B\n5MPPMjxWnG313cVeBkMxjrYHuGJmBg+9JWSZVpf5UmaoFmebKXToePSdBlYW2Cn1mfnbPiFLolXK\nqe0ewOk28drhdr6xwCMy25wGFT9dVynZr+X5NtHe44IiG2e5jaLn1n8ty6atP8STuxr5zBSHZA7+\nYASv5fjZDbkclMMq1QDXlrh46VAb1mGlY6dWCGz2NfWRa9fhNmvINsm5e2VOyjEj0Zg41rdKs3iq\nvAmlUkmeaSRQSmS4rS5LfXjG2U/xOcQx+trE7FEiq210VidVduXei/IlzLNEW5LT7VR+vKzTydhE\njMaHsdQ40b0mlRCkPrK9npUFdhZlW8b01ZvEJCYxfpwxmaA///nPfOUrX5GwO3p6erBahcPXYrHQ\n0yNkCbq6unA4Rg4fh8NBZ2fnRzvhMxipApJ4RuW7rxzj9nXV7G8bYmNlj0T8b1VpFoGhKBcWOcQs\n0vR0Y9JYUaC+Z5BVC7PEoOXht+pYXTaSAVld5iMQivKD147xyNv1FNi13HNhPt9b7OWxHQ383/4W\niaP8NXNd/HJDNWqFjFULs/jGAg99wQg/WVeJPxjhoYSs0eM7G8i16SRzv67EhQzBG6umK8iz+1u5\n681qvjgrg31NftxmDa8e7uCuN6u5cnYmGQY5910siPgpU/R26IZd7G9d6kOrFMbVKeXcMM9FLAbP\nH2ihMxDmXwfbk1zO4fhsnIEQouJ2PAu2uswruT4SjbGpqouqzgFisdiYY45meP1h2CvtrjeOiQer\nPxTj8Z0NIqPr8Z0NKdlFRzpD3LL2mMgEOx4a/WFuWXuMm16WXps4x2BEyPrFmXijkWiCO17RyA+L\n470u4xErHAsfRvRxvPcW21XcvTKHz06xTQZAk5jEKcIZEQSVl5djNpvJzc0VP/BHQ3YCAZET/X1C\nIUbywRxDPCxnu0ys2VpLICSoJ8cPx2f2NKFXy/FZtWIgopIjloq2Vndz/Tw3oUiMN4918eg79bT3\nhwhHYhxsCfB/+5r52Ypcbl2aTTgSpb0/RFmOla5AmJ+9UUUsJigoXzEznStmpvPK4TbuPj+flQV2\nnh/ua3m/LYDToMRr0dAzIIw92uyy1GvhN5tqeHJno6h+PBCKpNQ0qu4a4IdLsiWH7ZqttVR1hznY\nOsAta4/xqw3VkgDu6ws8LM62sLLAzqPvNFDTHaLAoeObpVnUdQfZ0+jnqjmZ/OfMNJbn21j3foeo\nEv3CwdYT0rwjKf5uUEkbwB/ZXs+lU9NYV9HJneurONQxlHwTx6fD9wajdARj9IfgM8UO1Mdp5E1F\nlx8dkMSp2f2RGOUNfrGUl+raeEC1rqKTVWd7uP2cHH6xMg+ndqQsNdoE16RREIxwWgOhE9HLT4ZK\nPp69G+vZY9071jxPJdX9ZKj2k5jEpw1nRDnsyJEjlJeXs2fPHkKhEAMDAzz88MNYLBa6u7uxWq10\ndXVhsQgNn3a7nY6ODvH+jo4O7Hb7WMOLcLvdp20NZxKaKxrE4AbghYOtTF2eg0mjoCzHSpFTx9bq\nbuQymUSs7qZFXn7/tiBuuKo0C/9gmKEoYu8OwEPb6lhZYE9ZOmryD/F2bQ/rKjoFR3q1QgycXnyv\nFRlw2bQ0osOfu+cV2Gn2C03Jn5+RzpvHOpnrzuCuN6vF+XzrbA9/2d0scbuf5TKKFhIvvdeOXa/k\n9nNyaOge4KZFXh4eLpv9YImPaAy2Vncn7VHPYJgnd41YWvQGw2ITsk2n5L6ttWLj9L2ba/nFyjwq\nOgZYV9GJSaNgSrqBN4dtPm5Zmk1FRwCLVsF/LcvBYDCSaTeNqVkT6+iWzPOmRV7SrAbcDuH1aujo\nFRvA4/v82821PHjZFIrcTuRyOdFolLfeb+Lxd+qSxvr7gRa+scBNayDMQwmN6q8e6cAfjHDzEh/5\nngyUypH//g0dveL7A2Bfkx+j0YTbYRafddcbgjv96jIf2+t68AcjYikvfm18rHs27RVLXsFwjMd2\nC++rm5f4OGeKmyddNiDGwmwbv1x/TCyr3rJWeMZPz8tnUaFrzD08HlL9Px+9hg8z/mg0dPQm/S5x\nP1I9uzQ/g5aeALFoMOneriDcse7k5jmez7jTuRcfJybK5/toTNR1nyrIYmOlXj4mvPfee7z00kvc\ndtttPPPMMxiNRi6//HJefPFF+vv7ueqqq6ivr+fBBx/k17/+NZ2dndx111089NBDJ8wGNTY2fkSr\n+HjRNhjjvdaAqDZ8XYmLael6mvwh1mytxaRR8LX5Ho6297O5qpvZLhNFTh3PH2ilKxDm6wvcRIaF\n7D4zxcGrhzvEw9iuV7KywM6z+1slP8cDnyd3jjCpbluWTWv/EC19Q8x2mbBo5NT3hsQDe3WZD71K\njlIh4/4ttVwxM50ndzVJnvWNBR6qOgeYkWnkaHs/Q+EYuXYtBrVS7HG5cWEWL73XyrdKs/jt5hrm\nZ5mZ6zFhViv42Rsjys5/3SsoCV81J5OewTCvHBZsLC6d5mRrdfdx1/jTFbk8sK1W3Kv4PM0ahUT9\n+boSF+39IUo8JrFkEWe2JfbPtPVHae4TsjuZRjVpBjmx2EhPSEV3mIfeqhNZX/ua/HxpdiZ2nVJU\ndf7uK8coy7Gyr8kvue6KmekoZDIeG/Yti6+hLMcqBo2pmE/724YkfUOz0tTi3G9Ze2zMse44N1dS\nnonPbay9jTP+Eq9P9YyTYWe53e6U/88T5/Rhxh8Lx1PRTvXsO87N5c71VeL/xfi+37rUJ2QfhwPw\nDzLPsdY+Gqd7Lz4OjHftnzZM1HXDqQv+zohM0GjEg5nLL7+cNWvWsGHDBpEiD5CVlcXZZ5/N6tWr\nUSgUfPWrX50shyUgFhME/uKZDYVcRiwm7UN5fGcDPzknB4dezdO7m9Ap5fiDEZbn26jvCbKuopNw\nJEa6QS3JwnxvsZdoDNEu4OYlPqo7B1i10MMze5slBp+RGDy5S7ivOM2AXiUXs0pmjYKOQIg1CZYJ\nqlQy0MDSXCu/3VwjORjuOi+Xm5f4ONDUx//ubRKMXeVgVCsodBr43eZacf29w8ahFxU7mJdl4vdv\n1/OFWRncXObj/q21SWUZgJnD2SYQgqYjbf1i1izx+sS+FoCnyptYWWDnzvVV3LLUh1Iu49fDEgTX\nzHWhUsh4bn8L313kZUa6FoCW/gg3vSx8K79tWTZuk5Jn97dwwzy3KDnwvcVeKjoG+NOOBrG5N464\n6nV8b+q6gxQ4xs8OA+FgjL8/AB7f2cCqhR5+m7CPYyFRNsAfiiGTjVDrU+3taAiH7wf/LvZhGpFB\nKCWaVB9+HPjgVP+3anok/xfvvSgfjULo3RvNvJzEJCZx+nDGiSWmpaVRVlYGgFqtZtmyZVx00UUs\nXboUtVotXjd16lQuvvhiLrzwQjIzM8c19kQRlfKH4L+HlYfD0RhvHuukLMcqiiWaNQrOybORY9Px\nt33NzHGbUMplLM21isJ4lZ0DLM2z8dKhdsrr/SzNs1Hs1NMbjBCORLl0WhpapZyXDrUxI8PI3/a1\n8OWzMskya5iRYeCSKU4e3zkiuri3yc+ibAsahZx8h44p6QZeODiiRny0PYDPquX8Igf7EwxNLRol\nepWMLdU9LMuzUZymp2sgxJR0PWu21okK2EfbAxQ4dCzOsYqHeV33INfNc3O0PYBcLuOSKU6CoQha\nlYLBcASLRsnyfBtdA2GW5VnFuf/HjHQGQhHSjWo+OzWNlw+1MddtorZ7kKbeIF6rlguKHBxs6aPY\nqU9SjXabNext7GNPox+dUsGuer+4xvlZZqam6/mf8ibOK7ASjMDmqh6OtgXoHlbyXpEvlBv/d1+L\nuD/7m/vwWjRUdQnigzIZuC06wtEon52axrHOAAq5wAI722cgzaSj0KET9/L7i31sqe4iEoulFCUc\nrd58YZGDv+xpTtpHnUrO6jIfa4+0o5DLJGMlig3GjVynpOmYmmFi77Cy9+oyH7mW5O9eH1Q4cSxh\nw7HE41IJQ774Xht2g5afvZFagfmDYiwBxdHPvnWpjxffGzEFVshlfHaKHZNKMJk9WQHJ8QrnfRpN\nVSeqaOBEXTecOrHEM64cdjoxUdKGbYMxjrQPUNsl0Mh9Ni3FTh2dgTCPbK+X9AGtLvMJbKFgRKBO\nqxUEQhFa+0M09QoZocS0+WemOJiXZebON6okvz+vwE6WRSOW4L5VmsVf9jSJ2ZvpGXqunJ0ppv1X\nlWbxTMLf7Xolv74gH6UcKjsHMWgUHGoNsLmqiy/OSseiVbG/SVBXnuM2kWZQcuuo8smtS7PZ0+iX\nzDnbpuHGhR46AwLVv8Rjxq5Xieu/+iwXgaEwPptupLy2wIPXrKa2d4jewRAei5b7hmn7Ny3y8lS5\n8D5avdiLSiHnWOeAuO7RJcGxSofXlbhwmdRiluiqOZn8ubwJpULGw5/Npz0Q5c71VUl7PzPDSLFd\nRV84RnnjSMlzVWkW77cHONjSx81lXpApuH9LNfnDGaF9TX5uPycHvXLsTEViSefmJT7u31Ir2cef\nrchBoxDubx8c8XiDE5dYRl+fiMRMzHiyMsd71ujyQHw8mUzIkIai8O+jXWyt7uabCz2s2Vb3kZWF\nEtd2IhPak8lOfdDSyKnIgJ0pmKhloYm6bviUl8Mm8SERA6tWSe3wj1atEmLgMQsNxHdvqBYbYB/f\n2cB3zs5CKZfhHwxzoGWALLOGKU4dBXYts1xGMQC4rsSF16JFLZdh0ijEwwNgrtvEbzePaML8YXs9\nty3P5p6NNZg0Cq6f5+ZXG6rFvz+6vZ5blmZz72bhIPjBEh9ymSD0+MzeZklwlGfXcbhtQCxPucwa\nMo1KsRy2va6Hz00XTFHVShnXl7j4n+Hg4MYFWdR3D5Bj1/HNhVloVTJ++ebIPP6yp0ks3cR/98cd\nDdx3cT6FDi2RmJbb/j1y4D78Vh1lOVY2Huvi7dpecu2C5UdZjhWLVoFNpxTNNa8vcYlrgJEACaCh\nJ4haIR9uyo7w173NXFTsoMRjwqiUEdbK+e5ir9jY/K3SLLKtGvTDZ2UshmiwGt/P75R6mJZhEJuL\nRwdkY1Wm+sIxBsPgNim57+J8/n20i0ffrueqOZliH9W3S7M+kIt8IvyhmBg8xX+GkWDgke31lHot\nLMmxYE3h5zX6nlTVIplMuKaho5f4kZ44z2vmunjhYCurFnrYXtdDSZaZd1v6kwdK8bxThXiQ5w/F\nTlg++ygCk09D8DOJSXxYnHHlsNOJiZI2DIShqW+I7gHhgNSp5Th0Sm5+rRKtUsFcj1ligGnTqXhw\nWx15Dj3/N+zh5bFoeWJXI+cX2tGq5JyTZ8ekUbKn0U911yAXFjup7Axg1QnBiAzY19wnpvh1KjkX\nFDoodOpZkmPlQEsf77dLy0bn5tuZ4tRxQbGTR7fX8+qRDtwWLctybVQMl3dWlWZhVCt4YPgb+0Ao\nSpM/SFGagfu31FLZOcD18zysPdLOQCjKv492MsdtIsui5cpZGcjkoFLKuW9LLRsru3CbtcxxGznQ\n1EcwEkOnkjMz08Suhl7J3Jbm2njzWDcg42h7QLKuIqeexTlWXnyvjfIGP1+d78EfDHOsY4AZGUYM\nKgX5dh25dj1dgSE+PyOdi4od/GlHA4OhKNeWuMR7r57r4nBrP3K5jFUL3fhMCo50hvjpuirea+3n\nu4u8lGZb+J/yRl490kGaUUsEOUa1XFK+SjeqKMu1Jvl6XVDkoMkfFDI7W+v416EOSdmnojvMobZB\nfrellrVHu5jtMvHie23U9QxxeNhoNj4vEIKDRI+wuH+VSZW6xJJYtprhMtM5GGVDZQ9H2wfRqJX8\neXcTFxY5WX+skwyThns21SaVphLHyHMaeWxnI/85M50jw+W5r853MxCGn71Rzb/ebWZqhgmtSs7t\nr1dJ9mKB18Lf9rXwo+U5IivxipkZVHQExDKVx6ikojsszlGnUaU0Wj0ZjC7huY2KU+o/NtFLIxNx\n7RN13TBpoHpSmChvlv4QNPWFeGHY+X1GhpE0vYrnDrRR6NRJnMGPtgcwaRSkG9VJPToLvBYsWiUy\nmYzWviGQIY5Z5NRzQZGDmZlGfre5lq01PXyr1EtllxC8/GCJjyb/EI/vbGRbTQ9Lc22U+iyi2ehV\nczL58+4mPjPFyZ3rq8TeoaPtAQxqBZdPT2OB18JT5Y3oVAoOtwUk/SrPDNPHB0JR3mvt46bFXp7b\n30JrX4gj7QEunebkcFsAGTL+MGwNEh/foVNR6NTT5A9y1ZxMmvqCLMq2SsxK9WoFT5VZVmB+AAAg\nAElEQVQ3Ud7g58aFWVR3DYg9Nz2DIf7xbpvk+fl2HZdOTePuDdWiSeeeJj/L82x0D4ZJN6go8Zgx\naxWSeys6AvzHzHQun5aGz6SQBBmxGMxyCY3cifujVcqZkqZjtsssBh03LfKyt7EvqT/pvAI7V8xM\n54FtddR0BSWBy1AUNlT2SF73PY1+vrPIy94mP3K5jC/MTBcDIEjuHUo3qijLsRKJgdsodVcfHTBl\nmtSEojHxPZRn1zPHZeKJXY0s8Fp4+VB7UnA1FJUas+5r8jPHbSIQipI/rKbtD4b5370tkntX5NtZ\nN8r81WfVUts9yH9MF3qVipwG/rq3mWW5Nq4+K5NCm1BmPNQ2KM4x164jzahCPUbT/ngxVvA4GQSd\nGkzUtU/UdcOpC4I+2cIQk0iJcAyJOODTu5sIx8CsUZBj0yZd7zFrmesxYUqh7BsMC75W6UZV0pgq\nuUzCOHtgWy0/XJLNDfNcDIWjog5PZyDMEzsbsWqFnpiyHCt/Lm86LgtGr1Jw/xZBq8cfjHBdyYj4\n40xXsor1/iY/JVlmzBqFyGY63vFyltvEygK7OI9E0cgXDrayr7FP/Pmp8kb+a1k2d5yby//ta8Zj\nTt7DgXCUvqHk9dh0KoLhGD987Rh3rq9iZmby3KdnGPCYlfRHYgTC8I0FHoqdOq4tcVHVOZBy/okM\nwJUFduQyWZK31I0Ls3j5UBsgCEyOpdw8Gnsb/awssPO7i/PxmJUSQT2ZbESIM9um4boSN7esHVE7\nPp6Yn3vYOiXxPeQyq1NeeyIMhqOsq+gUWXGjoVEg8Qq7Zq6LfU1+0Q7DqJQx1aFOUmAeDCf/30nh\n8HLKMV7hwuNdF41GJwUQJzGJD4jJTNCnEIEovDHqW/D5RTayLDr+8W4rV87OlDB9nt7dxMbKbknG\n45q5LjZWdnFeoZ3dDX5mZRpx6FXUdQ+KZaTzCmy8eUz6nFKvmcNtAQrT9Gyq6pb8zapVkm5U8/Kh\nduTDz8iyqClyGjgwnCG6Zq6LAoeeGKBVyqnrHiTLqmVDZRcLvBbOK7DxwsE2LpuWJpYxblyYxSuH\n25mSZqAs18o/D7bxVk0PFxY7MagUzM+ysK95hBXkNKh4fEcj87LMHGztJxSJcs1cN8/tb6G2e5Dv\nl/mIAS8llAzDkRi/3VxLbXeQ/U19ErbUVXMy+dfBNlxmNfO9FklGyahW8Mjb0kzUN0uzqOoa4MIi\nB5dNdfKXPc1EojKGojJ+taFazD79bV8zB5r7ubbEzfsdI2NOSzegUcr5yboqMetU0RHgK2e5eP5A\nC8tybVw+PY1/H2nnP2Zk8Ms3q6nsHOC6eW6a/EG+fbYXn0lJKAZGrYo8u16c89VnufjHgVY6BkJM\nSzfwk3VS5lQwAo9sb2CB18LSXCt/fKdhzOzGaBbSZ6emsbFS+n65fKqdmZkmXjncLnlfxstpo8eI\nM9Na+ob49tmCOe70DCOlPum+e8wq3AYFczwWjBoFsWiMz89IJ00vLUGNZnRFYtJMl04l57NT7B86\nY3M8RtZYTLfRONF1+5v8/Ojfx04J0+2ThomaEZmo64ZJdthJYaJ00XcNxajtDvHANqGh+fuLffis\nKu54o1o0E9UoZUxPN/KXPU0SBtGXZmfS0DvIwiwzVq0ck0omEdGLN5jeuMCDQiYjGIlJnvPELoFp\n9vUFbiwaJb/bMnJfvCn4omIHC31mwsOJE4VCRjgSJRaDYDiKXCZjzbaRZuz/d7SDL8zK4MFtdbhM\naq6cncnjOxtEx/u/7W3mvAIHRrWCR9+pl7B9frIihyd2NnL5tHTcZjV6tYwNx3roHgxTXt9LWY6V\nZXlWfrOpRhQcTDOoxBJRfJxVC7MkY2fbNNx+Tg79QxEe2FaHPxjhhnlu7Dol+4ZZbLNcRqo7B/jH\nqLG+U+ohgoxHt9eLe5NpVEsayxOZZWaNgsumO1mSY8Wggua+CDvqepOYe/ddnE80JmRBjEYjHT19\nSQKEN8xz8fyBVlYv9vKLN6sxaRSsKs3CpFYQicF9W2rwByOimF8q5lS84TjOdEu85p4L8zGokAg/\njocV1T4YQy4D1XBuOpVHWvz3o/8djMAv3qyWCEbGzWa/+8qxJLHMW5f68FpUGJUnZsmdalPX0Q3X\n4xUuPNF1n0YBxA+CicqSmqjrhkl22CSOg8EQPLGrQWSAPbGrgR8ty5FQ46+Z66J/KMLKQofkd/l2\nLbMytfQNCQ3WMGK+CYIFx4/PyWFbdQ8vHmwTDtGFHrIsWu7ZVC2yuh7b0cgd5wo+Yga1gv9+p14U\nUoyzvNRKGQu9FuQy2N7YT7pRhVGt4PFdjeLz/vFuK7cszebdlj5uXOBGLpeLAdAct4nBkBB8PLu/\nhc9PT0/ai72NfeQ79Bxo6eOZvX5+uCSb8oZeZmQYWXV2lujzlSg4ePXcjKRx3GY1tyzN5lBrP26z\nhgyjmsd3NtI/FOEHS7Jp8QfZVtPNBUVO8Z5QJEZZjpkp6QZ21AnWClPSDcRiMR59eySgenp3E7ct\nz0565tk+s7hXMzOMZOiEQ//uDdWSg92kUbB6sZcYIxR0t8NCX1+fOFa8TGjXC3v8dm2vWPL57aYa\nLpniZHmehZ+tyEGr5Lj+Z3G3ebkMSjwmCQPr7g3VfG56Ouve7+AbCzw4dHLJQZxlEQIlhYyUbLPb\nz8khwyD0EyXed7x/m1QCe220A3w84Fieb0uyIFlZYKfEY0oZ4HxQ4cNEjMcNPvG6MxmfJgr9JCYx\nFibLYZ9C9EfgtSMd7G3s40ib0Kh8XqFd1H2JM6wW51h5vz0gCvUdbQ9wcZGd6u4Qv3yzmjcquliU\nbSPdqJGwyeTEeGp3M1fPdXGotZ/CNANH2/up6R4UBQ1DkSg5Nh1rttWxsbKLr853UzVcartqTibr\nj3VS6NRT0T6AXq3gjYpOLFoVxU590vPseiW/f7sBu07Fs/tbaPaHqOseZHqmgWMdAzT0BlmWZ6Oq\nc0BSjrppkRelXCYpax3rGGBxjpVXDrezu8HP0lwrBpWcGZkm9g0L+n15dibTMoxiE/c1c134rGrq\newVa+5O7Gtlc1c2VszPJsWl5YFsduxr8fG2+h3s21Yglqv3NfawstNM/FOXpPc1Udg4wLd1AQ28w\niSl3Tp6dOW6TKG64uszHFLtK0mgMI43J3YMRDrf2c+m0NC4ocnDPphpef7+LonSBGRWMgCYWoijd\nhNus5rLpabx0qI2Nld18bb6HHfU9NPQKth3pRhVLcm38akMN6yq6mO0y4zYqKE43srvRT7pRxY+W\n56BXCaWjI50h7nijitffF0QRPzPFgQwZz+9vpbUvRJM/yH/OzOS+LVKmV5yJdt+WWtZVdCWxuFRy\nGfkOfUqG2Ing1AlN2VfMzcapFoLteAmqrT+UUtDyf/e1JDUn+0MxhqLCwf9BS2AnU9aa67GwONty\nQuHCEwkcahQyZmXZ2FnXc0oEEMe7ljMFE7UsNFHXDZPssJPCRHmz9Ichy6IVKcTXlbhIM6jEPiGP\nWc01JW4e2FZHZeeAhKZdmm3lno01YrC0PN+a1NNyUbGTf7zbRkVHgBvmuXlyVyNFTgMrCuw8f6CV\n2u5Bvr7Aw/+UN4qspv3NffzXshzMGiWD4QjnFznIMGhYe6SdXQ29fGFWJm19Q6gUcp4YbqiOP296\nhhG1Uk6eXcuexj4GQlEum56GQa0QWTyFTj09QcGOI82gJt+uw2vR8sgoZliWRcOz+1tYmmujxGPm\n92/Xs66iiylpepwGNXl2HTqVgmf2NLEs18ZlU528dKiNuW4Lexv7JEyqd1v6SDOoRUVom06ZdNiu\nyLfz8/UjrKAj7QGyrToumeoUA544U+6SKQ4uKLRzfqFdVFUe3bOSeBjK5TKunJUuahyp5DKK0oQg\n4l/vNjM100R7f4jn9rfydq1AB9/T4GdHfS+rSrPY1dCLTiXn5iU+HthaJ+ntmeOx8PDb9Zxf6OCC\nIge/3ljD2qNdFKUbea81wHst/XQPRtjV0Mt5BXb+tKOR7mEZgQuLHDx3QMrWKsu1sblKykQrb/Sz\nLM+ODBl13YMsz7elZIiNNxjRKGR4MpyS/+dOnYJch5aZmSZ2DwcQ8R4uuVzGinw7euVIRip+8Ben\nG0nTj//gHy/7q30wxtbqEYXwXQ29fHGWk4uK7JJgNxXigd5Y103NdrEwU3XCcU7VWs4kTNRgYKKu\nGybZYZM4HkYxhxRyQS73W6VZZNs0rDo7i0eHg4POQFgU6rtpkRfZqCx9NJo8fDQGl05zYtIoyLML\nTCmPWcNDw1o+nYEwa7bWsjTXKrlPr5KRbdPy6uEO7t9SS2v/EJ+fkUap18Ize5rwWjWk8pDSqQQ3\n+ucPtHLTIq8ooJjENDKp+b99LeTadZzlNnGgpQ+TRsGl05zifIciwvg+q0YskXQGwjxV3sRgOMpg\nOMofttdT0xXk2f2trNlWx3Xz3Lxd23PCbd9e18ONC7NERtK3SrNQpziLBsNRIpFYElMuFhNKRKPN\nRUeXTuLlqHsvysea8A090cesMxCmvN4vYej9dW8zy/NtAHQGQqwssPOzFTk49clV8bdqeqjpCtI9\nGBa1hzoDYe7dXEswLGgdxdlmBpWgPH489t5oxMtzlZ2DbK/r4Yb5bizaFOzE4b6x9sGYqDo9FgSx\nxJ6kPYszwe65MJ+frMjhzWOdKBVCY75u2DusfTAmBpOdgTC/3VxLde+p9fA60hnilrXHWFfRKdm/\neP/UeMpOo69LXKtcLh/3OJOYxCQETGaCPoWIROHXm2rFsszhtn4uKbaxu6mPi4sF/Zyj7QFJxmJ5\nnpX/3duMSiHjs1PTRK+n5fl2StxmkV21uszHq4fbONwW4DuLvKjkMnLtOrRKOTvqpYKDX56TyY66\nXrGkZFALjdLxb5iH2wQxvgyTGq9Fy1PlTRxpD/DNhVkJ/mFZPL5TyCj1DEao7hrg+4t9GNRytlb3\nSJ6Xa9NRkmXmiV2CNtGyPBtn+6wi6+vGhVlsq+7mxoUeYjGBvp7Idit26lHJZUnZHItWwb8OtnNO\nvo1ZLpNYbvv22VlkmjSkG1XMyDDwmSlprD3Szn/OzOCiYgc2jYLeoShFaXq8FsGX7NwCG+srOpmR\nacRj0fLc/hbkw/pD+aM8tap7I6w/1s3Te1rIcxgl4oF3vFHFuoouznKbOTvbyp5Gf5KP2YwMQ9Ja\nip16LpuWRnGahiKHjgy9Ar1ybG+r4jQ9td2DSaWkVw+3883SLC6Z4iRdJyfDoODsHBvnFdhxGRUU\npY2UF1eX+cgwKrDpNJRkmcmyaEQWX3mDnytmZvCv99q4cnYGPutIBvOauS7+uKMBj9XAmm11bKrq\npjDNhCqFR1ddX5SqriAN3QHu2lCTUnDx5+ur2FzVzTVzXSzIMpNt1dI9GOXHr1cBya+7WiEnx64d\nVwbkeOUqIVCB322pFTOjFR2CkOWXZmdgVMsZivKhy2/ZTrOkD+xk8Un0FpuoGZGJum6YLIedFCbK\nm6UzSBJ1fb7XwuM7m9hW08OibAtnuU3iYXPVnEye3NlEOBojx6rDa9UyLd1AiceMQa1ArZBzts/C\n4mwrkUiM19/v5PLp6fxhez1vHutijstIrk2Lx6KV0JTNGiUFDh1OvZrn97eyOMfCthpp4LKiwIYc\neHi45NYzGKGqa4Cby3xYdErcZi0bEtaikMuw6pQEhiKsKLCLwdL3Fnspduq4b0udJMgyqUcMTA80\n9/GVszKJROHRdxpE2rg/GOabCz0UpekxaxSU+izsGx53VWkWLx9qp7UvxMGWfrJtWq6d68KiVfL8\n/lZy7TpeeE8oyU3PMDB7WNxwc1U3S3JtPLCtjkKHQbxmSY4VtULO2qMdfGGmgyU5ds4rsJNvlQZA\nhzqG+NXGGio7B7hiZgbP7G2mLMeaJB5Y3ujnyplOVuTbKXTqmOMeKfssy7Uy12PmcFs/OpWcW5b6\nmOMykGNWopYLgUS8ByZR6NBjVJLnMFLe6KdrICRS0UeXkuw6FU+WNzHDZaYtEOHn66t4o6KLeVlW\nHtlezwKvBZ9Vy9oj7YSiMowaJWu21vL/2TvvwLbqc+9/tPeWZUuy5BlnxyGxHZM4CwgQVqH3UkZb\nZqFNKVxCW1463tvbPaClwKVQVoGWUloKhdKXtoGQkEGGQ+JsByfxlqc8JMuWtd4/jnWsYzkDSFtK\n8vyVyDrnN86RzqPn+Y4Cq5aX9kkFI5cW2WjqG+H3u7v4XJVHvGe6wjHqAiGxffnwltasBGd39yg/\nXNdIbVuIswus7AmE6QrHjim4uLczjFWr5InadorsOna0hmjoHea2hT6JmOebh4OcW2I96eRksnZV\nOlFZ09DH1eV57O8cEpPuLyzwEB5NZMkQnCgmS6qEtdqRJUZPaq4fZC0f5Thdk4HTdd1wJgn6QHG6\n3CxDcSQJyarqfB7bNu7oXt8TwWvRUObU86nZuTy7U0iArpvnpsyp5xdbWtlwtB+DRoFNq+S3uzrw\nWjREYgn+tL+b/5zt4umxtkv6fDqVAqtOiUOnosSuw2VQ4zYpMWpU5Fs1OPQq9Co5M3INEqxSrlFF\nIoVEUyjfoqGm0IrPouVg1xDLiu3sHXs43TBf0N7xmLU8vl3Qqyl16DCoFZMqJpfYdewb84jSqeRc\nMj2HA11D5Fs0eC1aalsHuXauAOJ960gfZ3nNKGQCM+viaU4R4B0IRblsupOKfDNalQyHTkWRQ8+v\ndozjlw50D5FnUotJZkcoSkW+RfKe3R1hpruEakz/iGCSuq11kOm5ZhQZick31zRKkoQVU+yUjrUe\nJ+rYnFNiR6sEuQwsWgUV+VY0CjmbmwdYXmzjkmkOLp1mJ9+oRKccT3xaQgm+/vdxSwuzVs5QDEYS\n4DcJD8FzS6z4TUpqimwsLrLxhz2dKOQyvrTQRyAkALz1KgXP7hxX8LZolRzojkiA+TWFFh7ZImgK\nlTh0WdWlz8zN5cW9QtLjNKhZd6RPxBi5jCqunO2ivnscxJ9OcEIxgR6fHntPR5jr5uWxuUmoQK4s\ns0+6Zx6zhl3tYQKhKNfNy8OkVbI7EOJLZ+ejVsh583CQ26rzT5gA9IwIApdpXFEmhmsitibTxmR1\njZ9320M8vaNDktDWFNnEc00Wx0uqPjEr75QlQRPX8lGP0zUZOF3XDacuCTpDkf8YhkEDLoNaVE7O\n0auy1Jm9Zi1Hg8P0RmLUFFhxm9X0D8cxOATvLptOxa93Bsg1qPjP2bk8tFkw8rx9oQ+LVolJoxBp\n7HWBECPxJPHEOA7DplfROhgTDUDvWOjDrlOiUY4rOjv1auq7hnhpf49oFuo2qblqTh7f/PsRQMCa\nWLVSFegX93bxX4t8Iq39shlOntzeTjyR4pYqD60DAk2/0K5Fq1SIBqara/z8cmsrK6Y4eO1dgQ5/\n12K/iHmBcWPX4ViC/7tGmMMXFni5qcJD33BcfG11jZ/uoewHznSXgR+81Si+p7lvmBWldobjSdYd\n7hP2rcCKUg5ffV3QsLlseg7ffvMoINC7vebsj+Vct0nEeqQNX9Nj/Gxji0Tq4Ib5btRKOZfNcPGd\ntePnnWpXZZmK6pRyzi6wkAQO9Yzy4Nh1Xl3jZ06OoOaceczXlhUwmkiJprrXz3czMEFSeUvLAKuq\n80UdpE/PzaOxb0T8+7rDfdxU6RHne/cSP0UWpUhzrwuEWF3j5/6NzZg0Cj5X6eW7axvF8Z4ZM8c9\nVijlcux6Jatr/OKepc+XXvdT29sxaxRcMdPFU7UB8T1FFiXOaTYunWY7IbYmUz8rc7+OF+dPsXH+\nFJtE1ygz/v5e3zGp+6FYSmL0++y7AVZOdbCmIcg9Swtw24x0dHz4dtiZOBOnU5ypBH0Mo3cYHtjc\njMOgJp5M8UZDkC8s8LJzrKWxqjqfZ3cEeKd5kOaBERb4zTT2jeA2a/jZhhbKnHoGRuJ4zBpK7DoJ\nw2pPR5gLp9iZ5jJKsDYDw3H+sLdLxCHZdUqer+uUVECWltiEtkWGt9bKqU5e3NON36qlwKrlk7Nc\nPLylRdJKWeCz8NMNLezrHKK+R2idlDp05I9Vu9JYmGQKyt0msfW0tMhGf2SUKp+Fc0ptvLq/m/NK\n7bQNRMWKQo5BlVU9mpVr5JEMJWSPWUP3UEzCbKoLhDin2EZ1gZU9Y62zOxf5+M3ODuZ6TPitWjYc\n7aMi38ILY/t0U6WHmgIr33urkTQGZUmxjb8cnMiIslPuNrEzg8307M4ANYVCaybdqjinxM79m1qY\n7jJKWFX1PREWF1p4Ynt7VpXhW29IKxO3n53P83WdzHAZJB5rdQHh/YmUtJVk16kkvm0NvRGumZvL\n2b5xmvdn57lpGRhhebGNc0vtvLK/W2TEpT3Jzp/i4OrZTrH9BuMtmHT16dxSG2cXWPneWmlV7IIy\nB5+a7cJjFPBMxU6j2K77r0U+2gejOA1qXq/vEVuI921oEauGjrFrflOFh5b+EfFeqAuMm8GeqALS\nOZxia/Og5NiJVZzJsDV+kyBK+cqBXo70CszMtPL5p+fm8eKeLjY3D0zKxpro26ZTyVm1wMOl04SW\nldlsPm2+4ybG6VoROV3XDWcqQWfifUR4NIFTr+Jb5xaxuWmA3+wM8MlZLl7a28Wn5uTS3DeCQiZ8\n4eqUcrwWLb/cKvyKT3uKpX99gsDfSnuGATy0uYVbq7wnnEd6jMxQKwWCYnTMC2pJoYXPnOWWqClP\nfB7NzzchR8aa93q5qcKNUi7nlioPjcERfr0zIM7r/o3NfHms0gNCNepXO9oJRRPcttDH4d4IezvD\nfHmxn8e2CQKMs3INNPePcKIwaRTkmTV0hkZZWeYgmkjiMqgkFZlV1fmS+Ty9I8CKUjvBSJzX63u5\nqdJDYDCade72UIyecJRbq7zEk0me39XJcFxK0zOpBLVugDKnjo2N/ZK/K+XZxM/EJOSqvZ1DBCNx\n4pPQAONJQX0aBDbXshIbRXZd9l6o5RSaFDx4SQmxJOzpjPB6fS8At1R5+MxZedz7djOmowr++5xC\nzFoFDs3JMaGik0z63FIbubrx4+fkqLl3ZQmJFDywqYV9nREAsQIIUjHMmbl6bqzwiFXKzOpSJA6m\nEwhEZ1bGTlSZSrM00/9OrytdzXv1QDffWVHMhqP9PLMjwGA0IZn3xP3IrALes7RAwiQ8VXFGJPFM\nnE5xphL0MQyFAgpsBn6/R6hAfLHaR45RwT1/PUJta4iBkQQNvRG+uqSA/pG4qLUzO8/IfK+Zx7a1\nSSo4X11SIGrKrK7xo1PKWHtE6gt2YZmDSp9ZZJVdXZ7LWd5x8b87Fvqw6QQsjwQ8rVWwvXWQc0tt\nLC8WQKwPbGqRVCuWFNmwaJXMyjVw+cwcbDolBo2MfIueR7a0saMtJFSHnFrWT5iXMQMYvbsjTJVP\n0PtJO78vL7GzuamPy2e6eG5XB1taBrlwqpNlxVZ2tI0x5IptFNq0THEKHlsuo4ob53v40fomtrcO\nsnKqk1f3d1ORL+gOpee+rzPM0iKbBJM03aWn0Kaj0K6jdsy24+wCi0Qz6M8Hulngs/K/77Sysz3M\ntXPzuGiaA7NGLrqZ1wdjPLq1jWvnuvntrg6J79aXF/tRyAQ1bp9Vw0VTnVw81SloEU3PIRCKcmGZ\ng8+clcvgSJx8q5a69jCrzs7HrlMSHo1zdXkej29voyzHyPJiGyUOPX8+0MOhngj/tciPUy8w4v5j\nlosC07iQYzwJ9749zgDMN2v49RheaGAkwbbWQS6Zamc0SRYjajI23MRKz2QsOhAwOUaVjKIcc5Zg\nYGZFxmVUcftCPz9e35RVXaoptPLYtjZx7DR2aqKYYmZlLH3sJ2bkiNpOme/94frxiuyrB7qzqnnn\nlljJ0clRq5Rsbj6x0OHxAMunoirw7yaSmI7TtSJyuq4bzgCjP1CcLjdLzzA8+E5GS+lQD1X51izG\n2EK/RdICOdQT4dwSexaDy2/VcEGZg4UFFt54r5cyl5H5XhOHgxHRbPWZdwNMzzGwpMiGUa3ArFHw\n9I6AOIe/HuplcZEVuUyOQaVghsvAtBwDBpUcmUzG3w71UuY0cCQYkagpu4wqpubo+d3uTo4Eh5nu\nMvDLbW3M9Zgloo51gRArSuxMyTGwv2tcdfnVAwLVe3wtWuq7IyI49vd7OrmgzMEvtrRJzuUxa1jg\nM+Mxa7BqlaRS0BEapabQwpy88XaZSi7DplPyiRk5mDUK3pywx5+c5RLbWjfOd+O36vjdWHvsliov\nU51qjGoFqZQMj1nDK/u6WVRgFTWM0tdlrtvEt99skqgsz/WYeHFPFx2hGPs7BbmBG+a7eWhzCzsD\nISp9Zp59t4MdbSEKbDoKbVr+38Eerp6bxwu7O1l/tJ9Kn4Xa1kGumOXipxuaORIc5uZKL7/d2UHL\nwCg720NcMs0h4qZSKZjm0vPSWOK8pNCKU6cQH54TqeaT0fSrfFbu+dsREZCtVspo6ItNyobTKGTk\nGhTUFNkkIpKTRSiWwmUxsqLYmJUkOHUKzptio8wpWJhMnNN5pXYe29omssrmei3iHDOTgclaUrdW\neSZNzGIpMGvVEvVzr1klJrKZwOMTsbFCsRSx1Lhu0mRVmg/7QPx3FElMx+maDJyu64YzSdAHitPl\nZhmKg9Mg/fLNNaiY5x2nT183z83R4DANvdKHwUVTHZS7pRovSrmMBza1sqcjzBUzXfxkfRPvNA9w\n29k+nHoVz+/qpCscw2MWBAhrW0NU+8280zwoYQgtLbLxu92dnDfFjkWr4sfrm3jzcB8rpzqoKbAS\nTSQJRRMSR/AvLfRJKkMHu4e4ucKLXqXIcqlfXCRoHd1S6UGvVjAaT0p0fW5f6ONvh3qx6gQQbk8k\nRk8kxsxcAw29w6LlR99wjAvLnDT0DDPfa2IwmuC3dR0s8Fto6Y9i06vY0RZCJZdx/Xw3f9rfzaam\nAea4Tcx1G/GYBU2g5SU2GvtGKLRqOa/UjlYp54HNLZJka0mRnRytDKVSwfN1gtV8/qMAACAASURB\nVGbQ1eW5bGiUru2CMjtKuYyO0ChFdh1/f68Pv1UrsqyiiRSBUBSlXMampkFWTLHz212dkkTKa9Ew\nz2vi8W1SRe5PzXFJ3OD3dYap9luo7xaqXjWFVjG5u2Cqg1cnqDovLrbx32NYo5b+EW6o8Ih7ftUc\nF2VOg0jT/2J1Pr8cYyqmbTJ2tIXFalEmZX6qUyc+gPVKmYi3maxCk07CXt3XKdp+TIxoAr65ppFD\n3REJFuerS/w8vSNAVziGWaPggjIHGqUcq06Fx6zhzwd7xIRsMpxPgXl8rMy5RRPwo/XNkr1eWXZs\nR/pjsbHqgzF+9HYzZq36uJYiH/aBOFmCd7z5fpTidE0GTtd1wxnF6DNxnFAqyFJTlitSPLK1jRWl\ndr59XjEv7+vizwd6+OxZblHpd3WNn83NA6Jhak2hlSe2t/FezzDBSJxyt4kHN0tVoaPxpGiMmhlH\n+0a4bt74ua+b5yaWSHHRVCd7OsIipigYifPwO60kUtAVHqUsR8/L+7rE8eu7h7LO7TSo2NsZlqgU\n37nIz3O7Orh2TN9l7eE+Spx6nHqVqJwdSyS5aKqDW6q83L+phbWH+7hhvod9nWFurvCysbGfjY2C\nt1YqmWJjUz9bmgexaJVoFXJG4ynWNAR5vq6D1TV+Vk51SFSn79/YjEGtYE1DkDUNQRLJlIh1MmsV\nmDTZD+Y3G/qoD8aY7lDzvRXF3LXYz+93d4rK2Om19UZirD3cx5qGIJ3hGN9YXkhdIMTNlR6umuPi\nqjkuvrasgC0tA5g1CuZ7TKwotXPZDKeoTDw1x4BGcXLtDZ1SToFNw+cqvfxgXaN4LXXK7K+MwZGE\nuLbBaIKX93Vx78oSHrykBJdBiUyGVL18LNIK1xPxTgALCyyTVjvqgzHueO0wd7x2mPpgDJCypoKR\nOD9a33Rcg9LBaIJnxvBZ964sYYZDzW1jauo3VXpY0xDkka1teMwa6gIhrpjpIhPOljZYffCSEgmL\na7K5fdhIr63cbZJ8pk+0xg8SacxR+r5LG9GeiTPxcY4zSdDHMEbjk7+WtoK4b0MTX1jgRamQ8UZD\nL99YXsjdSwr4XV0HAyMJEUT66v6eLGr9xCj3mMQvzSlOvZiYbG0ZIMcwnoAoZNAbifHg5hZyjdlU\nYhlC9er5XR1cO9ctJiSzco3cMF+aTEUTSV7a180T29tYvcjHOSU2nqxtY0mRlZ9uaOaS6TlcPM3J\n4Eicx7e3jdlxwP9ubqVtcFQ0kg1G4jy0uYULpjj5+aZmSTKjUcm5bHoOaxqC/GxDMzdWekSQc1Nf\nlCe2t7Gk2Jq1jt2BsMSKw6RRcN08Nw9vFoDemcnNp+fm8Xp9r/hAM2tk/GxDM3kmDU/vaBcTwSdr\nxxPRtKVDrkHBDy8oxK5TiklXKiWAvy+fmUN3JMaahiAbG/u5qdLDjfPdPL6tjUK7hruX+iX7+Xp9\nr2ReN8x3c5bXxNeXFXL/xmb6InFaB0ZYtcDLAr+FL1bnS9Zw/6YW7spISG+rzsepFewbEil4cns7\nL+zu4oXdXTy0uYXVNT5JQrXucB+fnpsnHn/3Ej+F5slbQieb7EQT2U7tmQ95pULGfK8Jp1bQTfKa\nlfz3OYVZPx7SyUdqwjCT2VdMnJtMxr9dUnGsBO9MnImPa5xhh30MQyETWFVpltJEhlUomsCoUvCj\nC0poGojy/TFdm+vmufnD7k4+PTeP53Z1AHDnIh+hUYGxUhcIcftCn6gZ9MXqfJQyuHiaA69Zy8v7\nupiZa+QrS/wc6BriaHCYIrtOZDh9dp4bgOb+aNb89ncNUWjTcU15Hs/XdXBrlZc8k5q/HephWbF9\nXFvIoJL4nj1R286Vs10oZDJ0SuHBub1lEJ9VQ1PfiVleAJpJxOkUcplY5QHY2SYtOYeiCToGRyXr\nWFWdz292SplC870mWgei1BRaGRiJ86f93XxliZ+69rCEDRSJQ2aRJZPNNBlbaDQJoeGkCEIG+NH6\nJh68pIRFBRa+9rfDEj2Zc0pshKIJ3nhPMIv93vnFvNM8QPtglBKHnhf3dHJrlZf9XUM8sa0dm17J\n15cVcsk0p6gZtfZwH6uq85GDqH30zI4ASoUMh07Og5eUAON4lVAslZU8gIB/eejSEqIJoeLzs43N\nrD0c5DsritEpx73TTpalZFLJuHuJn5+8Pa7Z8521jYSiCVEfKR3ph3z6uEym17fOLTruOO83Uqns\n8dLxftZ2z9ICHt7SKrnX/h0SqsniDPPsTHzU4gwm6GMYCRkkUzIMKgUldh2lDj0WrZwNjQMiA+lX\n7waoKbBIWDKHeiIsL7bx5uEgX1roI8+kZlqOjngSTGoF+RYt+RatqP/y6FbBNuPyGS50Shkz84w8\nt6uDzU0DLCu2oZTLeaq2XWQ4GVRyagqt9I/EKLbrsOqUFFp1WLVKfrurk/qeIVaU2ihxGHj4nVbW\nH+3nk7NycRoUmLQqIrEE+WYtaxqCDMeSmDUKrp2bx9M7AhwJDrOwwEK528hfD/WytMiGXaek3GPi\n0QyLjNrWQW6s8IjaPtfNc/O7uk5uqfJKcFBmjRy5THA31yjlzMwzcOXsXOp7hkQw+HM7Oyh3m3Dq\nBZVsj1lDkV0n8b6y65Qo5HICg1HCsQTnljp4bmcHS0tsbG8dZ9z9rq4Tg0bJ7Dwj6470Sdheq2v8\naFVyEVdzw3w3+7siNPaNZAF85+db2Ng4kPV6qUPP4kIrG472M8tt4uF3WpnnNfPyvu4xBqGXX+0I\nsK0lhEYp+L79bMzi4uX94/pI+zrD5BrVTHHqeXFPF3K5kIB4jUo0ChmjSQEQfLQ/zjfWHGVLy6DE\ndiPNfDraH+e/3zjK+qP9fHmxn9luI99b28iaBgHv0h9NiWrWafzLsTyt6oMxfrG1jRVT7Fw/z8Pu\nQJhd7WGJsnQmriWNvZkIBD7QPcSdi3wS3Ny6I33cVeM/oXL08fy2JmJ93i8Dy6kThEm9ZhUXTbVz\nTokdm1aehdX5qLPD/pHnPl2xMafruuEMMPoDxelys/SPQGd4lL5hoRKgVykwaVRoVXIWF1ppHxyl\nbTDKosJsxthNFW6KbHoaeiP0DcfJt2j4xZZWkeb7l4M9VOSb2dUexqpTUerQoVXJqe+OSBhN+WaN\nxB/qUE+Ei6Y5CUXjPLerk01NA1w81SmAjnd1MhhNcGGZA5VCLvqIpcUZq/0WfrC2CZdRjUOnYr7X\nzN7OMJfOcPLini4Jnb8q30xlvoVXDnQjk8FvdkpZVteU5/L0jgC3VHqw6VT8YXcXrQOjHAlGuH6e\nG6tOiV6t4N63BabUTZUeKn1mXtjdxYYxvNBFUx38akc7LQOj5Fs0yIDheJI/7++m3DOeFNn1Kuq7\nh7FolfSPxBiNp9Cq5Jxbaqd7KCa+T6uSM9Wh57Ft7exoDVHtt5BKwRcWuFlSZGdXIMSr+3uo9luY\n6tQzGE0QHk1Q3z0kSejuXOTn1zsD7GgLSYC/q6rzGRpNMD3HQLnHxJ5AGIdBzRvvBVlebOPWKg+F\nZiX5NgO7AiEuKHOIwpCTWVwsK7bxdG27OJ+5bgM6pUx8yMWTMtFGY2AkwZFghO+fXyyK+k1MPuw6\nlQQYvaM9hFYpF6UNMhOZNMsrnQjEUvCNvx8lMpqk2m/hgU0tHOoRgM8Hu4aQy2VZ4N40eFkmkwKB\nFXIZV88RBBxXltnxmlWcU2w9ae+sk/Hb+qAMLI1Chlou42h/nG+9MXki8VFmh/2jmWenazJwuq4b\nzoglnonjhQzePBzk8pk5APxpXzc3V3qYlWvk3bYQMuALVcKD8c5FPp6sbafaZ6HKZyaZTPHIViEJ\nMWsUXFhmx6hWUOYURPIO90YwqhS4jGpeO9iDSaNgrsdEkV1HqUPHkgoBJ9M/nA1MSpHimXcDot3G\nk7Xt3L7Qx2sHe7DrBR2goVgSk0bBxdOcTHfpGYomxtzsbQB0hqPYdGr+59wiYskUfzkoiPKZNYK1\nhteiITgc4/KZOURjEwQGNQrcJg3nlNrwmjU8srVNBHWHogkSqRSjiRRPjiktg1TgEOAXW1pZtcDL\nf85y8asdAbRKOdExYG8ommD9kT6uKc9lOJ7kT/u6mZVrxKRRMNNlpKFXEPFLjuFk0ue065V867xi\nQADtvrq/hwKbhqk5elHo8dNz88TW0zXludi0SpYVW3lgUws1hVbUChkNvREunZ7Dy3u7MKrl3L2k\nAJ1Kzk/WN4ng42KHjjUNQfGcrx7o5txSG8FoiqPBYb6yxI9mrK04HE9S3zXEXYv97AmE2dIywG1j\n3lrnlNp4+2g/V8x0oVEKHlp7OsOcV2rHZ9XgNqlFIcueMXuR99sCSQs0WrQK4ilhDJ0K2gbjYgvr\nq0v8XDLNSSKZkrQvn9vVwcqpDuZ7TZJxM9tfdy/x853zirh3Q7PYOjMex7frWBGKpZDJEFt/H6bV\nc7x20UTbjHT784OOdzKtKeHjkTrTvjoTH9s4Uwn6GEZSBi6Dlp9tbGZz0wDXzfPgMso51BMVhRFL\nnXoisThWnZqpOQZe2N3JhsZ+ZrtNLCywCpWR+W5B0yfXyKHuCIMjCc4vczAwEuOX2wSvrqvm5PLY\ntjYO9US4ek4ej2xtY2d7WBAcLLKK7YE7F/mx6RS4zVoiowlUchkLC624jSpKHHpsOhUv7+tmUYGF\ns/1WjBoFP9/YQm1biHK3mUQiiVGtIN+q46F3WlAp5PxxXxdXzs6lMxzl2rl5vLyvm7WH+5jiNPCb\nnR1U5gvO9zsDgkjezRVefvx2E+/1DHOW18SMXIOkxaRXKXCM0d8zdYoWF9mw61UEBqPI5TJsOhV6\ntZJiu44Sh57ndnUI9iHVXmbnmfjx+iY2Nw1wc6UXi1bJj9c3salpgEqfBaVchk2r5K0j0gpcTYGF\nar8Fr1nDyqkOLpzq4AdvZdtFLCu2kWvU8MDmFkwaBXs7hzjSO0xNoZU/7u2ifTDKNXPdPLyllU1N\nA5S7TeQZ1VT6LPRGYvwuw8qkoTfC15cXcbB7iOF4imff7WBPR5gZLgPP1wlaRjdXenmqtp0D3ZEx\nv7QYP9/Uwns9w3yu0ovPrCE4nOBbbxzlvR5hHu+2DXLpdBePbBWELCt9Fn6ZIUI4sXX0H7NclDn1\nYhvxnqUFFNp0FDl0/PlAD+/1DJNr0o6dwyARY9zZHqLAqmVevpmNE2QFVi3w4DdJ6euZ1Yh320Mo\n5XIune7k6jlOPIb33545Gfp6Jm1+4tqvm+dGIZdj18pP2C46EYU9XRWYTEJgsnlPHGvi3FbX+Ll/\nUwuvHOj90O2r47ULT0WcrhWR03XdcKYd9oHidLlZeofhB+vGH6B1HSEWF9q4f6NUifmKGS52tg9K\n9GR2d4TxWzV8YoaLvR2CqnLzQEby5NBTaNOy9nCfxPdqabGN3+8ZP09dIMSFUx1U5ZuZnWckNBLD\nZVDTEY5JFKptOhX3bWhmSZGV+p4I55Ta6QqPiuDn9LkWF9nQqxU8PNYqK3HoaOgdZmdbiOvmCbig\nzLVV+QTPrnK3iTluA3PyjBJhyF2BEOeV2jGoFEx36Smw6nhgs9BK+WK1j7qO8cTp4S2tNI/p38zz\nmHhhdxd7O8NcNj1HFBFMtwAzW4JOvSpL9NChU1Fg0zLdZWBv57hK9LM7A1Tkm0mm4KnadlRyWRau\n55OzcpClUuzrGsJj1rC5cYDr57tZ4LOIfmhXlwtCg5kilZ+c5eLJ2nZyDOqs1pZKLmNoNMnvdneK\n1/EPGS3GPRkq2w69ij/uHf/b3s4wF09zZPmRfXaem59tbM66Hr+t62RJsY2hONi0gkDhOSV2Ht/W\nxrrD/SwptjHVqacy34BeJcvS2KnyWQhGYln74jFr+POBbm6s8IpCmXcv8VMwwYh2siTCY9bwfF3n\nB9LDSSdVVT6LxLsts9UzWbKhVcmJJwVxzJf3ChpTE33djoVlOl4iYTAY2NHcd0LczfFaUxN96Zr6\noqesfXUy7cIPGqdrMnC6rhvO6ASdiVMQMhnMyjVmvV7q0NMdFkT5UmRrDqUYdyA/XgyOJOiNxGgZ\niJJr0pJIZZ8LEOnkn5nr5lhfsWatQqK1s+5wH9fNc6NUyGjpz/bfSkdDb4SnagMY1dlfug29EXxW\nDVX5Fu7b0CTS31/Y3cE3zynkmvI8CXX+2XcDNPWPiC20SOz48gHHiuG40PJbUWqnptDKMzsChKIJ\nRmIJAoMCk2xjY79EGuCG+W4OdEWQK+Qi9f3q8lxSKXhsWxtrGoJcP9+NXinnipkuUWLgipkuNAoZ\nnznLTV0glKXd9Hp976Q6PR8mlGN+WZkaRSC0IxuCUb76uqCls6czwsbGAa6Zm4dJo+DV/T0i1f9Y\nkXaoz6TorzvcRyia4HBvhJpCKytK7fgsUnp3umWVSVn/7Flu1h3uA6B3+NTuAUA4nmJHW4iaQis6\npZwdbSF6RoTFrWkI8ur+nkk1to4Xx6OwB/rC70sv6VghGMhyQnmMDxITpQXOxJn4V8eZStDHMJIy\nmJZjoq5jvBXlMsnJM2klzKUna9spd5uYljPeivjqEj8DI3GG40l+v6eTBT5LljJzkV2LQi5jKJbg\n/CkO9naG6RuOiRWU9JivHOhGhgyXUc3L+7qo9puzbCWWFtt4vb4XnUrOZTOc6JQAcs7ymiSA3+fr\nOvj7e0G+WO3jSF+EeDLFuSV2FhdaiYwmWDHFIfpv3b7Qx6bGfj45y8UfdnfRP5LgSN8wX1roE73N\n7qrxY9Or+MWWNgxqucSq45wSG0/vCKBTKbIqJ6UOPYFQlFXV+dh0Sspy9GJL7crZLubnm8V5LC2y\nUp6hWH3dPDelDj2kYDSZwqxV8tJegWF1z7ICUsjE1to15XnoVXJsOgE8XeLQMzgSl1S8/FatpDLT\n0CtUSx7fLlWEPn+Knf99p5Vyt4l4MsUVM13MyjXyhz2C0ndgMCqqPE92HTc09pFIpSZtW/lNCkl1\n4uZKD5FYkhf3donVs4p8M2sPB7mlystDGYrZ9T0RCqxantvVwS1VXpr7h0UmVksoQZFdJ9m7dUf6\nuGKmC7dJzX/OdFDls/L0uwHiyRSra/z8+UA3Db3DgsN8RmsrXY3Z2DTIfK9ZZE3ax9zkr5ydy4t7\nuyj3mEmkjt9Gyox0ZebPB3skbL50heZwX4xf7xSu56rqfF472MNrB3spd5tZWmwT/fgm28fjtYuO\npSyNUs0reztOqPh8Mq2pf3T76lTH6VoROV3XDaeuEiRLpY73u+vjFe3t7f/qKfxTojOSIhxLoB2r\n1IzEkxhVCgxqCEXhrSN9bGzsZ36+GZ1SjlopZ2Akjk4pZ3mJlbcO97OmIUgwEufTZ+XiNml4qlbY\nu5sqPExx6AiERnlwcwufnJlDKJoQQbRXzHKRZ1Tzp/1dXDjVSW3rIAe6hrhshotCq5r6nmGeHnPd\nvmG+G5NawUPvtLKqOp+W/hFeO9jD91cUoVTIiCUFd/kntrdLnMG/vrwAnVJBz1CMBzYLwOC6QIhy\nt/ChqAuEWL3Iz/2bmmnqi4rHfe/8YmTIgBTB4Rg/3dAiAsA/V+UR5/XVJQXc+3YT8USK6+e7Rc2k\nG8YwUhqlnMe3twlu9GfnI0eGTiXnr4d6uHh6DolEip3tIdFJ/RMznczzmNjXOYRWKWcgGucvB3uJ\nJ1IsK7Fh1SpZWGDh6xnaPna9khWldl7Y3SX+/wfnl/D1v4+/56o5LvE6pd/z3RXF/N81RySvff/8\nEgajcfZ2hhmNp5idZyTXpKJ3KCZq63xtWQFuo6BX9MCmFkocenEvr5ztojM8SrFNh8+qQSmHxJjD\nfKYmEAgtp6/8P+k6Vi3IJ5pI0Bke5S8HeyV/qym08up+ARh/78oSUbzwjtcOi/tj0SoosGgZSSTp\nCse4YIpFBDBngntDsRRGowlZNCx+FtLnCkbiXDbDmXWfXDnbxfO7Orn2rDyax3SlqnxmSq3Kk9a0\nmQwYnTnuZGtNawdNPP+H0dHJy8tj/f4Wicv88QQPT2asfxddH4/Hc9p8v2fG6bpuENZ+KuJMO+xj\nGGoFDI0m+ebfj/DNvx9haDSJWgFGpQyFXGgpfHKW0DJZ0xCkxKFDq5SzpWWA5ISUOBRN8Ic9naJ6\n8ev1PSRT0DIwwm3V+czKM4ql/UBolLZB4UFy6YwcHtki6AhdOSeXV/d3IZNBvlnDrVVeUYTvSN8I\nK0rtmDQK/rSvG51STmckzvfeamL9kX4my9AVMjk/ebuJ/V1Dknlmqlx3hEf5j1kusfVx12I/G472\noZCDSS0j16gW2GRmNctKbPQMxfjS2fl8ZYmfI70RvrzYj1Ih49UD3aIq9d8O9WLSKPjZRiG5Slt+\naFVyco1KPjXbRTyRIhRNMM1lQKmQoVTIsGpVfGvNUV7a102RXUdVviXjWskoy9GzuWnghNfVqBYE\n/a6a46LApsFv00rUmz+/IJ9d7SHJa7cv9PG/77QQCAkJyJqGIMHhGN9b24hKIRdbK2U2FSaVDL0S\nAqFRyV429o3g0Kt56J1Wvru2kZaBmNjSSttDpNsc6km+UbRKGc/v6iTPpMlqx6XbUSAkVZmRZsr9\n5WAv7/UO81RtgFm5BgmDK7O9YlLJyLXo6RlJiW0n6TyyW4Vd4RjnltqJJVKi8nbLQJSWUOKkLTBM\nKhlGpex9t3ome/+HaRfJ5fL3pfg8mer1ZCrbH/UE6EyciQ8TH4lKUE9PDw8//DADAwPIZDLOPfdc\nLrroIsLhMPfffz89PT3k5OSwevVqDAYDAC+//DJvvfUWcrmcG2+8kfLy8hOOc7pkzB3DKb72V+mv\n0B9eWEKeTkYwmqItFBOtI9J/v7VKYDK909RHTZGd4ViC/Z1DqJUy5nrMdIdHUchkGDUK7n1b+KV5\nw3zB3uLSaTk8UdvGlbNzxYpRWqX68TH14a8t9dM7nBAp319e7GfNe73s7hgS/12Rb8Zn1fLY1jau\nnpPL3s4htrQMcEuVl8e3CZWX6+a5USlkNPWN8Nf6Xm6q9PDyvi6umOkSMUY3VXjoCo9S7jGhQKiE\ntfQPk2/VsatdEAOc7hLc5me4jOzvCqNWyJnvMRFLpajvGsJt0uAwqIglUzy3s4NpOQZm5BroH47z\n2La2rL2b4tDSHYnxk/XC+r5YnY9GIUcmR5z7zZUedEo5PouG/miCtoGoOOfPnuVGKYdfjVWjVtf4\nUcjgvoz9Uitl/PAtYe9XVefzdG07iwqtaJQyyhx6nqhtJxRN8H+WFjA4kgBS/GZXh2iIm1kB+fwC\nLwe6hrhwipVUCrGSIZNJKejXzXMTjMR4bQwAf9kMJxsb+yXrv3dlCVrl+PEtg+P7kKbhV/ssLCyw\noFPJSaXApBHG+eG6yasWmVT2e5YW4DUrheNUMjHBSStLZ8aeHsEWBYSKns+spD+aYlvLICqFTNQ/\nSs/9votKiCfhngmfl1urvPxoXRNmjYKVUx2cP8UmVqng2BT2zL9lrmF1jZ8nxqqHdy/xM92hPu6x\nHyROtioQiqWIJkCrREwoJ+73h7XM+GdXkE7Xisjpum44dZWgjwQmaHR0lGnTpnHVVVexdOlSHn30\nUWbPns1f//pX/H4/d955J8FgkD179jBnzhxaW1t58cUXuffee6moqODnP/85F154ITLZ8T9wp0vv\ndHCULBHEc4rttIfjbGgcIBJLcLA7Ivm7XadCJpMxJ89IaCSBUiHnuV0dhKMJpuYICs61bYOUOvTs\naA3RP5KgvifCTRUeHt/exmfmunl8e5sEi5JjUFPq1HNOiQ2ZXNCryWRn3VLl5aIyO13hKFU+K0Oj\nSRQyKHboeeidVhGv8XxdB9eU56FTKXh5bzd1gTDLiq28daSfQCjKNeV5NPePMNWpZ0WpnTyThr8c\n7MFlVPPA5hY2NQ2wvMRO37DgpzXPa+aRLa10hEaZlWfkNzs7ONgdId+q5Ve17dQU2tAo5Xx3bSPr\nj/Rz/TwP4dE4o4kUf9jTKcF/XDfPTVd4FJlMJmHf7e0Ms6zEym92djDdZaTMqcekUfDYtnbeaOhj\naZGV/80QhXyvN4Jdr6LUoee8Ujs6pQy5XM7MXCPzvWZyDSreaR7EY9ZwpHeYd9sFUcU33gvyiZk5\n3L+xhY5QTKR+23RKpuToeaOhjzKnXmQwNfeP8Nl5bpJJ6B6KYdCo2NkeJhKH765t4vVDfSwttnHl\nLIcoGOg2a3mjQbifKrwmGnql7CybXkXXUEKkiC8psmLRKsk1anhlXzfxZIpLpzkZjif5/luNvHm4\nj6k5JmY41CITya6To84wV53IJFLLBRzM/t4Ym5oGOBwcQaFUkqMfLx/1jKT4zpsCK1IllzHNpeeH\n65t560gf1X4L01x61h+R4tsumWpHJc9mjeWZ1DQGR7h+vps/7e9mTUMfxU4j922YnDI+GQvMqVMw\n12tBrZCz9nCQLyzIx6xV8Me93aJcwLGO/SBxMviQ9FhrGvrINWmJp+SoFLJTKmT4j1SGPlacrtiY\n03Xd8DFjh1mtVgoLCwHQarV4vV6CwSC1tbUsXboUgGXLlrF9+3YAtm/fzqJFi1AqlbhcLvLy8mho\naPhXTf8jF8ox77DMtoNSBjvaQigVMopsOsnfP3uWwBJ69t0AerWS0WRKdHm/ZJpT4vj+7LsBUbgQ\nhLbbAp8FlynbFFWtlFFsF2w3alsGs/6+tXmQJKBVKfmfN47w2LY2dCqFxBvsuV0dLC2yZR3bGR7F\nrldyY4WH9sEomxr7setVPLK1je+uPcrVcwRl6HgiRU2hlWg8yR/3dkncuMvdJhGom2mY+eDmFvpH\n4uOGqpuaKXboBHZYX5SntrezotTO3UsKUClk5JrU6FXZX/Q7WkN8vsqLTimn2K4TQc3BSJxtk+yH\nQiaAyJ+v68CkVtIRGuWxbW08X9dBz3BcZIXdWOHhkmlOZrgM2I7h7D4cT/LAppYx8UOZuOZ4IkUs\nIQhirmkIEgiNkmfS8MiWVnGvtrUMIpONt3lydePGo8V2Xda9NSPHIGH9R4jqcwAAIABJREFU/XBd\nExVeQbdHqRAsRiKxBA9m7PX9G5vpGUnRHorz1dcPc/ufs9tOE1sxwWiKzvCo2LbqDI8SjE5eyF42\nBm5PrzkwGKUnHJOYx6b9tyZzT5/rNrFyqkOUOEjPudxtymJeHcvYNRRL8e03j/LC7i5a+qNsaxkk\n16imb8J7TgWj62Ri4lhP7wiwKxAiMonh8kRi2GStspMZ4x+5njNx6uJkr+/HMT4SSVBmdHV10djY\nyJQpUxgYGMBqFdSFLRYLAwMCbqKvrw+HwyEe43A4CAaD/5L5fhQjhWAKmnZw1yhlpEihUcqZnWtk\nT0eYP+zuFOnEJrWcWxcID1a5TPpBsOiyRcV1Sjl2vZIvVuejHdNa2dE6mPVwXJBvxq5TYtUq2dIy\nIHEKv2ORjy0tAySSAhA3/aX5zgRsjEmjoCxHz2Pb2kRH9P+ztIAFPgt3Lfbzq9p2XjvYw6qz8yUP\nrL2dQ5g0Cm6pElpQR4PDfGpOrggWP1aUOXUiDT8zhPbS2L+jCVF1ualvhN/v7mRoNJFF3d7bGSYc\nE957NDgsOd+WlgE+v2D8/Xct9qNRynn1QDc3zPeQkskkyVrmHv16Z4BoPMlj29q4dq7gYXYs2vjw\naBKvWSuOu6zEliVToFPLMWkUXD/W3tzSMkDnUELypZjGmvisGl7e1yVixF7e10Uklk0vTxuq/vSi\nEnojo5PeR4kUJ/3ADMVSjCayJRYyh3ZqZdy12C9xqDePrWtNQ5CHt7SikMmyMDNpF/nM10utSs6f\nkp18f5DInMNTtQGun++e9B77R8dkjHevWYtKnv2jSZtxueqDsZPGR/0z4nR+YP8j4qN2ff/Z8ZFo\nh6VjZGSEH/zgB1x77bUUFhbyyiuvcPnllwMgk8nE/+/cuROHw0FBQQEAtbW1uN1u8vPzj3v+06Vs\nmABkMgUugxq3SYNZq8KkkTEQTfKLLUKb6ao5ubyyr5vG/hGsOhV/3NtNtd+CTCbDoVdR7jGxuyNM\ngUXDeaUOkTK9usaPXafColUyM1fPno4h+ofjeMxq/ri3SxTpq20dpNRp4L4NggfXZ8/y8LvdHZw/\nxcG1c/M42jfMeaUORhJJNjcNiK2I8Gic2zOo7HcvLZjU5HVPR5i3j/bz2bPcnFtiYzSeYkvLgGis\nOivPyBUzXfSNxCXijDKg0mcR6eCrqvNFSvt189z8cW8XN1d4sepUIoV5dY2fl/Z28Z+zXSI9fHWN\nn8e2tXGwO8LV5XkEIzEMagVLim0Y1QreHKOE/2RM8K9ljC6ebqPddraPP+7t5Gy/hWvKc/lrfQ8p\nZOSZNPztUC+LC60Y1ApWTLHhMqh5tz2UJfK3qz3M/q6wAE5/r5dV1V7OLbXz650CbfyOhT5eqOtE\no5RzQZmDfZ1hpjr1WWKDOXoV55bYeX53J0uKbCwttnP/xnH1Y7lcLggcamQYVTK8VgO/3y0oSt92\nto/DvcMsLbaLQoVpOrVGIaN5MM6vdgQ4GhQUpjPvI4tGAQgmtdFESmjbltjRT7CuSLdXtCqplIFO\nJeeyaVIK+OxCN2e51Exx6pjnMWNQK/hThgHsjrYQK8vsEtxOunVT7jZLaOB6ZbaC8uv1PSjkMr6x\nvBCjWs5oUqhYZb4v01B2eq4paw4NvRG+tqyQXL38lFLRT9QaSQIeiw6fRcOsXAPLS2z4LRry9HIS\nyNEq5ZTYdcxwGcgbazO+X8+vfzS1/litttO1LfRR9ov7R8fHzjssHo/z05/+lCVLllBVVQUI1Z/+\n/n6sVit9fX1YLAKrxm6309vbKx7b29uL3W4/4RinCkj1UY/eI20MRRP8fJMAEL1zkR+dUin+ioZx\nbyW/TcvR4LD4q77aJ+zxNJeBu5cUYNMqePCdVm6qcAPwu7oO5nlNzMw1oFbI8Fu1/GJLKyaNghvm\ne3hocwsAX19eKNo+BCNxXtjdwdeWFdATifM/bxwBBACzz6Lh9oU+8bgb5nuwaxV8fXkh21sG2dme\n/QHf2jLItBwDfqtOBGnftdjPN5YX8eDmZhEk7bNoJGt+9t0AX1niZ1e7oHRclW/h0a2t3Frl5Whw\nmKe2tzM4tm+fnpsreG+p5aiAT81xoVcrWbXASyIF8USSL53t43AwQqFVS0d4lOd2dbDAZ8Fv1aBW\nWhkYllaPXt7Xxb0XTQFk2Awa7rZqicaTKOQyjvaN0NQ3gFmj4Ko5LoZiCex6FU/VBjBpFIKFwUbh\nel43z81T28fBkC6DitvOzmdgOEEyGeea8ryxv6S4cKqTX+8M0Ng3zPfOL0alkFNo1/H4trax/XbT\nMxSjOzLKFTNdBAaj/HLMOw6ESs2KUjtrGoJ8ebGfGR4Lw7Fhbq3y4tCr6AyP8qf93Zg0Cu5a7Mdl\nVJNj1uOyGmno6ONH6xsk98D3zi9BrZTTNywwzAAR3P6Zs9xo1Wo8HsHzLplMcqi9VzzHK/t6JFIG\n3zy3hCk+N3K5tLo3p9grHp9n7RGrdukwGk3k2Ywcau9lR1uQeCLFYDTBj9Y38dTVc/E6zOJ78/KS\nlLmFilCuRc/sfDuQ4kh3mDteE+b/f88rYVGZm2+rlWw82scjW9u4c3Eh1SW5NIU7KbLrsu5hv9OM\nx2nJGsNtM2at5/3E8b7j4vE4jf2tPDm2H3ct9nNWUS5qtZq8vCQlueGsObT1ZrdtjUYTnow9mhin\ncj2Z0dY7yI/W75Lcm5nX63T5fp8YH2bdH+T6ftziI5EEpVIpHn30UbxeLxdffLH4ekVFBevWrePy\nyy9n/fr1VFZWiq8/8MADXHLJJQSDQTo6OigtLT3hOKcLij6aQFQ6BuHf311RnPW++V4T3ZEYa8do\nyp+v8iIfY4C19g8zPdeIXA5Li6x4zRqi8RQGtYKaAgvdEQFk/fbRftEQdVtLP987XxhnaFRaew+E\nRkmmkLDSnqpt5/vnF/N6fQ9fWeIHBLPXS6Y52dc5xHA8ycZGoc2WZlH91yIfwcgoLpOKLc0D4gPs\nZxua+Z/zikV9oGAkTn1PJGvNgyMJRuJJtraEGI2n2NcZocQxxMbGfoAxwUY503MMNPWPsK8rikmt\nYHaekbbBUR7ZKiQPN1d68JjlzMkz0jMUo2dolJsqPDywSUjmVlXnY9Yo+MoSP/eNafHcVp1P+2BU\nTGYyGUOra/w09Q3jMqoxqBXsaA2JGkDBSJwntrfxhQVebDoliRSsnOpgS8sAn5ojmKn+aIxl9aWz\n8+kKj5JrVGHSqNAqFdx+tg+VQsY3/y4kn3ct9ovaPa/X93JXjY9oIsX6I/0kJiGL+qwaagqtPLat\njXuWqnh0qwCA/8/ZOaw93CfibvYEwpQ6dHx/7VFWVecjB1aU2iWaVHs7QvitOna2h8Rr9+y7Ae5e\nUsAjW1tZVS3HKBdK8o2DCQKhUdwmtXiPbWzs50cXlqCSg0oO77UEJLihiWwZi1xgO6WZT99YXkhw\nMERjVz/3b2ohFE1w/Xw3z4wlVuFwiPZoWMJuSp/9cJuQkMtk8L03x9lk333jMPeuhPvebqTcbaIy\n38zO1gEMSvjllhZm5hr5/IJ8frsrQLXPwtl+M8PDYdrbxyUewmPjdUzQOErP4WTiREyhUCwl2ryA\n8FkstKjE86dH6egYn4MM6f7ds7QAWTRMe3uY48Vk5/qwEZ6kBZa+XqeCJfVR0kQ62bl82HV/0Ov7\nUYiPFTusvr6eZ555htHRUd544w3WrFlDTk4OCxcu5JVXXuGll15iaGiIG2+8EbVajdlsJhwO8+ij\nj7Jp0yZuuukm3G73Ccc5XcqlQ3HY1jrI0mIbU3P09A3HhETGohXbMatr/GhVchFropLLmO028mRt\nO5ubBji/zMHwaII4MnQqBe+2hegIjbK8xI7DKOe+t1tYVGCh3GPmpb1dxBJJLizL4QfrGll7uI8K\nr4V5XiN7O4ckLKo9HUOSdsaKEhtlOQZ+saWVdUf6ubnSCzJE5eSr5uSypXmAL56dj0mjwKBWEE/C\nzzcKJp7Xz/dwoGsIuVyGSi7jVzsCXF2ex/7OISKjCW6type0YF7a28X+riG+WO1jW+sA8/PNqBUy\nLpnmpNJn4aW9XRwJDjPHbeLXOwPs7RxixRQHdYGwxAfsYPcQcpmMJ7a3M81lIM+k4cnadpYW2bh8\nZg4v7ulkustIKpHgwqk5TM/Ro1UpuO/t8dZeXSAk+nLVBULkW7T4rFoOdg+RSCJpWynkMlZMsTMw\nkuDnm1o4EhzmxgovvUOjPFk7riK9p1MwQFUrFTw4xoyb5jIQS6bY3jJI/0iCXYEQ1X4zv9zWzqrq\nfLojMX68vokjwWGWFduYnWfivd6IqL79210dNPQO89kxeQKdUkFL/wg+q5bm/hFUcpnIoqptC3HV\nnDxGE0ke2txK99AoN1V6eXGPsK/nlTp4bHsbB7oFj7GDY9duZq6Rvxzs5d32EOdNsXG4L8YP1jWx\noy3E5yq9vH6oh87wKNeU5/HAphZs+skNSydrD6SZZhdNtdMTSfDtNxtZf7Sfq+bk8W5biH1dQ1xQ\n5hCUpo2KSVsuma/NyDWxtzPMwBhOTKeSU1NoI9ek4c8HejjaN8LiIiv7u4a4YKqTNe/1Ut89xHXz\nPDy3q4P1R/txGrQkOLZx6gdhWJ3IQPVEBqzHisk8v07GpPVUh0Yho9hppC4w/nn2m4Tf8R+2LfSv\nYLSdirmcijbgP9LT7R8ZHysDVafTyZVXXsn555/PihUrWLFiBXl5eajVapYuXcrKlStZsmQJavU4\nA2n69OlcdNFFXHjhheTl5R3n7ONxuiRB0QSUOgz8fo+A2/hitQ+bVs6B7mFqCi3YdCpeO9jDsmKb\nSKW/YKpDYgK5KxBijttEPJGiPwNXU+rQY9WocBo0tPRHeWHMePP6+YKDvPiA7wgJ+A6VgvNK7Ty2\ntY1LZzgptusl9PJDPcM8WdvOlbNz2dkWwqRRSJKNht4Idyzy8503j5Jr1BCKJkStlzS1/IIyBzWF\nVtEi41BPhMtm5HB+mYP+kThOvWA9oVXJUSvk1LaGqOsI8fnqfH67q4OjfSPUFFl5eke7SDOv65Am\nKDWFFna2hyfF5dT3RDCpFWxqGmRf5xC7AiHmeky8Xt9Dpc/CD9Y1UtsWYnaekfruIcnD02/VUt8d\nEc8XjMRQyuVMceqZlmMQ9+qG+W5MGqXI1BuOJdnfFeY/Zrt4e4KtycXTnaLRbBpH5dSryM8Y64Iy\nO3/a14NTrxLNU9NWFn6rlkumO7l4moOH32mlqS+KSi6j3G3i4THpghsqPNS2DnJjhQebTinBvLzX\nK4xX2xpiabGNFzMMWTP3tWHs2i0pstIeirKnY0jEBf3Pm41Zx+SZNPx+d+dxDUuP9VAYTTImA9Ao\nmefF05wU2XScW2qjwKyYFCMx0dx0VyDEbdX51I1hye5Y5OO9noi4j+m9enFPFxsb+/n0WW6Uchm/\nnWCmq1XKcVu0WcapNUU27tvQLOLr/nywh5pC6wkTjhMZqMZSkGPUSj5/XrNKIk1wrMi06vhXJQyh\nWIr7NrSI+/J6/fi+fJhk4KOEi3m/czlVWKhjWrF8hONjRZE/E6c2MtthwUicn29qJpqA9Uf7ONQj\nsJSWFtkkVPrJaNbxZBKDWpHFyEmOGaGeyHhTr1KwpWWAo8FhBqMJkkkmYRYlRCr8shIbauX7/yCe\n5THx8r4uiRllZb6Z/uE4T25v54XdXbywu4snt7fjt2rE99S2DIrrenxbG9eU52WZfqYjMDjK7Qt9\nIoNmdY0fk1rBZTOcEqaPecwYtcyp47xSO/dtGL8Oj2xp5XMVHgkjrC4QEtWed7QOolHKKXcbORoc\nJhiJcVOFm3NKbPxxbxeJiXLewL7OIW5f6OOqOS6umuPi5kqPhMmWGWlW3+0LfQwMT8KLHguXUcXj\n29oYHEmIJpqTscpWTnXw4p5OlhV/cBZVkV2HQi5DIZOJ9HSZTGAFXjbDmbW/x4r+aIpwPEVrz0AW\ncyjNfnmzoS/ruHKPoHh+z18FZsxkUmOTvVbXERbZldFYQmI2OnGvfrm1VXLfpUOtlJGYhOQkk5Gl\nbH0CCTTgxAaqqVT25+/9SuX+qynwE5Xhz8SZ+LBxJgn6GIZ6EqSXWgmfq/SysbGftYf7sOtV1AXC\nOPSqMRr9GPMrg2b9/K5OlJM8f9JfeesO94m099fre7lz0fjxdy7y8+udAe5a7KfSZ6bApqE7EuXG\nCo/45X5jhQddhr7ODJeBCq9Z4p4uuNXDHQt91AVC+G1aCZ13dY0ftVLOLVVeieN6NJEQLTwyI60v\ntLrGz5YWgY5v1ii4YqZLQsP/6pICMUFZXeNHIZfx9I52agqtnFcqCC++fqhXWMd8D3M9JgpsGm6q\n9IhU6BkuQ9b4h3ojrCi1843lhbzxXi/VPgvfWF7Imw29XDknl9cO9vBUbTszcw0iMHrt4T4+V+lF\nq5Jz29n5knW6TWqUcpmonWPWKNnS3M+XMt533Tw3cz2CUe6tVV60Sjltg1HseiV+m5bPnjW+n6uq\n8/nDni4+V+nlpX1dIuXcos2+EVr6o1xdnofHME5Nt+uVfHmxnzluI3a9krpAKOu+SO/rp+fm8Yt3\nWnlyezs+i5YVpXaSwKNb27lh/vh9cnOFl8O9EcETrkY4PvMeuGOhj7r2EPu7o9z8Qp2E6pv50H69\nvldyb32xOl+smKUf6KmU4KOWTiq/sbwQjUJKIb99oY/trYNsbOzHbdbw6oEe5npMx/1B0Rke5Y6M\nJPqG+W5muIx8/61GybnvWVqARpEtBXAqdP1NKhl3LPShU8rRKeXcsdD3T8G/nCpK+2R6Tqdi/v+o\n8/67z+V0iY+EbcY/K04XYLQgQheTAHA9JiVffV1qrHlThSCSuHKqoLn09tF+bq5wMxQThPZC0QRf\nX15IZ3iUJ8fYSDdXeii0ajnYHeG5XR2CFk+lF6VcRmdohFyTliQpnqkN0B2JsaLUjtuswa5TkmtU\n0RAcEY0q/TYtWoWch7e08pXFBRzoFgw+SxyCe/hoIkVdIMQ1/5+9846Tqyzb/3fmTO9l29St6X2T\nTTabSqgWFLGCEhGxAKJg4eXV1/p7VWygqPAqFhAQpQiigBLABJIQQtpm07PZbJ/tZWZ2evn9cXbO\nztnZkFACSnJ/PvljJzOnPOfsnmee+/pe14IyioxqDGolgWBCeoD3hhNoBSV/2d/PF1b4cOjVRFNp\ntIKS0WiSWCpLLJ2RaKJP1rnpDSWYXmTg8YP9vHd2MT95oV2in/LH5pvnVkp5XtOKDHgsGr72dMsJ\noyM+u8yDTaeSHrgA5XYtH1vk4s5tnYBIYlXYdKgEBft7wvSOJUmksxwbjHB9g4/vb2yVoi2ODUa4\nus6NRlCSycJoLMWtm9vHvY88HO4fY0axkWgiw515NJfDoOLmteX88sVOzqtxsMBlJpbK8OShfpZ4\nReLjqcODfHqph75wgvv29DAcSbG22o5epWR6kQG7QYXLJJAex7/DKdHUsCuYkAnUU+ksToOaSqtA\n88iEAWStx8wj+/pYXWmT7qtL5hQzFEny/PERLp1TIgXMBuPpgnDRq5a4+N2OgOycbrmoGoMKBiIZ\nXmwflaJPwvE0qWyG1qFYwTXMhZTmgkwtWoHP1Huk+6/WY+aObZ2ykN1vnVdF6/BEyO/Na8pxm1V8\nbYP82nxxpQ+tMBE3khunWEqMo8iPDhHz6KLE01k8Fi2CAirsOv7rHxPHNTmaY3L46u3vrj7pw/BU\nAlTfiHiMV9rGK0WHvBFxHFPtA96Y+IgzURj9n1xvK2H0m1VniiZoJA63b5X3zuv9toIoDbtezYpy\nGwqFAqVCwWKPBYtWweBYinNrHJxXY0ctKAjH0zj0oq7GaVBj06s4PhTl0rklrK4QBaDto3FcFi1K\npYK9gTCtIzEuW1BGMJ4mHBeJLJdZy49faGdHZ4j9vWMc6h/jktlFrK2y0RWM89C4eHZ2qYlUJssz\nzUN8ZpmYkbWjK8hSr5XGQJh/HRtGqxKwalUscptZ7DXzt4MD2PQqfrO9myqnAaNGxROHB6j3W7lw\nugO9Wsn9u3vZ3hliTyDEYo+Faqcek1ZgocvM5rYJj6ELpzsxaATu293Dru4w+3rDnFdjx2fTcXgg\nMqXXjl2vpsKhZ1OePkdQKrh0jujsXGxSU2bWcu/uAHVeC7/fFaDYqEGnUrLYa8KuV7OywsauriCH\n+iN8fLGbcDzNy11B1IKSe3YF6AklGR0XNpeatPx5by/1fgvbO4OyY9GrRH3S7nEfoRqngbllJrqD\ncaw6Fasq7ehUCiKJDHU+Kxatip1dQd45swi9Rsnhvgjldq2U0xVPw09eaOfFtlFWV9mZUWSgbyzJ\nndu6ONg/Rq3XxjefOS5d113dIT691EM8nRXvK68YU9I+EmN9rYvhaAqbXsXugKipuWqJm0ea+iSv\noEVuc4H+6rwaB4m0KPj/+8EBtneG2D0uor59Sydui5b2kViB6Dffw+fC6U7+eXQQp1FDKpPl74cG\nuHGFj+2dQcnfpzEQ5sE8DdPO7hDnVDsoNmp4PC92xG1RYVIppDgPAI1SgWH8teI8saldL9AfSfNw\nUx87u0LMLjXhMqt5+qj4+xhPZwmE4lw87nmkFRTMKDGx61V67VgsFrSpyAlFrq9X+5ITQ7tNAisr\n7VwwzYHffOLoEJ1aydeefuO1NlPpV05FG3MyMffr1cW8kWLxUz2WM9UfCd5mwug3q86UmyWWgScO\nDYqi3f4IglLBumo7LrOW5sEJUeS+XjFA9JfbOtnZFaLWa0anEkhloX0kzm2bO1jqs/CzLR3SA+5A\n3xgLXSbu3tVDjVNPKJHmgcZe+scSLPVZuW2zaI74qaUeFAqkic1FM4owqJUFE7EVfiuBUJLf7uiW\niUavWFRGndfCfbsCDEZSXL6wjNu3ilTUNfVetrSOMKvExE+3dLC1bZT1tW6KTRqW+q08uLeXTBbe\nOUPMq9reEeQfR4YYyRMkv29OMb94sZMFLjMGtcAyn5WW4QiXLyzj0f39bO8Mysgzi06Fz6qj3m9l\nNJaiodwqGSd+dGEZ/zwySIVDz7wyk0x4etfL3Sx0Wyg2anhwby8fnF+KTlCywGUmHE8zp9SIoFRy\ny8Y2njs2zOULXcwuMXL3zgBVTgOPHehnZ1dIIt7i6SwlJjXnVNlxGtTMKzMyv8wkiXQ/s8zLU0cG\nGI2lsWgFLl9YxkNNvVQ59KiUSn67o5tNx0eocupRq5T8dLM4plfXeegLx/m/l7qp81lRCUoGYhk6\nRxMMR1Ms8Zix6EQ8f2dXkCKjhkAwzuULy9gbCMsmhSUmtSSi3tkVos5r4cPznLitBn64qY0dXSFW\nV9pxmzV4rToq7XraRqIYNKI5ZvtIXLpf55YauXROCbdtaefJw4PU+60s8ZrZ3ytel3fNKOLZY8O0\njNNrufs7f+KQo1+qHHrsBo2UofaRBWV0jsbxWnVcsagMt0XF/t5owQQXFDiNatZV2TFqBJ48PMD0\nIqMstyxX+Q/C3D+NUlFgRug1CSc0FTw8lOSOl7pYU2nnikVl1NhOzckk90A80QP0tdJhuWPKTXCq\nikzctqWDvx+ayFCbaoK1rtrBhubXtr9XWyebDJxuMfdbJRY/Owl6/XV2EvQ2rHACkQTKI4tKjGqa\nese4dG4xi91mAqEE509z8MM8ZHtvT5g1lXZGYylah2O4LVpmFRvZ0SXH7ddWO3j26BClJg0Og5oD\nvWN8eEEpzQNRjvRHGIml2dcbxqEXCaEcDn5+3mpK7rhKTRoO9I0VOAGrlAru3d3DB+aV4rdrZYRR\nU0+YD80vkbKhcgTR2io7P9vSweULXTzQ2ItGUHLfnh6OjOPYuQfktfVe7treRcdogubBCBdMd3LH\ntg4+OE++zaODET5b72VNlZ2+cJKBsSTdwTjhRJoX20b53HIfc0pN/Lmxl8VeC3890M/OzhA3rS3H\nqBZ4aG8ffeEkTT1h5peZqHbquX9PD2pBgVmrYiSaotSkkRFfjYEQtR4LglIhI6CODIgkVTiR4srF\nbu58qYuWoSh+m46/Hujncw1eZpeYePrIIB+rdVFsVDOnzMjDTaKLdyQhp+q8Fi0PNE5QYft6wzSU\n29hwdJgjAxEWuczE01nu3NbJkYEIiz1WHmiccIne1RWkzmvh0f39BeN705pyWVhuYyBEQ7mD7/6r\nVfba8nIrd20PsDsQ4uvrKphTauT7G9s41B9hZYWdxw/2c7A/wvRiA1tbRyXyr9ioYVqRgQ/NK6HI\noKTYpKOpN0zrcJTPNfh41wwnlVb5xEErKEhl4ZZN7bIxdVm0PNQkTnovmubAptdQ7dRL9+gVi1w8\n1NTHnkAYo0bgz3v7GI2l2TXFqsYrPQgdOiUVDh0zivS4jPLJ2WT0/GsbjtMTSrK/d4ztncFTXj05\n2QPxtbo5T57g5Fs75FZ3oHCCdfFMBwtcltPmHp1fr3Tup5v+eivpsrOToNdfZ4XRb9MSlBPZYYJS\nQRZ4pnmIHz/fjlqlZNPxYXpCiSk+B0VGDft6w2xuHUEtIBOpXrnYjVqJlIX0QGMPVy/18LsdATY0\nD/Hxxa4p6SoQs6Ie2TdBpzyyr48sUGbWFoihnzo8KIlCV5RbC7blGBd05+8rk83KQlFz9Fownuae\nnQHOr3HwjXWV3Ls7QFdQPHezViCZzhCKpyVyLr+OD0W59YV2Ku16yu06KcT0soVl3PlSJw809nDN\nci/zSk2YtQLBeJqhiJhWH5xEr3SMxHnfnBK8Fi2bWoZY4DKd6uUERJLpsgVlstDXu3cGqHYauGVj\nG93BOBfPLubWF9rZ0DwkaVhOtXLyQLNWwGFQS/tZ4DLLaMPbNrdz+YJSLpxuLxjfH72jekqaK5F+\nZZIwC/zwefk+cmGld++Uh/YCXDDNzgyHGpNKgcei4fwaB/U+K8ORJD94/tSJpcQkPKvGpsJl1ki/\nOyqlOB7n1ziodOil+82sFYinxQdgOJVlIDYhwE6ls+zsCjEQk2/76gWvAAAgAElEQVR7ciDsiV47\nnZXLgMvPTnsj6kSC3tO1v7N1tt6oOrsS9DassRT86Hm59mZFuZVH9w9IPidfWl3Og3t7uarOLWVn\n3bhSDCT926EBPrHETVMgTJ3Xwo+eb5etwqyptEuJ4JN9YJrHV09WV9ooMWklY7PrG3xYtQKzS8wM\nRpKolQreNbOY0WgCi15N23CMc6sdvGd2Ec2DUQ71RySNyKoKGxWOiW/nN6zwc9e44d6VS9wEQnGu\nrfcRjCWw6dWSniQQjEt5XUqlgnfNLKLIIFBTZJTO+Sury/n51g4+OK+U548P85EFZTJvngfHvYf8\ndi337+mVrZqdW+1godvMr7d3saMryGeWeWkdjtI+EpPlZF3f4COdyfDAnl6aesOsrbRT5RRbQ3t7\nwlxb75MZOupUSp48PCA7lvW1Lu7b3cPycisvto/KvnGfV2OneTDKUp+FX+V5NR0eGOO65T6eOjxA\nQ4VN1qo7t8bOygqbLDetfyzJSCzJVUvc7OwKSW2hGcWGAr3NjGIjRQYVtW7xm75SqeBD80pEjYgC\nqp1iUG/u/NtHopxT7ZBeu2GFn8cO9JPOZrlxpZ8Sg1CwkpDvoTSjyEAgFGd9rYuZxQZ8eVoUrVrJ\n4YEY0VSGv+zrJ5XJTtl2mbwScuNKPy8cH2ZdtZ3LFpTiMo63dZ6e0Dd1h+KsX+zmz3t72dkV4lPL\nPMwqMfDumUX88Pl2nmsZocpppD+c5PBAhGwWyThyQ/Orb4280mrNyTQn+WaJyaxolTHV+1+t9mUq\nk8IXjg+TzmanbDtO1iO9GR40r7QicrrzzE739l+pzq4Evf46S4e9Dat7LMvXnpbTJd9YV8kNfz8q\n/fz1dZXoVQrGUlmSqQw6lZK7Xu5if29Ees+XV/sxalR8+xk5Vfa9C6r46iuQUufXOJhbZkKlgNHx\n1RCHQY1Dp+TQQIzf7RCvw1VL3JSaNDxxqJ9LZpfQH0lKJNX6WheP7u/jPbOKefxgP2sq7ZSY1GjH\nW1z5RM9VS8SWxXX1Xn65rZNPLvFIuWmfrHNzfCgqkWarK21UOwzYDWpUCkhl4dvPtJBKZ1lbbcem\nUzGvzMhINM19ewLSfr52TkUBhXXT6nKpnZh/LB0jccxagVKTBpdFS2N3iD/v7ZNIqG+eW8m3nz0u\no8iuWebFqlNh1kEiBck07OgM4jCoaR2OSSRVuV3L+kUufjlpnD6x2M3RwQibW0ekFaDGQIibVou+\nO9vag6SzWbwWLSqlEpteRTSZYX+vaI9f5dBTatLQE07w6+1dpNJZPr7YJRGA+blwN67w85sdYtzH\n186pwK4XyGZBr4bM+ILP9zd1SNThU4cHqXYa2NkZ5IpaF2UmDY8d6JPRal9d66N9NMmPxiNGrm/w\ncffObkLxNFcudtEbFuMz+sJJLpxmxTRFyOqpUkgDsSzpLPxxTw/Ly+386iVxLG9a7cekEfjGMxPX\n5sPzSyTqzKIVuKrOLRFyVyxyoVLC78dJsusbfLQMRXji0OCrJrsm16ulrELJLEajiZa+UW7f2iHl\n553KeJzKseTTcTli02XWUGH593AYPhVK6nTTX28FXXaWDnv9dXYl6G1Y8Sws99m4aLqTi6Y7WVNp\nR6mAl8YpmGvqvZQYVWSAwbEkY8kMKqWCQCjOB+aV0FBupSeUIJuF0WiSC6c7JeHtDSt8WPUCHquo\n7RmOJrluuU/6lvjRhWU83NTHwf4xzq1xYNWpcOhV6AXIoOCxA/1cVeemodzKP48MssRrkZygc5MM\ntVJBmVnDRxaU8fiBfqKpDJcvKEWlVOIwqPnnkSHZisEit5kDfWOsq7Yzv8xMKJHk0jklrKu2owCM\nGhWxZIb5ZUYWuCyolAoM45lQGiFLQ7mdBS4T04oMlNt0PNLUx8aWYdYvdrO/VzzvS2YX4bXJ3Xat\nOhXHBiN8fHGZNGY1Tj2LPGbcFi0Og4osoFUJWHQq5pYa+fCCEgxqgWfzBOKCUsGaKjtOo5KOkSTf\neqaVZ48Nc9GMItwWDa3DMZrHEWtBqWBFuZV3zixCpVTw0N4+1EoFC11m5pYZmV1i4s95Ce8ei0Am\nqyCayvJQUx/BeIo1lTYEpYJMJsPMEgN+m070DgrF8Fn1bGwZZiSWpms0xhdX+plWZODhvb3UeizM\nKDIQTaX517ERabXJZ9XxcmcIhUJgZ1cYh17D3DITh/oiBGNpLplTTJVDzzK/lRKjmjTwwvER/nVs\nBLNOhceiZUaxHpteYGaJGZNG4OXOIJ9Z6uGi6U5sOhXdwQRDkRSLPWYp4RyQVj3MGtFp+rIlfoo0\nU5vohZJZAmMZfvFiJ2OJDGuq7Dy4t5f2kTjRZIZd3SHsejUXTXdSYtIQTqT4QJ4j98WziwqcsYuN\nGkn31tQT5rL5ZTJC8FTEwEPxLMGk2BLMvS9/9WQgli1wlT5vmp14WnSBPj6S4msbjvP4fjGs1apT\nyfRfJ9KonCrNlMjAXw/KQQu9WuDe3T2vWvtysn2+VsLqVFZETveK1JvtuhxKiuSmIl0oazgT6qww\n+jXUmTIJ0iqgM5ziB5va2HR8hFqPhRqrkpoSC6Yc3VJsQq0UH453butkb0+Y988t5c6XutjdHebq\nOg9b20YYjaWYWWLCqBaodujxWHXY9QpAYHm5FZVSwXPHhrh5bTmCQsHDTX0AXL6wjNs2d/DcsWE8\nVh1KpRKzVonLrOfWze0S0dU1GsWoVWHSCaIGKS+HamPLMFcudnNulZ2+iOiTs6MrKGsfra918cg+\n0dzv9zu62do+Sr3fxvaOID2hBBa9iju2ddI8KOZW/XJbB880i8f0QGMvlQ4jP9jUxvbOIFUOPb/b\n0c2H5pexoMzEvbsDrKkUWyWdwRiP7OuTbAc2tgyz2GNmdqmJO7eJY3ZNvRedWuC7/xLz09wWHX9q\n7GVOqYk/NvbQMhRlmc9KsUlgbomFIqOauaVGPjCvBIdWyUA0ww8mCYoFhWiEmGv7XVHrwqhW0T+W\n5KGmPowagc/WexmJpWjqGeO+vGiGxkCIOq8Nj1HJWArKrVqW+my0j8b56RYxV2xumYlfvNjJhuZh\n1lY5eKipl48uctE6HOX980q5Y5wc/MC8Uja2DFPns2LUCuzrCaNVKbl8YRm/3dFNy1CUmcVGoskM\nRq2KkViah5r6UCqg3KbnB5vaeKF1BI9Vx+93dLO+1s26Ggf94QTbOkaZWWwS21GJLAORJHU+Kz3h\nBLdubudfLcPU+6080zzEfJeZ0vFJUGswzea2IKPxDN/f1M6G5mHml5mwawsfRDnR8q7ukCSc39w6\nyhW1Lhq7QxJ111Bu4+fj0SCfrPNQZVczo9hMy5AYsTG5FVnt0LO/d0z6ucys4YJpzinzraaqA4NJ\njg3F+MkLhTlouePe3DpaQN9NLzLyPxtaSWUU/GG3PI5jbZWtwGJg8kTs1dBMk9s9H11Yxl/396NU\nKl4V7XWyfb4ewupMawvlxuqv+3re8qyzt6rOToJeQ50pvyQ9UQpInGXjdM6OzhCjsTSNgRDnTXNw\ny8Y2SdvzYNOE5qWxJ8TVS93Md5n4/sY2SSOxuzvEqgoHL7aPcu/uHnZ0hugfS3JejYN0Fpp6w1w4\n3Sn7JnpkIIJRLeC16fjeRnkm1Htnl/CDTW3YdCrqvBbcFq3s23Zjj+jTkpscjMbStAxH+K815WgF\npURgNY7ndVXY9aiUCh7d30+5TScjoPJzq44MRPjQ/BLu3NYlO86lPhGxX1tl55F9/ezvHWNHV5D3\nzirGPe4O3D4S4/KFZRQbNZIYNprMUGRQyyYh0j7ydDp7AiFWV9jpDiV4eDysdWaJEZtezZZJD7tc\nnljLYJQys4aPLipDp1byg01tkq/QYo+FI/0RHt3fP6VXjkZQUmTS8f+eO85FM8Qg2Pxrs7cnLMtI\nu2ROMX/c01NAyh0ZiHDlYjetw1FCsTRzy0xUOvQF13llhbgilst/u67By62b26ccY71KyYbmIT44\nr5T79vSwssKGyyhQYtbyUkewYNtLfVb+vLeXVVV22kbFgNVym46/5L3v5Y5RVlbaMeS1y/Lpncka\ntv3j92sgFOdzy30Tovrx/7tomgO/WUWt18ZPt4jasRwF95XVfrxWLTu7QpKGbEaRgV+82DllvtXk\nGohl2dI2esJVm9xxT6bv/nttBd/b2EYqnWVdjX3KTLvlfpu0ajlZo/JaaKac3mepz8bduwKkMtlX\npX2ZajUrf5+vl7A6kyZB/05ZZ29lvVGToFMzoDhbb8s6GRqoRIHYNCqsyRlf8VRGyiXynSAnaarK\njodwxFMZ7tkZ4NPLCvu8SgWcX+Mgmsqw8dgwoXiaaCozJYHlt2klt+GTZZu9UikV8J7ZRYCogUhn\nsxLZBiLldsMK3ylty6wVpM81BkJksvDbl7sl3chvX+7muxdUsa1jlI8uLOP+PT2AqPd5aG+vpM3Z\n0DzEjSv9zC8zsshtxqIVSKazHB8SqbaNx4al94KoUXnq8ABrsfPumUUYVAKVDj1mrSDte/JxOgxq\n6n1WWocLI0eM4z5PAJ9f4SOeTBecW+twjCUei/T6VBESuYqmMlJu3Pk1Dun1k0WFpTITJNlU1/jp\no8MscpvwWdUF2qGpat04ebYncOKHqEEl5lbdM06q6VVK/OPbv/3d1cTToiYqmoR6n1Xmhv1aKtfq\nMGsF2obj3LMzILlKa4XxbLVZxTzU1Mf6WpdM/+OxiPtc4hYds1+LRmUqfYtIsgl89/yKV7Xdw0NJ\n9vWOyX6Hz9bZ+nepsytBb8NSCTCtyCy1jG5Y4cdrURa8lsxkqPNaaewJMRxNFlBKI9EERXo1C9wW\naXn/hhV+PBYlKqWaWaVGDvWLyd8N5TYWuMw82NRL82BUtq0rF7uosOt5/EA/ly1wyY7hH0cGeP/c\nUowagcaeMM2DUZnG6MaVftLZLH/Y3UP7SIwrl7g5v8bJ00cHuWKRW2opXTqnhCcOD1BkVEueQ/l0\nmF6t5Iur/CTTGQajST6yQDQ4/NRSj7Sv9bUuNrYMc91yHxqVkvv39Ejamm3tI7xzRjEPNol6m2vr\nfWw6PsQH55VJ5/P+uSUs81llRNye7iDvmVUi+1w6k2FLm7ytcsE0OzOKTTzQ2MOaSjuXLyxFrxbQ\nCErZyljLUIQPzi/lJy+IbaJaj4UKu55Kh17yyvnK6nJMGoHnjomrLD/b2kGtx8LtWzvY2RWSKDZB\nqeDzK3z848ggNr2Kq+s83PqCaHZ53jQH88tMEpH3xVV+fvNyNz2hpLSCVG7TsbpSXFlpH4nx2WVe\nNh0fZm2VjWlFRh5q6uPoQERGyuXG+CMLynh0X79EAF6xqAyTVkEwASolOA1ayu16mQZrR2eQL6zw\nYdQoebE9yGgsXXCNc5q0FzuCpDIKNGoV7jxjwskathtX+qm2qdCoVTx2oF9G5OWvdORaQlvbR2kf\nifGheSW4jRP/Z1ApODac5FvPttIyFJXal19c6T/haolBpUBQqahxGmT7jKSyfPXp42xoFu/FlqEI\nqUxWou/EY7Hw8xc76QklOdA7xoXTnXxhVQUeg+hcnXOynmp14GQ008naUq9G+xJKZrnl+XYWuS08\neqBf+h1+5wwnFq1SSrB/vYTVmbQS9FbSaP9OdZYOew11pqjo+2JZQvE0uvFv4bFUBrNWyV3bA1wy\npxhBoSCTyWLVq/jBpraCvKquYJynDg/y2WVeBCXcvVP8HMBj+/u5crGL/3laJKq+sMLHkYEIWaB1\nOCq97+kjg5xb48CsUaFTK/jqP0WarNZtYn2tS0zQzmTZ3DrKto5RPjS/lJ5QnHllJjSCUvIwcps1\nfCuPpHIYVLxvTjHLvGYGIil+/IJIE31plZ9ESryVNSoFP3lhgg7rHo0zs9jAb3aItNEXV/mxaATU\nggKVUvQv2tI2SjyVJZYS24f1Pit/3tsn7fPmNeX8clunjJC5tt6LVacklRHPRS0oZOPZGAjxldXl\nfGODnK779rmVDMVS/GyLSFvdsMJHTyhOpdNANiNeu5ahKDOKDcRTWRmVlk8r5bb3rfOq2NEZxG3R\nUmxUc7BvjN+8HOCK2lKeODTIygpbAcH3jXWVNPWGmV5kQKcW0KkU/Pc/5ETh9ct97O8LU2HXMRJN\nSW2n/DHJz0pzGFT84KJqIsmMjH6bU2rguuVeADJZCAQTpLIZ7tou/j7etNqPUS1wbDgmW9HwWlWE\nE2JuWiSRIauA28fH7MaVfn7zskiofWKxi76xBB6Ljjte7JTlkW1uHZHorNzqhqCEnEWWSQPGvJZM\nLgsMpl7pOBEB1BpMy87ZYVDxo3dUU6Q7+WShayxDMJbm6GCERS6TjE5zGFT8+J3VZLPiClluv1Pl\ni/3uIwtRxMMn3d8rnctrzS17pX387dBwwT37rplOnjg0eNLssVOtM5GSCiWzmEzmV3XN3071RtFh\nZ9thb8NKp8UWSz6ifP1yLzOLjQxFkgxFUnitWmzj73/8wAAg/nHa0jbKw039OAwq0pksGkHBOdV2\nGrvFX7R3zihCPd7hCMbTBEJxFrnNZIE5JQYO9UVwW7RcOL2IJw72885ZRcDEt5SxhJgjphYEHtnX\nx8YWMaT0ty93863zKlEqFLJJw4fnlxScXzieJp2FH7/QLr3vJy+08+3zqtjcOsLMYgPXLPPisWqk\nScltWzqk996aF5p65WIXfpuOXV0habyODUYK9pnKipOT/LEaiSbZ1xun1KShfSSOVqUoeI9yir/l\nqSz0huLctLqcDFke29/PumoHR/rGmFVqQqPK8tSRQZ46Msgn69xcscjFvbvFycEyv4UNzUOy7XUH\n4/xhV4+0z/9eW87X11VQZFSTSGXx2US/psktsFA8zR3bOrlxhQ8lhd8k4+kMDzf1857ZRTQGQrJW\n3bX1XlRTrAZEkhkCk0w4A6EEwVia3d0hGW7+3jlFrKqwoVLCwFhKSk4HuGVTmxSA+v2NbQUTuds2\nt/O55V4iyTTtI3Fe6hjlU0s9qAQFDoOKzyzzcmwwIjNuzH+wdkRF5NysFfjiSj9OvVI2UZo8Mci9\nlntPOJWVJksKBezsChW0e07W1stt+3/G7SYsWoFio2jUmGunAQRjab7zXCswgbvnzAnzsXmX3URP\nz9QPxBO1t96I6o2K2y7VF27PrFbQUG4tuGdHY2mGIinpOueOJdfdNr9NfBVPJzZvVitwOy10d5+Z\nk6A3qs62w96GlRXAYzHISK8Ss5KRWIZ/HhmUCJjnjk0stwtKBTeu9PP3QwMISgXXN/gIxVPYdCp6\nwkke3d8/vjphxKpTUeU0kBpvp/1knPZqKLehFhT85uVutraN8rFaF3dt72JbxyjXLfcxlkjxgXml\n/GSc+LlsgYvRWJKxRJoLpzvRCmL4Zz5iHE6kuLrOw77eCVM/h0HNsaEoXcG4LM5jdaWNH2xqp6k3\nTKlZzUg0xdwyM5lstiCWw23RisjvQIQZxXoWua3SeH1qqYcKh54d45YC1zf46B6Nc+40h2Qu+MVV\nfgDu39PL7u4wKytsTHPqxfZiXjtMJyhZ4DZLn7thhZ97dweYXmzkjm2dbG0b5aOLXIzFk2hUAof6\nxiRRcTSZ4VD/GH6bjnKbjvfNKcaoVrLAZZG1Lf95ZJDFXos0DkqFgnAiTTKT5S/7+9ndHZa1wNbX\nuvj9zm6W+qysrbLTPRrDqFXJ2k/X1HspM2k42D9GbzjB1XUeqVV3yZxiYqk0fzs4wBW1Ltm53bGt\nk3294v5yxog3rfZTZFTTGYxL10GrUrKiwsavt3fhMGg4MhApEIUv9dnY1R3iUH8Ev01XIPo+f5qD\n3+8McKg/wnXLfdQ41Lxvvpf5pQZ+83KX9PpkOisnLE2ls3x4fik/f7GTzW1BPDYj33ymlaeODDOj\nxIReo6QrlOHZYyMcGYih16oZiokkmkWn4ZZNItG10G0BFDyyr0/W7sm1y16pcnleOSry7p0BWTvt\n+gYfv9zWKbUh80Wwk80JLRbLlH/jXg8JdrJWy97+BP/7XCvPNIuZYqVTnLNNq5QFwq6vdclaoTnC\nbG9/gu8818qGV9jWierfsR32ZuSJ/Tue95tVZ+mw11Bnys0yGKWAwlpVYee2zR18aH4J/5dHKzUG\nQnx+hQ+lQoFAlsVeKwtcJv6wM8C2jiDnVIufy6d06rxW0hlYUW7jlk1yCq3IIM8LW+qzsr0jRMtQ\nhM8t9xYc1xdW+CTKaEdXiEqHnkVus6RFubrOQ9tIjOlFej4yv5TjQzHu393DtCID62ocPJTTo9R7\nMWsF/n5oUHKZNo5raqocomYmEIpz0XQnl8wp5vED/YTi6fEw1RL5cQXE8Md0JovfpuOfRwZZWW4j\nMk6AVTv0eK3agnE5v8bJL17skMigfx4ZJJsFv01HQ7mNVRU27t/TwztmOOkajUs5a009Yd47u4Tf\n7+xmebm1gPZZW2UnEEowGEnSPhJne+eo5LW0pXWYc6udkubouuU+nj4ySK3HzO/z6K6mnjA3r6lA\nM07UxZIZyswaPBYtFp2a3+7oZnqRAY9Vy8Wzirl7ZzdPHx3i6joPc0uNdAfjlBg1RFMZ7t/dw+5A\nmA/MK+Xe3QGW+qxcNN1J20gMm17Nob4IXcEY19Z7uXC6k2qbCqNKgV6jkSZaOYJwqc/K3w4OTJE/\n5ufnWzspNmo4p9pOKpPh/XNLODIgTtg/urCMP+wOsMBllsi2i6Y50Ol0fPnvh6RJQ2OgkJzJTTxW\nV9l54tDABB25t1fyqTJpVaSzSjLA/XtEe4NKh57WYfEc83PdHHo1j+zrK7gXrFOg+pMrN+kwagSZ\n9uvIQITvnF/F7u4w+3rHToi75+tzpnogvh4SbKok+vzqjWb53+cm5cFV2DFNsepRbJjYpqBUsqVt\nVDbJGohl+c6kbU2m/F6p/t0mA28WwfXvdt5vZp2lw87WCUsJuMwarlriAsR2mJIJ+mdyDUWSPH5g\ngA/PL+GBvX2y3v1Uv7KheJrmwQhG7alHz4Xi6Sm3pREUsjbI3TsDrKu2S2SRSSugAKw6NVvaRnnu\n2DDBeBqPRcvteS2u27d08O3zqvjw/BKqnXoyWbDqVIQTIkG04eggly908auXOtnQPMT6Whcbjg5y\n2cKyKY9LUMjbhGVmDb/fGWB1pQ21UkH6BEq6ye0wgH29Y5SY1OhVAudPc/K7HWJr6+OLXdwz7jas\nFhR8bJGL+3YHZLRPTvsyHEnx6WVuVEoRK//qP1oAuKK2VMr1ArFNdM0yL4cHxgqOrX8sIbUl8omz\n9bUu3jmziMf39/OJJW6ZC/Yd2zr59FIPoXi6QNdRbFQTiqfZeGyYOaUm/n5IPO9PLHGjUSn44fNy\nh+Mig5LbtvSxrtrOUp+8rZfLH3vHDCeLPeKkIDTeG0lnsjxxaJAnDg1yTb2XowMR7tkZmLIddyqV\nayXt7Cp8eFi0QsHYpNJZgvE0f9gV4NNLPYzECsm6ybW5dYSLZ9pfsQ2Sa5XMcKhxGuwFLSNBAZuO\nD8vakF9Z7UfxJpDQp6t9A2C2qaRW55vprny2Tk+9FU7Zb2SdXQl6G1ZaAV5rYTvMbzPy25e7ZQTM\njSv99IYSTCsysNhjYZFnIvNpfa0Lv1XN7FKz1OL5/AofNr0Ku17N4wf6uXKJmz25/2vwYdAIEjF2\n40o/Tx0W22s3rPBjUiuYl9fKuWGFH5teyYZmsR1w4QwnM4oM6NUCzzQPsdxv5f49PVw6t4R7dgXo\nDsYl6myp18KOrpDsG/KsYgN/bupjVaWdP+wK8K+WYVZV2rlrexfrF7n4xYudsm/an2vw8qPn2znY\nNyajxK5v8CEoFRweGJPaR39q7OXSOaKZpEOv5q8H+mWeMdfUe7FqlTKSbn2ti9klRtLZLL/fGaDE\npC7IWbtwupP3zCqmqSfMH/f0yGifC6c5iKUzzCszMc9l5u6dAY4MRKRWU4lJzXtnF/NCq9yh+OJZ\nRfSPJXnXzKI8qs9HIBhnXY0Dh15dsOpQZFBz/nQnwXianZPGdanXwoxiI2ur7NLE8voGH4/s6+M9\ns4spNWlkHlNHByOyFcHct2CzWkGFw0hvOMkj+/sK8tqUSgWrK23csyuAx6rj/Gl2hqKiKWS+d0+1\nQ0/rSIzrG3z888igdI2KjWr0Wg2znLqTtnOK9AJum456n1Vq+V233IdVpyoYm9VVdinD7OJZxTy6\nv0/2O7Sm0sa8MjNHBycItWePDXFu9dT+QFDYKvGbhYI2lN8sUOU0cd+eHsm0855dAR5sGpiyvTLV\nqsDpJIlM6sJMsWrrqX2vnkyYGVSF26oc39apuEj/u62IvFkE11t93m9Gy+9EdZYOew11ptADU2WH\nffeCauk1i1bgHTOcrK60MRRNcttmkbj5ZJ2baU4d8RT0hOJ0jMZp8Iso7rtnFmHVqzg+GKXOayYQ\nSmLSKsdR7BGiqQw7O4OcW+OgzmthTyCEQy/gtepRKhTcuzvApXNK+MeRAd47WyTI/nqgn/fNKaEz\nGCeZzkqrH19Y4WN/7xj/ODyISlBwzbiexWXREEmkqXDoMaiUNA9N0ETra110B+P84/Ag75jhxGfT\n8uuXRHH4huYh1lXbee7YcEHGWY4A+1SdC6dRQ2o86DSaynDT6nJ2d4d46vAga6vtkjA3l5eWyxvT\nq5SsLLeSVSh46nA/754pnl/LUIQZxUZuHqeupspZ+/Z5Vfz4BVG8Pfn/cmLgT9W5uSvPVyiXNRZJ\nprlnV4D3zCqWVgq+sMLH78YpuK+sLudAX5hEKssij5kyk4pkGo4Nxfj19q6CsQAxusFt0crGdZHL\nQG84JYlwb1rtZ5ZTI9FUsRR85aljJxzbHGHUHUrxy22dXLagTMony+W1rSi3srlthL/uH5Dorp+8\ns5pkBmn8ctu65aJqBAXcurmDaqcBQCL6NjQP8bVzKiQ9yYm+neZncd202i95CvVGswX7y4nocyta\n+ef99NFhnjo8CMA7ZjipdOh5oLGH6+q9J8zreiUCa6pv1a7mt8cAACAASURBVK3BNIFQggca5Zl5\nk6mtVyKkTte39eaRFNs7ggAs9Vmosb2+5sJATDzOHFV3qplw/6502OleJXkrz/uNJglfbZ2lw87W\nCUupKDToUzAx1w2OtzZWV9r428EBvrxaFPk+tr+fKrsLnUp8ELotoumhUSNg1Yu3SmNPmFqPGYde\nJbUjFnnM7O4K4bFqWew1o1JCmUmNz6ojA0STGer9FspMAhdOL2Jbu/hH850zijkyEKHGKQpZ11Xb\nqbDrODYYRadSohIUfHmVn6ePDvKe2SWkM1kEJRjUSlFrY9VyXb2XZCaLUa1kMJLkugYff9wTAKzc\nvLacoWiCr51TwcG+Ma6t93LHePDol1b5+fX2LtmYPLJfPjHQqhRo88z+apx6LlldjBIFtW4TLUMx\ncZzMGvb3j1Fl17Ouxsm2jlESqSwzS4yk0lmJGtrZGeSTdW7ax40IZ5YYUSmRWkr5gaWfGSedVlXY\nsGiVvGumk9FYWiKPbDoV9vF221/29fHppR7KTBp2dYdIpbOsrLCxpzvEQpcJvVpAoVSQSGdJpiEU\nS3JNvVcWVuu1amkbjmJQCzgNat4100kilcVj1ZBII0Phf/h8Oz96RzVaAUwqBeF4lq+vq+CnWzqk\nwFMFE+3Am1b7iaZE1F0nKGkejPDFVX7u2t7F5tYRbl5TjkkDTxwaxKwVuHa5F5tOhUIBZg3SsbrM\nGj5ZJ/7hK9Ip+PRSD1vbRIuF980p4XcvdxOMp7l9awffWFeBTjX1Q2gglmVnlzhOZq3ASCyNw6Am\nlcmiUooTyZ/lofhus7qgtZXNisew2GOW2liLPWY8FhVzz6941Q8CsfOXLaDS4mm4dXM7C1xmqT14\nsjqdJNjk/eSc6QE2NA+d9CF4sklBvqVAKJmV3XeTSbJTPcZX2t/prv/UFtGZVGcnQW/DcmiRJanf\nsMJPkU50+c35rKyvdZHOZHn3zGJ+/PzE+1RK6AmnuG2z+Nr3L6gseI9akWUkmWFPm7gMW+HQcXw4\nysWzivn2M8cB0a14JJ7mzm2dhOJpblzpZzSWoTc8oUuZWWKc0JEsdnP71oljKzKqeTdFqAQl75hR\nRCAUl84vf9Uol6J+dZ0Hv0XNfXsmVkY2NA9xfYOP27eKD+dP1rl510wnC11mWgYjfGyRS5oIzC0z\n4bFquXtco3PVEjc/3SKmcX+m3kPzwJhsHG5c6cdl0fBAYw/vm1PCg+OrHtc3+Hj++AiheBq/XcdQ\nTCGd7yfr3Fi0Kulnj1XLw0293LjSz22b23n8YD83rSknkkhL/kefrHMzlhR44pC42nD1UjcOvZqv\nPn0MEK9pIpUhkszwneeOY9YKXL3Uw8+3duAyi0Gm33lu4po83NTLB+aVsr1jhK+vq6Q3nGBwLEE4\noeL+Pb3SmM4pNWHRCBwfibGjo3C5/emjwwTjSRrK7dK98sVVfrpGYwhKBQ/u7eX8GgcNFTZCsRT/\n9Y9jmLWCdF8+d2yYz6/w0TIoEmsmlYKb11YQSaZl92ipScNj+/t4/5xi/HY9/zuOit+40s+fGnsI\nhBJ8aZWfP+7pIRhPY9EKvG9OCd95rnXKJPX8lYVPL/Ng0gjSfSdSgDGebh6SvkD85uUu6n1WFnvM\nBZ+/eU05GkEpraLlzuNkNRDJcH2DGNGRO5dbN3cQCCWmPM6cc3i+NujmNeUFD9hMJnPKKyfw5k8Q\nXs2x/Sfu70yrqWwa/hMnfWc1QW/D6p2CDqsvt9PUM0a5TYfbouXRff00lFslr53c+9ZW2fleXu7Y\n6kp74XuqHbSNxCVsfm6piaU+i+x9TT1h5pSaEJQK9nSHaRmKsKZKTpo1jedWlZm1Mt3HkYEIJo2A\n26KhZShK52ic0VhK+jdVptSDe3u5ZE4J6QwyTUdTXjbWof4xSk1a7t/Tg8us5cnDA3yuwceqcVR7\na+soq6vszCgyUGRQ8fdDQ5Je5pxqB9+fRJA59WqcRo2MFMrfn8+qleHuk38+PBBhodvMU4cH+PwK\nH2qlkq5gnD/v7ZN9Jj//7PD42OT0Nnt7wtR6LPxuR3dBNtbHF5fJstGaesJ8aH4Jv3qpi6uWuPl/\nz7Wy4egwXpuuYPwNalFEf7g/wubWET48f0L/JD6U+/jsMq9sTPYEQizzWfj1S92cU2UXqbZgnJ+P\na7Em59Pt7QlTYtJw/54eVlba6Qkl+OUk3ZZRLYhJ81at7FwaAyE+NL+EZ5tH2BMI8ak6N4094QLq\nLJ/OWVlpl+VXTR7bpp4w75pVxMaWEVliutui5Y+NvQWf39kdQiMo+fPePilj7mQEUCiZ5dljI/z9\n0IAsX2xWiYk93eEpj/PIQIRzquw8e2yI/15bwfvnOKfUl4SS8JUnDp8SkfRGaDleje7ltdBSr2b7\nk7UxZ0q+1lutCTpVkvB01BulCTp1vOds/cdXfDxv6/EDou4icwpqsBO9J0d0DUVEkzuD+sS/ALlv\n56HEqS3n56pjJM7sEtMpvz+bhbmlxlN6bzSVoW04zq0vtKNVKaj3WQGRCNvQPERy0omfyli91grF\n0wxFkmxoHiJxIuzsLaicueGlc0v4y74+zq9x8P0Lq3l0f19BZlt+5dqto7HUCSm6qer1nHpjj+jV\nVOnQv/aNAKPR1LgXlQqHQcVHF5adlqyrHEX4+IGBU2pzXTDNznfPr6DCIsi+bYdTWQZiWULJLKcq\n78xvM+UMC3OrQq+2ZjjU3P7uam5/d/VpWWk53ds/W6+/ciai/6l1diXobVgqAaYXm2WkhcesRKdW\nM73IIHnwrK2ys8QrzwUzqRXMzyOc1lU7qHXLiS6rTskzzcMygmiRy8zycquMIjNpBf5+aIBzquw8\nur8fs1YU++b2//kGMbeqN5yQZY2tr3Vh06l48vAgNUUGrHpR/2LRqbDqVcwrM8kypTa2DHNtvY+t\nbcNsOj4iI71uWOHnqSMDEkE0VW6VVhCx85xB3bX1Ph470E86m+XKxWJrqGM0yppKh8yk0KBR8mzz\nkIwU+sJ4FpegVHDpnBJZvtoH55UwLW/884/9sQP9XDq3hI0tw3xskYtD/SJW/+5Zxaytskuk2hWL\nXDiMammbVy1xY9erpfwpMQPOS2NPmJ5QQpbbdX2Dj8cPiBj8P4+IlgGNATFPK9/cMGdI+afGXkZi\noh3COVV2Khw6SkxqFnssHOwfI5ZKc+ncUtl99tj+fgwaJV9aXc6hvjHsehX1fhtNPeGC3K7c+X9x\npR+/WSCVlRtLrq91UeM08MShAdpHYrLrmttXOpvl+gYfTx4eoHkwSp3XwkUznIxEUzSUW6WxztFW\n+SsLa6vsrKqwSfu7vkG8Dg3lNj4yr6ggMX0qgstn07GjK1iwUnEiokkrKNBr1VQ69LJMuyfHKcoT\n7SeXGZZfzSMpDvbH+PELomnjIpeJ5T7LSVdOcj5JJ/IeerV1Kllir4eWOpXtT14ROVPytd7qlaC3\nss7SYa+h/h3pgdNRfdEsg9EUu8d9UBZ5zDj1AkcGY4xEkkwrNrCzM4RGpeBwf0SWC/bRRS7u3x3g\nikUuMmTRKBX8flJ22FWLXfRHJnRDN6zwMxyJ47LoGYomAbDrVZAFs04gnYFvPiNmjX16mYeOEVEY\nXO0UHwSJdJZjgxEumV1CmVlDYyDEg3v7JCJLr1LyyToPrcNRym06XGYNCgV0BeN4rVoyWdjeMcpS\nn5Wu0QSBUHzC22dHgGqnAY2gwKAWaPBbCMbTMr1FTlDrMKi4aXU5yXQGs1ZF/1gSlaCQtBv/s64S\nnUpBNgsKsmzrCFFiUjMUSTGtyMCe7hD7esNctqCMPYEQB/vGeP/cUg73i549C1wm7t/TIzueWreZ\nP+wK4LXpsOlU1HktDIwl0KmVJNJZSaB7bb0XQQF37wrwgbkltI3E0KuVLPdb+cGmNpb5rPhtWnrD\nCRa5LezuDjKrxMjTRwa5YLoTJQraR6L4bHpaBiMs8VqwaWEkAZkMqJRZdnaHsenU+Kxafvh8m4xE\n+txyLxqVklvHtUo3rfZTalJz50vd0r3xwvFh1lU7SaQzUnbbFYtcpNJpaooM9IQS/KtlmM8sdaMV\nkHK68r9FjqWzjCVESs2oFoXX+dqVHD1kUMNjB4YlwfnKCts4Up/hlo2iBuq/15bjMqmkz+ZqIJaV\nqC6zVuCKWhdVDh1aQUyonyzOnfz5ya9N/vlUtCjhVJZYaiIP7FT2k18nyuT6+cXVr5h9lqu3Si9z\nunRIJ6Kk3mph9Omuf1cq7s2os3TY2TphpTPwwzyqYkPzEN+7oIrfvtzNygobj+xvk5Dt5sGoZLzn\nMKhQK6HSrudr/zzG2mo7jYEQl8wukQTB19R7ea5lhP29Yb682k8wluZXL3Vy2cJSyT06t62bVpfT\nNhzjT3t7pfyrh5p6xTDNLPxyWydtw3EJ2Y+n0/z4hTY+s0zMpdKPk1mLvRZ+8WKHbNvfOLeSO7bJ\naa7ZJSZZ2OjXziknEEqwvzeS9x4jP9/awfk1Dha6zfzfS52y1s5AJEH7SJxnxsWx+dj6/z53nJUV\nNslYMvcAes/sIh7LMxi8dXM7KytszC01yY57Q/MQN67wcdv4xObzK3zctqWdtuE4u7rDOAwqIsk0\niXSW2SVGGcZ+x7ZOvr6uknqflbu2T0za5pSYCMXTkjA7R2TZdGp+9VIX75szce0+urCM7/+rFZWg\nYG2VhbbRCez9ysUuhiIpuoMJ/nawn2uWefjh8/IJz5eenMBhc4TY5PtnTqmJ3+2YML+8d3eAL67y\n880Nx6Vjzg8CnVxGQYFxUkcr/725CUoomZVNADY0D3HBNDu3bJwIH/3+xkKaKJTMohWQzBqjqQwO\nvWrK3KvJ+z7Ra5O3fypEk0mlwKSaehuv9NrJavKk8kSVazO91v281nqzJyNv18nP2Xrj6uwk6G1Y\nwhSrvoIA59c48Nm0bG4dAWBnZ5AbV/rZNx66uNBtRqPMMrvUyIbmIWkSEoqn+Pq6CpLpLN3BGDqV\nkitqXYxEU7IH9WQs36wVMGsFzqtxoFcrOL/GQZlZjUkjkMogIev5FM+Vi1049QL/e0EVAPV+K7u7\n5eGUZq2AoFBwywWVJLLiykwmKwZafnmVn19tF4kej0XLZ5d5ODYYBWB2qZGxRJr1tS46gzH0KiWf\nWeqRSKzPr/ART6ZlWHx+1Tj1nFNlo95v4eWOUb56TgUvdwTRTEEEWXUC813mAhfgNFk+vdSD36ph\nKJbiptXlDIwlebCpl8sXlpFIZTBpVWimErMOjDG3zMSG5iEcBpXYNtQq+crqcvZ0h6RrqBYUNAZC\nfLzWRZlJw+eWezFoBO7c1olKEFsu2awce885dQPMLTXht4kPyUgK1Eqk0Nz8UiiQ0SEfXVhG6zj+\nb9EKkgeQQ6/ivXOK0ApKFrrNpLLiSsiJSKqpvr0PxbMkM2BQTWgQvnlupYTIf77BN+W2IikxjDOc\nytI+muRH4xO7m9eUS6smryYtPleT/WwmV+789SrlSR2eX8tqhVmtYKnPgivP0+l/zj2x19CJtvFG\nHNNrXW15u6/SnK3/jDqrCXoblkYBNZM0QV6Tkp+92E3zYJTP1nvZ2xPmoulOVEox+LFlKMrMYiPF\nJg2JdBaDWsCiFWMeMtkst2/tZHPbKOtqnGxtG8FpUPPk4QFJpxGKp/nI/DIpw+raeh8o4DvPHudQ\nf4Q5pSZ2d4Wo9Vj53sZWNrYMs9Rnpc5r5s68LLPDAxHq/Va+/exxnjs2zGKPBZdZwx9299A+EuOq\nOjcrym08d2wQu0HL98e3VeuxUKRXMhRNs8QrOk23j8aYU2qSsp+W+a08sq+PeS4zfz3Qz4bmIWaV\nGnFbNHxoXin37+5h4/ER3jHdyXnTnEQSad43t4QjA2PMKDZw8axifrCpTaSIZhbzo+fbaBmKcsns\nEuaUGDk4rtNZX+ui0q7HrhdY5Dazu3tCk3P3zgD7esPMKjFx2+YO/tUyzDK/lVXlNrQqgTtf6uTZ\nY8O8a4aduWUW2TWcXayjwqLi3Bo766odlNvUqAQFA5EUDzT20jIUpd5vJZvNcvfOHrZ3BvHadPxp\nby91XjOXznZKFMdUupAPzCvlT+PbmV9mYSSe4TvPHufpo8PMLbNQ57XI9Dr/91IXy/1WPjjXKeln\nuoNxbljpZ1qRQbout23u4OhAlDqfld/u6Mau19AfSZHIKHDo5LOrqailA4NJjg3F+Mm49mWuy0J/\nJM13/9VKy1CUG1b6EBQKfvh8u0yftb7WxR/39FBs1vNCa5B7d/fIaKF3THdM+QA+GTn1SkGfWkHB\nXJeFaqeBvx0coGUoygKX5YT01euhtBw6JcUmNeuqHVw808H8ilJ2dYy8burr1RzTaz3+N9pp+EzV\nxpyp5w1nA1RfU50pN0tvFG7f2iFDcBd5bTzc1M9oLC2lkq+ssPKTPKz9UP8Y51Ta+c5zrezoDOG1\n6QjFUzJ8ujEQ4uo6D7/c1slCt5ldXUGuXurBZdbyy20TeHNjTwi9Simh3EcGIlzf4JVyqXLbunB6\nERtb5A9jXd7nGgMhDOoJJPzwQASzRuDcGmdBeOvqSgehcbO8oUiK6xq83Jp3fnvzEPGpsPmFbjGM\n8/hwlAUusa2zuXWETyzxsNxn5Y5tnSz1WVldaeO+3T1SSOfu7hCXzimWcOpH9/WzrWMUBQpmlxjR\nqwXeM7uIowMRjg1G+fCCUhnuvbcnjFpQ8rsd3XxiiQe7XoXPpufnk66hy6InlMziNakwqBRolAqG\nYsgw9WKjWvawPzIQ4WOLyrhnVw8rym2olOKDeiwFZWadbMLQMRJjW3tQmiQY88Z9d3eIJR4L88qM\nFBk0PLS3j75wkh1dQd4x3UGpQcnKChvnVtvQqZX86Pn2Akw9Z2fwt4MDFBnUdAXjVDh0kuh1Kqx5\neYWdF9tGZbYIdr2KP+Sd467uEDqVki1tQQ70jvHZei8OvZqH9vZR67Hw4N5e3BZtQQr9VGLgk6HV\npxL0qRYU3LKp/YTbONV9nUpplAoMKlE4HE4pThmRz+1/snj71RzTQCzL5tZRKQj4VI//dODrZ+pk\n4Ew9bzgboHq2TlKTgzzz/7zkUPkV462r/MoC75rpJJ7K4rdp0QpCQZtLO/4HX6dS0lBu485tnVxZ\n6zrpMSlQFGxLUCBzL76m3st9uwOvuB2zVkCYoj0Tiqcxal4/AVLvm5gcAvzqpU6+dW6l1LZrDIT4\n1FIPe7pDPH1EbHcls9kCkapGpSBLFodBzY+fb5eMDA/1ycNNzVoBn03Lygobf9wTkHD9ydcwlcnw\no+e7+NZ5VZSbxQFQnoLJRcdInPfNKWHT8VH+fmiAm9eU4zSoeHR/n3QtHt3fJ+33RJXMZDkyEKUx\nEGLteOusMTDxBzi3qpJrFb0VFYynOT4UZUPzkEzrle/IDaLO6URtmNw9qhEU2HQqIilQKMT23ZsR\nXvpm1OsVRud/Pj8I+Gydrf+0+o9eCdqzZw+33HILTz75JPF4nJkzZ77i+8+YGbMCaoomglCvb/Dh\nMglsPD46gQZX2lALCqocehmy/osXO9nXO8bqShv9Y0lmFOuZWWLkoaY+2kdifLbeS28ozgK3hUQ6\nw8NNffSEkjSUW5hTOoGuX7nYRU2RgV3jraCrlrgxakS8/cG9Ey2zB5t6ebF9lM81+HAYVFTY9cwv\nk7fyTBqBA31iq+lTS92UmrX8eW8v62vdMnT/rwf7mV1qpNZjoaknTF84wccXu2XBqI8f6OeqJW4J\nY8/H1HMo/WULSgtCSRe4Tfx6ezepdJYPzy/l19u7OD4c48olbpZ4LbQPxzh/ulPWLqq064mnMpKA\nO2dkeKQ/whW1LpoHI5SY1Fy1xM3/vdRF+0iMjywoIxRP09QT4oPzymR4+x92irh2rceMUaNEo1TI\nQixLTGo+OK+UOaUm9vWGpTDPh5v6aOoN47VqOToQxagRqHLqmV70/9u78/io6rvR458zWyaZLJPJ\nvrIFEa2sYakgWKy32+2t+jzF6uPLAvVWi7j1hS+xrfW+2rq9LIjYKH1Qb4rcp72PrUF4Wm/rAhiE\nSgIBlDXskz2ZTPZMZjv3jzMzZEKCIIGQnO/7PyZnzvl9zzkz8+Wc3/d8bZFj8cDsXNJslsj4V8wf\nRUZCTORW3mNz8wkEVXaeaeXuKVn8OXQ+PPjVPPITov8vFW6G+d6RpnNuT2094eZHM3KIjzEyIS2O\nrD63ksJlzenxZp68eTRJMQoJVgtje5WU3zU5gzmjkgYsVb9rcgYz87T+deHy//LqNk65u1l2Yx7f\nuCZlwB5XMUaFHLu2X066PczIS+Lfd1WTaLWAYqTLFzynvH1MoumcdVxIefZgl3FnpTnIsylfuL7z\nXYm5kDH1fX+4EfDCG9IvaPyXo3xdr1dE9Bo3SIk8wWCQRx55hKeeegqHw8GTTz7JI488Qm5u7oDv\n0UspYU2nyu92OvnWhBQA3jviYtlX87TbTqHJxXn2GB6dk0d9h4/P6joijR97l0WH2wH0vcLx7H8b\nS3l1OwUpcZHbW8vn5fH2Zw1MztJOzH217doEXLSKFVeXD0ecmV++f+KcJqGbDjbhiDOxfF4+J1zd\nuLq8fL1AG7uztZs/7ju73iSr1kKiucvPhNRYFhdmYzUZ+I99ddx2XRqOOBPNXX4SYkwEgiqHGjqY\nlJWACnR5/SRZzThbPVQ2dWMxKUzJTiDWaKDDGyDWbCSoqijACffZ5qwPz8kjK97Ck38/fk7FmCPO\nFOnrta+2nbsmZ3KwoZOtx92h5q85kTlPvRuohivipmYnRPZheH3hZq/3FWaSnxyHqsLaT6uobffy\nb1My2XSokV8uGB01KbehW6Wx08dvS7UrTj+ZncuB+o6ohqQLxiWTlRATuRqypDAbs0G7wvPeERfL\nb8qLTIDue1Un1arQ4Vfp9J3b0HSgfk713SrVrV5izAYONXSgoDA1Ox5HrBGTgQEnRnf4VZytvkh1\n2or5o8iIN9ETODsxGqIn1vZt5JmVYOTdPiX0txQkR8ruB9JfU8jwMf/xzJyoxq+xJgP/Y2LyRU3w\nvpzLhculv2i5C2l8+UXl+X3f/+K3xg04SfzLxnMx9Foqrte4YfBK5IdtEnT06FHefvttfv7znwOw\nceNGAG677bYB36OXk6WhSyXWHKTNq325JFpUvAEDQVS8AbAYtWfDBFWFn/0jusN57y/46bkJnHF7\nSLeZSI3Xmqm6OnpIiY/BZoEur7Y9o0F7vopBVfEEtKqhWLOC2aB12laAWDN0++C5baejEqVH5+Sx\nv7aDJKuRiek2UMEQGZ/2HJVuP5x0d5GXFIvZqPWlmpWXREaCBZPBgMkAVS3d5CdrtdUWo7ZdmxmC\ngMcHJoN2qy8QVDAbtUqyGCN0ao81It0KjR5tmVgz+AJaTEaDNn4VBY9P630WTmpA+wF47ptjUVVt\neXNoO0FVe27ON8cnU98ZYHd1OzEmAxPS4iLP0Hnwq7n4Auo5Hd3/19fHYjECqrb9QFB7AKY/qO2X\nQFDFbDRgNoHPr/1NASpdHvzBIJsPNjErP4nZ+Yk0dHoJBCDNZsZqVvjwWAvvHXFFEqNfLhiD2ahg\nMoDFqODxaw14jQqgaMfSG3otMQZaPHC4sYMxyVr39pPuLq7LiCczVsHVoxII7TNf6E5UIKjS4dVu\nUyoKmA0KwaB2jA1ot/N6fNp2UmK0YwBQ19ZNT1DBHwzy8ckWflSYjSlUpdbt1xLrODN0hd7b4Qtg\nNRrwqyolnzfwb1My2eVsY0xKLB09AVq7fUzKSsAS2mcBVWvOqjX41c6PVKtyzg/8qOQY7g892+qG\njHjOtPZQ8nkDE9JtpNvMFOYkogLZNoXmnrOfL4tRG6PRAG092hh7l+GHnxMUa9bOVV8AYkyQbNGe\nhRRUwWwEk6IlCUeafRT9s4rZeUncOCqJ0YnnXjlpDZrw+3yRfZ8Zp0Q63quq1qTVatKSwL5JY1Lo\neV4JMdpjCvrqmwxXt/vZXaVdgZiem0BOgqnfZLDv85B6G6ok6Isq+wbDlap8kyTo0g3b22GVlZW0\ntbVRWFgIQENDA9XV1UydOnXA9+jlsqHVAEfdfp7dcoqPjru5Nj2R/HiFsloPL2138v4xN/nJsbi6\nvOyt7aDbF6S2rYf/OSuHyVkJkaqWCWk2rk2NpdOn9SL76Lib2fnJVDZ1ElSNkdcmpsez5XgzKbYY\nXth2mm0nWyjMSaKp289zW0/z4XE3E9MT+OC4i+9dlx51O+ytilrKq9u5dXwq1W1eflt6hg+OuclJ\nsvJ6WQ2OuHAnezPPbT1FWVUb/3pDBusraslOtPLyJ04+Ou5m7mgHa3Y4ee9IMxPS4vnD7lompCXQ\n1BnglZ1OUmwxrCx1hvZHPG2eAO1erQv2oYZOMpLieCa0vzISrIDCyzuc/O1Ic+jZNzU44iz87UgT\nS2ZkR24bLZqehdlg5KTbw+pPnHx43E2e3cq6shq+cU0qoFDV1sM7Bxpp7/EzOSsBm9nIOEcsWYkx\n/P2oK+q23qLpWXj8QWrbfawrqyHFFsOq0DHLSbLyenkNGQkx/HFfHTlJsTy3VatSuj4jgfUVtXzq\nbGPp7DyMRoWVpWf41Kk9NLHDF6C528/fK13cOSmDww2dJMWaKEjVrubtqmpjXIqNZ7ee0o5XRjxN\nnT6e23qaj45r2/YFFDYdauDa9Hhe/Fg7zvPHOvjf5TWkJcSyblcNCVYzL358hg9D7/nT/nquSbXx\n/DZtPdmJVtaVVZNms6AoCi3dWpXXh8fdjEtN4JWdTt476uLGUcmUnnLz/442c++0bN4sryE5zkJD\np5/6Dh/ryqqxx1pYtV3b1vRs7VlS/6hs5u4pWViNCorBwOrtTsqr2/l6QQpvltdgj7VQ3+Hjpe1a\npdnE9ARe3uHkvw67GJsaT0BVmJSVwGd1HaTHm1k0PZs3ymr4SmYCL33iZHd1Oz+emUvpKe28X7Vd\nawY7NjWe+g4fL2w7zT8qtXPo7c8bSbVZeWbLKT7oPoQAmgAAEwZJREFUVUkWftLz/9lbR2ZiLL/+\nSIs/1x5LS4828fqDY9o6iv5ZzWiHjfUVdXzzmlQ2Hmxk28kWJqTHkxZ3NhHa3+hl5cencMSd3Sdj\nU+P5y+eNoBh4btsZ3j/mJi3eCoqRbn+QDaGqycLcRFZ/4uRvR1yMS4nHE1BI7lW1F66G+6ezjRy7\njRdLneTbrbwT6h1YkBLH73ZWMzYlPqrKq+8TrXtXgQ1Vddj5KvsGy2DHdj5yO+zSDdskqKqqirq6\nukgSdPr0aZqbmyUJAuq64Zkt0RUsM0c5opqXHm7s5F++kk6eXasQMhgUvl7g4LVeFV6HGzv52jjH\nOc1Y756SGfXaZ3Ud/HhmdDPN6bkJvNqnWmxJYTYvbDsd9Vq4IivVZuYvn0c38QxXEiXEmKjv8FJe\n1a414dxff07l0b669kjFV7hRqNVkYOX2c6uUPqvr4OaxyZHJz30bjYYbuKbYLOyt6YhUlRXvrmVK\ndgLdvmCkEW2XL0hte09U9dKRXk1d541J5uVQtdoPp2dStLOK8qp2DtR3ag+ivD6NDXvreGL+KGKM\nBtp6Ari7/f02Ae29T8JVbv3Fn2oz8+c++zI1zkyrx0+KzcJfDzfxjWtS+Na1qbwSGlt/zU2TY81R\n1X02i/bMpxc/jm6Uu3BSOq/9szqyj3pvd+GkdNZ+Wn1ODJsONXF9RnxUw9TeMeyra+fHM3PYeKCJ\nfXVas1RnS0+kge75jv++2nYWFDh4fmv0uRZeR+9jta82+n2z8pJ4vayae6ZmMjkrgddCFYF9t9U3\n1n217UzLSeT9SnfkHFgyI5tV289ELTN7VDLbT2nVbn33Td8Gu+F99cd92jOkem9vT695POGKtXPG\nWavtwzU7opvSTkiz8bve+702+rMzIc2GPdYUte7IORL67G3qtZ3w+f4f++ojY2r3qWw5EV3VF557\n5A0yJNVhF1LZd6mudONWSYIu3bCtDnM4HLhcrsi/XS4XDofjvO8ZrMtnV7uayuoLWi6oElUhdLCh\n43IOa8QIV9eFbyPGDvBwxQvV3hOgO7TOuaPtl7y+CzF3tJ1dVa2XfTtD5VJu8rf3BDja1H1ZjoPy\nJcvL8uzWc16Lj08gOyWRtqrGSx3WoK07/L5qVxtwbuPZ+Pj+f7jC77sUX/T93l8sFouF7Oy0S9pu\nb1rc0QYjtvPRy+/a5TJs5wQFAgEeffRRmRg9gP2N3khvr8fm5nO9w8jHVWcn+y4pzOZAfTs3jkqO\nLLf8plF0eP2s/bQ6skyBI4aGzgCrPznbJ6y6tZucpNjIaw/dmMcuZ0vUulbMH02XP8CaUIuIR+fk\n89FxF7cUpET1HHujvJr2ngDLbxpFc7ePN8u1Y3TvtCxKDjRw+/XpOGJNmAwGflt6Wiszn5HD62XV\nUU+afmxuPq+Xaet66MY8/vxZPUsKc+j0BnijPHrZh27MA1XFZDTw0vYzZCVY+MHkzMi47p2WRZrN\nzL/v0tb3yJw8/nN/PbeOT6HkQAM/mJxBj19l/Z5aEmKM3D8zl4ZOb9RTr//yeQP3zcghKcYYmWTd\ndzvhcd45KZP/OtzItyakUry7hoWTMvAF1Ej84fX23ifvV7r41xsyIn3Neu/Lx+dp+/KNsrP70hz6\nn+h/7q/nvhk5mBRo6fFHxfGjwpzIMX14Th5efzByLtw7LYt0m4V/VDYxf6wjst1wDD+YnMmf9tVx\n6/iUqPG+X+ni+zdksCa0fDiGf/lKOunxFnwBtd/zIXy+7K/r5LG5+fxpXx3fvjYVoN990/u9j83N\n156F5AtG7Z//u19bhy+g9nveaE1xjThbPJQcaBjwOITX1TvWx+bm0+0LRPbXoulZbD/Vwn+/Ni2y\nTx+bm8+kNAvHWvw4W3u0fTMpI/IZ+dGMbBJjTFHnYcmBBh6cncsEh5lDLm/UZPHeZe37G739fiY+\nPOZiWk4ixbvPHpPRdisdvkCkD1zfz06y1cSYpOhbbS9tPzPgZ6/vOMPCcYaX6z3mwe5ddqFzY/p+\nL05Ks1zSdvtzJfuyyZygSzdskyCAiooKiouLCQaDLFiwgNtvv/28y+vtZKnp1A5thhU8QI9fm4Rp\nDk08Dqja3+pDk1ETrNDtPTv51KBAfIw20bc9tIzDCs0esFmg06tNbDWgTdrtva54K/gD2qTk8MRo\njw/Sei2TYgWXB8wmMCva2ECbTBoen80MnoA2sbLLd3acHR5tQnAgoE1uTQ2tC0WbYOrxaRNnz50Y\nfbYFhKXXxOgMKzT0MzHaHJrgGgxNcvUHtO2CtozRoE0i9ge1bZtCywRVSLZCTxC8PvCr2r5KsoDb\nc3bCde/9ZjJo41VCk8MDAe0YBILaPvIHQttQtG33nhhtQJv4alC0ya2dXm0MYWaj9v6Aqu33ltBk\nXYNBW4chNOn4iyZGt3rAGprkTmhf+YOQZu1/YrQhtH98flBCMV/IxOgkK7R7teUzYhXqu1WMSv8T\now0GbRwdPWA0KCRaVAJqaMK0V9t+nFlbn9l4/onRoLXo6PGDxaTF7Q1o52GXXzsmthjtGCmKts0g\nl39idNj5JtxezMRoiJ4gXN+tFQtcyMTodp/WwiR8eilox6W/McnEaJkYfblIEvQl6PFk0fuHRGLX\nF73GDRK7HmPXa9wweEnQ5Z98IIQQQghxFZIkSAghhBC6JEmQEEIIIXRJkiAhhBBC6JIkQUIIIYTQ\nJUmChBBCCKFLkgQJIYQQQpckCRJCCCGELkkSJIQQQghdkiRICCGEELokSZAQQgghdEmSICGEEELo\nkiRBQgghhNAlSYKEEEIIoUuSBAkhhBBClyQJEkIIIYQuSRIkhBBCCF2SJEgIIYQQuiRJkBBCCCF0\nSZIgIYQQQuiSJEFCCCGE0CVJgoQQQgihS5IECSGEEEKXJAkSQgghhC5JEiSEEEIIXZIkSAghhBC6\nJEmQEEIIIXRJkiAhhBBC6JIkQUIIIYTQJUmChBBCCKFLkgQJIYQQQpckCRJCCCGELpmGegBvvfUW\ne/bswWQykZGRwdKlS4mLiwOgpKSELVu2YDAYWLx4MZMnTwbgxIkTFBUV4fP5mDp1KosXLx7KEIQQ\nQggxDA35laDJkyezcuVKXnzxRbKysigpKQGgqqqKHTt2sGrVKn72s5/x+uuvo6oqAOvWreMnP/kJ\na9asoa6ujr179w5lCEIIIYQYhoY8CZo0aRIGgzaM8ePH43K5ACgrK2POnDmYTCbS09PJzMyksrIS\nt9uNx+OhoKAAgHnz5rFr164hG78QQgghhqchT4J6++ijj5g2bRoAbreblJSUyN9SUlJobm7G7Xbj\ncDgirzscDpqbm6/4WIUQQggxvF2ROUG//vWvaWlpOef1u+66i8LCQgDeeecdTCYTc+fOvRJDEkII\nIYTOXZEk6Kmnnjrv37du3UpFRUXUcg6HI3JrDMDlcpGSknLOlR+XyxV1Zeh8srOzL3LkI4Ne4waJ\nXY/0GjdI7Hqk17gHy5DfDtu7dy+bNm3i8ccfx2KxRF4vLCzkk08+we/309DQQF1dHQUFBdjtdmJj\nY6msrERVVUpLS5k5c+YQRiCEEEKI4UhRwyVXQ+Thhx/G7/cTHx8PwDXXXMN9990HaLfItmzZgtFo\nZNGiRUyZMgU4WyLv9XqZOnUqS5YsGbLxCyGEEGJ4GvIkSAghhBBiKAz57TAhhBBCiKEgSZAQQggh\ndEmSICGEEELo0pD3Dhts0ovsrL1791JcXEwwGGTBggXcdtttQz2kQdPU1ERRURGtra0oisItt9zC\nt7/9bTo6OnjppZdoamoiLS2Nxx57DJvNBgx8/IerYDDIihUrcDgcrFixQjexd3Z2snbtWqqqqgBY\nunQpWVlZIz72kpISSktLURSF/Px8li5dSk9Pz4iM+9VXX6WiooLExERWrlwJ8KXO7+H43d5f7Hr4\nXesv7rDNmzezYcMG3njjjUgR1aDFrY4w+/btUwOBgKqqqrphwwZ1w4YNqqqqqtPpVJcvX676fD61\nvr5eXbZsmRoMBlVVVdUVK1aolZWVqqqq6rPPPqtWVFQMzeAHUSAQUJctW6bW19erPp9PXb58uep0\nOod6WIPG7XarJ0+eVFVVVbu7u9WHH35YdTqd6ltvvaVu3LhRVVVVLSkpOe/xD58nw9XmzZvVl19+\nWX3++edVVVV1E/srr7yifvjhh6qqqqrf71c7OztHfOz19fXqgw8+qHq9XlVVVXXVqlXqli1bRmzc\nBw8eVE+cOKH+9Kc/jbx2MbEO5+/2/mLXw+9af3Grqqo2Njaqv/nNb9SlS5eq7e3tqqoObtwj7naY\n9CLTHDt2jMzMTNLT0zGZTMyZM4fy8vKhHtagsdvtjB49GgCr1UpOTg7Nzc2Ul5czf/58AG6++WbK\nysqA/o//sWPHhmr4l8zlclFRUcGCBQsijYX1EHtXVxeHDx9mwYIFABiNRuLi4kZ87HFxcRiNRnp6\neggEAvT09OBwOEZs3BMnToxc5Qm7mFiH83d7f7Hr4Xetv7gB1q9fzz333BP12mDGPeKSoN703Ius\nubk5Kt6REld/GhoaOHXqFOPHj6e1tRW73Q5AUlISra2twMDHf7j6wx/+wD333BP5YgR0EXtDQwOJ\niYm8+uqrPPHEE6xduxaPxzPiY4+Pj+e73/0uS5cu5f7778dmszFp0qQRH3dvFxvrSP1u19PvWllZ\nGQ6Hg1GjRkW9PphxD8s5QdKLTIR5PB5WrlzJokWLiI2Njfqboijnfe8X/f1qtXv3bhITExkzZgwH\nDhzod5mRGnsgEODkyZMsWbKEgoICiouL2bhxY9QyIzH2uro6/vrXv1JUVERcXByrVq3i448/jlpm\nJMY9kJEUy8XQ0+9aT08PJSUl/OIXv4i8pl6GxxoOyyToaulFdjXrL96REFdvfr+flStXMm/evEjr\nlKSkJFpaWrDb7bjdbpKSkoCRtT+OHDnC7t27qaiowOfz0d3dzSuvvKKL2MOf2fDl7tmzZ1NSUoLd\nbh/RsZ84cYIJEyaQkJAAwKxZszh69OiIj7u3izm/R+J3u95+1+rr62lsbOTxxx8HtLsbK1as4Jln\nnhnUuEfc7TDpRaYZN24cdXV1NDQ04Pf72bFjR+Qq2Uigqipr164lJyeH73znO5HXCwsL2bp1KwDb\ntm1jxowZkdf7O/7D0d13381rr71GUVERjz76KNdffz0PPfSQLmK32+2kpqZSU1MDwP79+8nLy2P6\n9OkjOvbs7GwqKyvxer2oqsr+/fvJzc0d8XH3drHn90j6btfj71p+fj7r1q2jqKiIoqIiHA4HL7zw\nAna7fVDjHnFtM6QX2VkVFRVRJfK33377UA9p0Bw+fJinn36a/Pz8yKXxu+++m4KCggHLaAc6/sPZ\nwYMH2bx5M0888cR5S4hHUuynTp3i97//PX6/P1IuHAwGR3zs7777Ltu2bUNRFMaMGcMDDzyAx+MZ\nkXGvXr2aQ4cO0dbWht1uZ+HChcyYMeOiYx2O3+19Y//+97/Pxo0bR/zvWjju9vZ2kpKSWLhwIV/7\n2tcif1+2bBnPP/98ZB8MVtwjLgkSQgghhLgQI+52mBBCCCHEhZAkSAghhBC6JEmQEEIIIXRJkiAh\nhBBC6JIkQUIIIYTQJUmChBBCCKFLkgQJIUaE999/n+Li4gH/Xl5ezurVq6/cgIQQVz1JgoQQw57f\n7+edd97he9/7HqA1Wr3zzjsJBoORZQoLC3E6nZw5c2aohimEuMpIEiSEGPbKysrIzc0lOTn5vMvN\nmTOHDz744AqNSghxtZMkSAgxLGzatImVK1dGvfbmm29SXFzM3r17mThxYuT1p59+GoBFixZx7733\nUllZCcB1113Hnj17rtyghRBXNUmChBDDwrx589i7dy9dXV0ABAIBdu7cyfz58zlz5gzZ2dmRZX/1\nq18BUFxczPr16xk/fjwAubm5NDY24vF4rnwAQoirjiRBQohhwW63M3HiRHbu3AlonbUTExMZM2YM\nXV1dxMbGRpYdqCWi1WoFoLOz8/IPWAhx1ZMkSAgxbMyfP5/S0lIASktLuemmmwCw2Wx0d3d/4fvD\nV4DC3ceFEPomSZAQYtiYMWMGp0+f5syZM+zZsyeSBOXn51NTUxNZTlGUft9fVVVFWlpa5IqQEELf\nJAkSQgwbFouFWbNmsWbNGsaPH09KSgoA06ZN49ChQ5HlEhMTURSF+vr6qPcfPHiQqVOnXtExCyGu\nXpIECSGGlZtvvhmn0xm5CgRaElRdXY3b7QYgJiaGO+64g6eeeorFixdz7NgxAHbs2MGtt946JOMW\nQlx9TEM9ACGEuBipqalYLBZmz54dec1kMnHHHXfw7rvvsmjRIgAWLlzIwoULI8uUl5eTm5tLfn7+\nlR6yEOIqpagDlVEIIcRVJhgMsn79ejweDw888MBQD0cIMczJ7TAhxLDg8Xj44Q9/yGeffRZ1hUcI\nIb4suRIkhBBCCF2SK0FCCCGE0CVJgoQQQgihS5IECSGEEEKXJAkSQgghhC5JEiSEEEIIXZIkSAgh\nhBC69P8BQpINltf3qQUAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pandas.tools.plotting import lag_plot\n", + "from pandas.tools.plotting import autocorrelation_plot\n", + "plt.figure()\n", + "a,b = tv\n", + "#a.plot()\n", + "lag_plot(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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EdVGxChwNGH9bf4Tfp4DDqca6Iwo4IxTT0voA2UZXdKj92ds3akTxbq047+rW87MsXfTx\nW7IlvTHhaK22rSi/T/M+e0eFmSP12ehz2tZfV3dC8DlZf7bH7XbLGfCHzufYMTtr3+7xO6gnKTJC\nvsjW76G3pkKVCcmyHY7Oj2/bJxyro/aJrkj5jvswJUmybU3LXyXLtvXemGltjx8b2+bYKVVligz4\nVBiT2HE97fjW/UN72g+w9v/8z//cbhspzCszN954o1588cWTNeuyYDCohQsX6oEHHpDX69V9992n\nhQsXKisrK9Tms88+07vvvqv77rtPu3bt0gsvvKDf/OY3Jz32/ktzu1zXrqzTNOrAzi6/v6fsTx2i\nIYf39/hx9w0apqDl1PBDu0/Yt3HsFE3+6pMO37s9e4zGfL39hO1+h1Ofjp2iaV9+9K3r+XzEJE3c\nXdBpm5KkQar0JGvcvi9P2Lc/bYiaXNEadWBXm+3lCcn64KwLlVF+UBEBn5qiYjSrYHWbNq/kXS9n\nwK/olibJtuVuqtf5BR+c8DX2DRqmEu9gZZQflLe2Qu/nXhQKKaP279CZuz5TYeZI7coarSPuhNCV\nqVVnXaBat0ez8j9QUl3VSfvC73Bq9Zl5ivT7NGPLWlUmJMsRDCj5SGWozaozL5AlW7PzV7V579dp\n2cou+1qStDPrNJ129Gf4ncnfVfBoAIj0tyjgiFB26T6NK9oWeu+uzFEadbC1//53+hw1uaJ1ycdv\nKa6pNTwfTMlUZvlBvT3tcl368ZuSpNWTZmt48e7Q1zzmrXOvUJMrWpetf0PRvtZ5ZTuGjJanrka7\nM0fKGQxoSNnX+jotW/sHDVPm4f2yZelwYpom7P5cW4efoebIKF29+hU57aD+MvUynblzs1KryxRx\n3FBcVVySPh07WUHLocEVh/T1oKGSpKBlhb436RWH5KmvVnpVqfYNytHB1Cxds/oVSdKb516hxqhY\nnbZ/uyL9fp2+rzUkfzlsvE7ft1U7h4zW8IOFCjoccgSDqvCkaNuw0xV0OBS0HBpxsFDDD+3R6zOv\nkbe2QuP3fiFb0obTz1VjVKxyDu1RQ1TrFewhZV9r+KE9+jotW7XuBCXXVmhwxSEd9qQqtaZ1mHvj\nmCnKOrxfjVEx2pE9VpdseEsFI8/U1+lDFXA4ddW61yRJ7+V+RxN2F2jbsPGqjksMBaT0ykNqiXAp\n6UiV9g3O0fg9X6g+2q2iQcM0pmibyj2paoh2qzbOo7O3b1TOoT0qSh+m2jiPitKHyuVrUc6hPWqO\njFJ1XJLGFm3TJ+Om6bKPW8P2h2ecp+KUTMU21ash2i1PfbVimhtV4UlRXEOdGqNiFNPcoCOxCRq3\nb6u8tRXaMmKS4htqW4OybaskebCq472KamlS0pFKOQMBVXhS1BLhUtDhkCxLmWX7VR2fpIiAX2lV\npXL5WuSpr9aG088N/Rz/LVdLs9xNdapKSG6zLbGuSjVxHrl8PkX6W1TpSZEkeeqqNPLALuWPOltB\nZ+sxraPz++y/ee7g8IOFqopPUkO0W76IyHZrsOygPHXVqolLDH3o6w5HMNDhuXaVFQzKdjgU4fcp\naDlC522CboeZJUuWaNq0acrN7Xow6MzOnTv16quv6uc//7kkaeXKlZLU5urM73//e40fPz50X5s7\n7rhDv/zlL5WY2P6nk2O6E2YAAAOUJ0mqOfkHg7DFxkkNdd+8PiO39fXuEz+0tSt1kHS4pN1d1j/e\nLvv9N2WdNl726r/IuvAK2VXl0ubWD33Wd66S/e6K1saTpshxy53StgIFn35EkuT4yQOSM0LKyJYs\nS8HnHpe++lzKypH8LbLyLpOVmCxFRMg+UiP7/bdkDRsl68p50uESBR/5F1lX3ygrdZCCT/+7FOOW\nGluvhDh+vVTytUjJ6VKsW/aK/5Ji4+T4h6tlN9RLtVVSvEdqbpJqqmSXl0nFRbKumCcFAtLWTdKI\ncVJUVOtxDpdI2SMk2VLFYSneIyu69UOF3dwsKyrqW39rjunWMJPUOu9k06ZNGj16tLxer6yjlzwt\ny9KCBQu6XNgxGzZsUEFBgW677TZJ0tq1a1VYWKhbbrkl1OaRRx7RVVddpdGjR0uSFi1apBtuuEHD\nhw/v9NiEGQAAzLaupknzPtza4f6w7gCcnZ2tIUOGhF5bliXbtkOhpq+c4k9eAAAA7TjPE93p/pOG\nmUAgoNLSUt16661yuVwna94lXq9XFRUVodcVFRXyer3fug0AADj1WN9tf2HKMScNM06nU1u2bAnd\n+bc3jBgxQiUlJSorK5PX69VHH32khQsXtmmTm5urd999V9OnT9fOnTvldrtPOl8GAAaqwsyRGnmw\n8KTtfM4IRQb87e5riIpVbHPP3lOqMj5J3iM9Nxel0RUdWiHXkWq3R4n1Nd/quOvHz1BiXbU89dXK\nOnxAklSRkKwvc8Zr6pcfyeX36UBqlly+ZkmW0qrLTjhGWWKaGqJjVZmQrLN2bpYkbT4tV2fv3NTu\n19w3aJiaI6M0ev+OdveXJA1SdXySnEG/tmePkz8iQlEtzRq3b6tsWapMSJa3tkKNUTFyHV1FmFhX\npSOx8WqIcqsmzqPs0iKlVpcptrlRRelDlVxTrsNJaWqIcqshOlYJ9bX6YsQEDS3Zp3O2b9TaibPk\nDASUWl3WuhqxqUHxjUdUMPJMybJkSwo4IxTbVK/SpEEKOp0aU7RNja4YBZxOuRvrtSN7jGRZsuyg\n3I11anLFyO+MaN0WDCq+oVYN0a2rivzOCLl8LfJHRCiusU61bk/73yDbVmxTgxpiWt93bOJxlzVL\nHU//DXPOzBtvvKH6+nrNnTtXERFhjUx9a/n5+W2WZl911VV6773W5dQXXdS6bPbZZ59VQUGBoqOj\n9eMf//ik82WkE+fMHPCkKaum9Yf6i5wztDdjhEYe2KVxRSeujjleV39p7Bk8XMMP7dGB1KzQf7hj\n9nozlFPZc0/1tiUdG/j788Q8XfN521UuuzNGKL2yRDHNjXLaJ96R15a0PzFdCb4mNUbFanDlIUnS\nlhETNWH3551+7Q3jpupg6hBdvebVDtu8d9pkXbRz40nPI2BZctq2dqQN1eiyok7b1kbFKuFvvi9b\nhk/QhD1b2mxriYiUy+9TVUy8khqPtHuskqR0Dar65hEd64ZPUrk7UaPLijSudG9o+19zL9aFm/6f\npG9W97RX//E+HzlJEwtbV2pVxyVq3cRZunx9x882OxITJ5evRYdSMjS4olhRvtYbVq4cP0tztq6R\nJL0/6hxdsOvTdt//l6mXqaX+iOZ8sUZbBw1XXHOjhlS3ntvffu/fmfxdzc5/X1G+Fr0zZppGlxWd\n8HN57LYBklQfFSt3c4PeGD9LM/bkK7mhVvWuaLmP/sFacd7Vumrda9qdMUKHkjM044t1kqTnJ1+u\nuOYGpdZX6/zCze3WvXrSbHlrK7Uje4yuXd16O4RXJ12osSV7ZEnyNNapImWwTt+7Vc2uaK2dOEtD\nS4pU647X1G2tS+3rXdE64EmTu6VJ2wbl6OIdravy9qcOUVW8V3syR2ja1vVKP/q9PuBJkyvgU9px\nq8z2DB6uw4mpOpSSKb8zQrM3/1XJRyq1M3WI6qJiFRkIqNydqKBlaXT1IVXFexXd0iRPXbVimhsU\n31in90ZPUbk7Ublfb9Oo8v1aN3ySClOzNaqhSvXRbtXEty6tj2pplLe2Uu7KUkX7WvTJ0PFyBXzy\nOSNlW5bcbrdiG+vkqa9RS6RLDdFuuRvqtD8iRkGHQ/FNdWpxRioiGFC9K0buuDiNPLBTZ+3crLfO\nvUIZ5Qd12JOqYodLsm0lNh6Ru6VRhxJSNLi2XDP3FGjdxPNVlfDNle60yhK5qiu0K3XICatp4o7e\n+X1wRbFKvYM0uKJYVfFeOavK5Xc4dTj+6HGOLlc/fmmtM+BX0OGQLUv1DQ2KbW5Ugyu6zdJzt9ut\npNrWq/D10XEKOhzyOyNUX1+vGF+zGiOjTmjfnvaW+lp2ULFx8e22b66tUdCyFHQ4Zdm2LNtW0OGQ\nJ8qlkQd2aW/GcDUfvV2BbFv1Dd/83okI+BWwHLIdjgG9tNn09t1ezXTbbbeppqZGlmUpISGhzVyZ\n5cuXn+zt/Wrv5VNCyzi35pyhr4aO09xh6bImTZXljgu1swMBrVu6WNO/+FA1sQn6atg47U8fKtty\nfHPTsG0FUkq6VF8nBfx67aONumrdazqQmqWPxs/QyIO7VJycqSsuvUTBFf8lx8zvSGMmSCUHpcFD\n9Nen/0N5n73f5h4cww8W6pwxo6ToWCnWLdmS/cKTkqQ/nz9XQYdTQw/t1ZSvNmjvoBzllLT+UXXc\n84g0vDVNa1+hlD5YK159VdmlRdqTMUIBZ4Q8dVVKqS7XOd+bK2WPkBX5zf1PAk/8QvoyX389+yJd\nuPk95Y86U7uGjJH0zU2KAj9qvX+L4/7F0tDhWvvUY/JFuDQ7/31tPi1XxSmZimlp1MWzZsoaM+Gb\nvmxulv3Jam1dt0blnhTVx8QpytekCk+qkqsP68KUOFmXzpUVGyf7wD4pdbDs55+QvXm9pNZl0sff\nt+P7U86SaqtlTZrSenfcisMK3n9rqG1US5NSqg+r9TOIdN7Ce1rrqCiTkpJDN3AL3ZTJthXp9ynS\n79OI4kKdfteD0p4d0qjTW1cM1FTJSkru9CZOts8nbd0sjT9LVqRLdnWFgnffLOmbJc2SNPeD/5Ek\nOf/wvycc589/fFGyFVpq++b0K5VdUqSJDRVyPPhE6AZ1diAg+/8s11/rg6pITJXL16zkmnIdSsls\n7Z+5c6X6I60rGL4zR1ZsXOh821vaGfp59vna/Ey89N//HerzhPoauRvrVOodpOtu+IEkKbhhtayc\n02SlZ7Ttz6PSKw+p1u3RnJt+KDsYlHX0U9ixr3N8++jmRkX5mlUbm6Dv33CD7JZmqaVZVlxCqM07\nzyyVbUnV8W2Hkzu66dYrf/qjpNZPocf7/mWXyt7wgaxZ/yDL1bqSwrZtffLYb3QoebCaoo678WcH\nN3W0/T69//ulKk9MPWHJbbs3dQwG9T8vv3zC9s7qHwg3JaM97Qdy+26vZvryy46vWpx++ukne3u/\nKi4uVvBPy2SveUeOux+Sddr4Hj2+3dwkuaLCngx9/C/5Dtv4WiRZbf7QhPbt3i47f0PrMrtuTMC2\ngwGprlZWQlKHk7ntbQWyN38k64bb2tTcG5O/7doqBf/5RmnSFDlv//lJ2wdffV7KGCLH9At7tI7u\nCG5YLW0rkHXzwlD/2Pt2tS5NTE7r8H323p2SO05WWsf/UQHg7123w4zJiouLWx9yWF0hy5va3+Wg\nE3ZDvRQT2+er5AAAA19nYSasCTB+v1+vvfaa1q5dq6qqKiUlJWnmzJm6+uqre20OTU+yHA6JIDPg\nWbHtj6UCANCZsJLIn/70J+3evVu33nqrUlJSVF5erj//+c9qbGzUTTfd1MslAgAAdCysMPPxxx/r\nt7/9rRISWifnZWZmKicnR3fffTdhBgAA9Kveu3kMAABAHwjrysy0adP06KOP6pprrlFKSooOHz6s\n119/XVOnTu3t+gAAADoV1momn8+n119/XR9++GFoAvD06dN19dVXK7Kd5cMDSXFxz92UDgAA9I+/\n+6XZAADAbJ2FmbDmzKxYsUKFhW2fIVJYWKg33uj4duwAAAB9Iaww85e//EVZWVlttmVmZurtt9/u\nlaIAAADCFVaYCQQCJ9wcLyIiQj6fr1eKAgAACFdYYSYnJ0fvvPNOm23vvfdeWE+tBgAA6E1hTQDe\nv3+/Fi1apKSkJKWnp6u0tFTV1dX613/9Vw0ZMqQv6uwyJgADAGC+HlnN1NjYqM2bN6uyslLJyck6\n66yzFBMT02NF9hbCDAAA5uv2gyYlKSYmRqNHjw6FGROCDAAAOPWFFWaqqqr0xBNPaOfOnYqPj9eR\nI0d02mmnaeHChfJ6vb1dIwAAQIfCGmZ69NFHlZKSonnz5ik6OlpNTU166aWXVFZWpnvuuacv6uwy\nhpkAADBft2+at337dv3TP/2ToqOjJUnR0dH6wQ9+oB07dvRMhQAAAF0UVpiJi4vTgQMH2mw7ePCg\n3G53rxQFAAAQrrDmzFxxxRVatGiR8vLylJqaqrKyMq1evVrXXXddb9cHAADQqbCXZm/dulXr1q1T\ndXV16Kk92kYtAAAPUklEQVTZZ5xxRm/X123MmQEAwHzdXpr98ccfa9q0aRo/fnyb7Rs2bNDUqVO7\nVx0AAEA3hDVnZvny5e1uf+aZZ3q0GAAAgG+r0yszpaWlsm1btm2rtLT0hH0ul6tXiwMAADiZTufM\ndDbB1+Px6Nprr9VFF13UK4X1FObMAABgvm4/m+kXv/iFfvWrX/VoUX2FMAMAgPl65EGTpiLMAABg\nvm6vZnrwwQfb3W5ZlrFXbAAAwKkhrDCTl5fX5nV1dbVWrVql8847r1eKAgAACFeXh5lKSkq0bNky\n/frXv+7pmnoUw0wAAJiv2w+abI/X61VRUVFX3w4AANAjwhpmWrVqVZvXzc3N2rhxo0477bReKQoA\nACBcYYWZtWvXyrKs0OuoqCiNHj1al156aa8VBgAAEI4uzZkpKirSmjVrtH79+gH/SAPmzAAAYL5u\nL82WpNraWq1bt05r1qxRUVGRxowZo5tuuqkn6gMAAOiyTsOM3+/Xpk2btHr1an3++efKysrStGnT\ndPjwYd15551KTEzsqzoBAADa1WmY+dGPfiSPx6OZM2fqxhtv1ODBgyVJ77zzTps5NAAAAP2l06XZ\nQ4cOVXl5uXbt2qXCwkI1Njb2VV0AAABhOekE4LKyMq1du1Zr1qxRZWWlJk6cqK1bt+rxxx9XcnJy\nX9XZZUwABgDAfD32oMnt27dr9erV+vjjj+V0OjV79mz94z/+Y48U2VsIMwAAmK9HVjNJ0pgxYzRm\nzBjdcsst2rhxo9auXdvt4gAAALqjy89mMgVXZgAAMF+vPJsJAABgICDMAAAAoxFmAACA0QgzAADA\naIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwA\nADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0w\nAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwWkR/F1BXV6fHH39c5eXlSk1N\n1Z133im3231Cu9tvv10xMTFyOBxyOp16+OGH+6FaAAAw0PR7mFm5cqUmTJigK6+8UitXrtTKlSt1\nww03tNv2l7/8peLi4vq4QgAAMJD1+zDTpk2bNGvWLEnS+eefr08//bTDtrZt91VZAADAEP1+Zaam\npkaJiYmSJI/Ho5qamnbbWZalRYsWyeFw6MILL9SFF17Yl2UCAIABqk/CzKJFi1RdXX3C9uuvv77N\na8uyOj1GUlKSamtrtWjRImVmZmrs2LE9XisAADBLn4SZBx54oMN9Ho9H1dXVSkxMVFVVlTweT7vt\nkpKSJEkJCQmaPHmyCgsLCTMAAKD/58zk5uZq9erVkqQ1a9bonHPOOaFNc3OzGhsbJUlNTU3asmWL\nsrOz+7JMAAAwQFl2P8+q7WhpdmVlpZ555hndd999Ki0t1e9+9ztJUjAY1IwZM3TVVVeFdfzi4uLe\nLB8AAPSBjIyMDvf1e5jpbYQZAADM11mY6fdhJgAAgO4gzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTC\nDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAY\njTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEA\nAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFm\nAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBo\nhBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAA\nMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTAD\nAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEaL\n6O8CPv74Y7366qs6ePCgHn74YQ0fPrzddgUFBXrhhRcUDAaVl5enOXPm9HGlAABgIOr3KzPZ2dm6\n6667NG7cuA7bBINBPfvss7r//vv12GOPaf369Tpw4EAfVgkAAAaqfr8yk5mZedI2hYWFGjRokNLS\n0iRJ06dP16ZNm5SVldXb5QEAgAGu36/MhKOyslLJycmh116vV5WVlf1YEQAAGCj65MrMokWLVF1d\nfcL266+/Xrm5uX1RAgAAOEX1SZh54IEHuvV+r9erioqK0OuKigp5vd6w3puRkdGtrw0AAAY2I4aZ\nRowYoZKSEpWVlcnv9+ujjz7iig4AAJAkWbZt2/1ZwMaNG/X888+rtrZWsbGxysnJ0f3336/Kyko9\n88wzuu+++yRJ+fn5bZZmX3XVVf1ZNgAAGCD6PcwAAAB0hxHDTAAAAB0hzAAAAKMRZgAAgNH6/Q7A\nvYHnOHVNeXm5li5dqpqaGlmWpQsuuECXXHKJ6urq9Pjjj6u8vFypqam688475Xa7JUkrVqzQBx98\nIIfDoZtvvlkTJ06UJO3Zs0dLly6Vz+fTmWeeqZtvvrk/T21ACQaDuvfee+X1enXvvffSvz2ovr5e\nTz/9dOhxJ/Pnz9fgwYPp3x6yYsUKrVu3TpZlKTs7W/Pnz1dzczP920XLli1Tfn6+EhIStHjxYknq\n0d8HPp9PTz31lPbu3av4+HjdcccdSk1N7Z+T7W32KSYQCNgLFiywS0tLbZ/PZ9911132/v37+7ss\nI1RVVdl79+61bdu2Gxsb7Z/+9Kf2/v377T/+8Y/2ypUrbdu27RUrVth/+tOfbNu27f3799t33XWX\n7fP57NLSUnvBggV2MBi0bdu27733XnvXrl22bdv2Qw89ZOfn5/f9CQ1Qb775pv3kk0/ajzzyiG3b\nNv3bg5YsWWK///77tm3btt/vt+vr6+nfHlJaWmrffvvtdktLi23btv3YY4/ZH3zwAf3bDdu2bbP3\n7Nlj/+xnPwtt68n+fOedd+w//OEPtm3b9vr16+3HH3+8z86tr51yw0zHP8cpIiIi9BwnnFxiYqKG\nDRsmSYqOjlZmZqYqKyu1adMmzZo1S5J0/vnn69NPP5Ukffrpp5o+fboiIiKUlpamQYMGadeuXaqq\nqlJTU5NGjhwpSZo5c6Y2btzYL+c00FRUVCg/P195eXmyjy4kpH97RkNDg7Zv3668vDxJktPpVGxs\nLP3bQ2JjY+V0OtXc3KxAIKDm5mZ5vV76txvGjh0buupyTE/25/HHmjJlir744ou+OrU+d8oNM7X3\nHKfCwsJ+rMhMZWVl2rdvn0aNGqWamholJiZKkjwej2pqaiRJVVVVGjVqVOg9ycnJqqysVERERJs7\nNPMsrW+8+OKL+sEPfqDGxsbQNvq3Z5SVlSkhIUHLli1TUVGRcnJydNNNN9G/PSQuLk6XX3655s+f\nL5fLpYkTJ2rChAn0bw/ryf4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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#agetv = datasets(test)\n", + "#grouped = agetv.groupby('Age')\n", + "group_list = []\n", + "for item, group in agetv:\n", + " # print(item)\n", + " group_list.append(average_minutes(group, \"TV/movies(nonR)\"))\n", + "count = 0\n", + "newdataframe = {}\n", + "group_list = sorted(group_list)\n", + "for item,group in agetv:\n", + " newdataframe[item] = [int(group_list[count])]\n", + " count += 1\n", + "data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n", + "ax = data.plot(kind=\"bar\", figsize=(5,5), legend=False)\n", + "ax.set_xlabel('Age')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n n\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Want standard Deviation? y/n n\n", + "Want hypothesis testing? y/n y\n", + "Automatically including weight because you want hypothesis test\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?Age\n", + "['weight', 'Age']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?religious_education_act\n", + "['weight', 'Age', 'religious_education_act']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "What is your group variable?Age\n", + "What is your test variable?religious_education_act\n" + ] + }, + { + "data": { + "image/png": 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H7iuhT6icTNS6yMSti0zcusjErStnJgX7hkzIyTAAAACQAz3DAACgCMwtUIeeYQAAAGCO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\nS8KgK6lrNZkUKePkynRpQ6n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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "youth = test.Age > 18\n", + "soren = datasets(test, youth)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n n\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Want standard Deviation? y/n n\n", + "Want hypothesis testing? y/n n\n", + "Are you going to use groupby? y/n y\n", + "Automatically including weight because you want to use groupby \n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?weight\n", + "['weight', 'weight']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?reading\n", + "['weight', 'weight', 'reading']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?Age\n", + "['weight', 'weight', 'reading', 'Age']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "What column would you like to group by? Age\n" + ] + } + ], + "source": [ + "d = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "print(d)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n y\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Automatically including weight because you want the average\n", + "Want hypothesis testing? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?TV/movies(nonR)\n", + "['weight', 'TV/movies(nonR)']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?tobacco/drug_use\n", + "['weight', 'TV/movies(nonR)', 'tobacco/drug_use']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n" + ] + } + ], + "source": [ + "bar_chart_test = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['bmh', 'dark_background', 'fivethirtyeight', 'grayscale', 'ggplot']\n", + " TV/movies(nonR) tobacco/drug_use\n", + "0 165.971192 0.300192\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hSzExMR1u77LHrdVqMWPGDMyYMQNlZWXIy8vDqlWrEBUVhaeffhqRkZE9UiwREXXO452T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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(plt.style.available)\n", + "plt.style.use('ggplot')\n", + "print(bar_chart_test)\n", + "ax = bar_chart_test.plot(kind=\"bar\", figsize=(5,5), legend=True, stacked=False)\n", + "ax.set_ylabel(\"Weighted Minutes\")\n", + "ax.grid(False, 'both')\n", + "ax.set_xlabel(\"Avgs for TV/movies(nonR) and Tobacco/drug_use\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n y\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Automatically including weight because you want the average\n", + "Want hypothesis testing? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?reading\n", + "['weight', 'reading']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?writing\n", + "['weight', 'reading', 'writing']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "Want to graph your data? y/ny\n", + "What type of plot? bar or plot (more to come)bar\n", + "['ggplot', 'grayscale', 'bmh', 'fivethirtyeight', 'dark_background']\n", + "What style plot? Type it correctly!ggplot\n", + "Your data sir reading writing\n", + "0 0.056513 0.037453\n", + "Whats your figure size, just enter one number no floats8\n", + "Want a legend True/FalseTrue\n", + "Want to stack it? True/FalseFalse\n", + "x label?reading/writing\n", + "y label?weighted minutes\n", + "Want a grid True/FalseTrue\n" + ] + }, + { + "data": { + "image/png": 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A4Qh7AAAMR9gDAGA4wh4AAMMR9gAAGI6wBwDAcIQ9AACGI+wBADAcYQ8AgOEIewAADEfY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\n9NNyuVxyuVx65plnlJaWplW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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bar_chart_test = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n n\n", + "Want your data cleaned? We drop zeros and nan. y/n n\n", + "Want standard Deviation? y/n n\n", + "Want hypothesis testing? y/n n\n", + "Are you going to use groupby? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?hunting\n", + "['hunting']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?hiking\n", + "['hunting', 'hiking']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "Want to graph your data? y/ny\n", + "What type of plot? bar or line (more to come)line\n", + "['dark_background', 'grayscale', 'bmh', 'ggplot', 'fivethirtyeight']\n", + "What style plot? Type it correctly!ggplot\n", + "Your data sir hunting hiking\n", + "0 0 0\n", + "1 0 0\n", + "2 0 0\n", + "3 0 0\n", + "4 0 0\n", + "5 0 0\n", + "6 0 0\n", + "7 0 0\n", + "8 0 0\n", + "9 0 0\n", + "10 0 0\n", + "11 0 0\n", + "12 0 0\n", + "13 0 0\n", + "14 0 0\n", + "15 0 0\n", + "16 0 0\n", + "17 0 0\n", + "18 0 0\n", + "19 0 0\n", + "20 0 0\n", + "21 0 0\n", + "22 0 0\n", + "23 0 0\n", + "24 0 0\n", + "25 0 0\n", + "26 0 0\n", + "27 0 0\n", + "28 0 0\n", + "29 0 0\n", + "... ... ...\n", + "11355 0 0\n", + "11356 0 0\n", + "11357 0 0\n", + "11358 0 0\n", + "11359 0 0\n", + "11360 0 0\n", + "11361 0 0\n", + "11362 0 0\n", + "11363 0 0\n", + "11364 0 0\n", + "11365 0 0\n", + "11366 0 0\n", + "11367 0 0\n", + "11368 0 0\n", + "11369 0 0\n", + "11370 0 0\n", + "11371 0 0\n", + "11372 0 0\n", + "11373 0 0\n", + "11374 0 0\n", + "11375 0 0\n", + "11376 0 0\n", + "11377 0 0\n", + "11378 0 0\n", + "11379 0 0\n", + "11380 0 0\n", + "11381 0 0\n", + "11382 0 0\n", + "11383 0 0\n", + "11384 0 0\n", + "\n", + "[11385 rows x 2 columns]\n", + "Whats your figure size, just enter one number no floats6\n", + "Want a legend True/FalseTrue\n", + "x label?Minutes\n", + "y label?Hiking/Hunting\n", + "Want a grid True/FalseTrue\n" + ] + }, + { + "data": { + "image/png": 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W3OFIStLERURE0ydaPkXw/juAwQFgpgGaf6+HYJotd1iS4d28REQqE3zhqVDSAoA+F8Q/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\nz8+H3W6XJUYiotgprEk0RSl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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "line_chart_test = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SGHHm0lzSNRwnTpzQq6++qqKiInV2dio3N1eSlJubq87OTklSR0eH8vPzQ9Pk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\npiNwAAAA0xE4AACA6f4/sBYM9PFyGT8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a, b = line_chart_test\n", + "a.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n y\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Automatically including weight because you want the average\n", + "Want hypothesis testing? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?Laundry\n", + "['weight', 'Laundry']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?housework\n", + "['weight', 'Laundry', 'housework']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "Want to graph your data? y/nn\n" + ] + } + ], + "source": [ + "bokeh_testing = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Bar(bokeh_testing, notebook=True).show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " \n", + " \n", + " \n", + "
\n", + " \n", + " BokehJS successfully loaded.\n", + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "output_notebook()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'parallel_coordinates' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mparallel_coordinates\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'gist_rainbow'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'parallel_coordinates' is not defined" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "parallel_coordinates(test, colormap='gist_rainbow')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "want the average? y/n n\n", + "Want your data cleaned? We drop zeros and nan. y/n y\n", + "Want standard Deviation? y/n n\n", + "Want hypothesis testing? y/n n\n", + "Are you going to use groupby? y/n n\n", + "household\n", + "weight\n", + "Age_of_youngest_child\n", + "Age\n", + "Gender\n", + "Notsure\n", + "PTDTRACE\n", + "PEHSPNON\n", + "GTMETSTA\n", + "labor_force_status\n", + "last_7_Days__more_then_one_job\n", + "full time or part time\n", + "student_status\n", + "allocation_flag\n", + "spouse_parter_in_house\n", + "employment_status_of_SO\n", + "weekly_earning_main_job\n", + "num_house_child\n", + "full/part_employ_SO\n", + "total_hours_worked_per_week\n", + "day_of_interview\n", + "flag_if_interviewday_was_holiday\n", + "totaltimespent_providing_eldercare\n", + "totaltimespend_childcare\n", + "sleeping\n", + "sleeplessness\n", + "washing,dressingandgroomingoneself\n", + "GroomingNEC\n", + "Health-relatedselfcare\n", + "selfcareNEC\n", + "Personal/Private_activities\n", + "InteriorCleaning\n", + "Laundry\n", + "Sewing,repairing&maintaintextiles\n", + "Storing/interioritems,food\n", + "housework\n", + "food/drinkprep\n", + "foodpresentation\n", + "kitchen/foodcleanup\n", + "food/drinkprep/present/clean\n", + "interiorarrange,decorate,repair\n", + "building/repair,furniture\n", + "healing/cooking\n", + "interiormaintenance,repairdecorate\n", + "exteriorcleaning\n", + "exteriorrepair,improve,decorate\n", + "exteriormaintenance,repair,decorateNEC\n", + "lawn,garden,houseplantcare\n", + "ponds,pools,hottubs\n", + "lawn/garden\n", + "animals/pets\n", + "walking/exercising/playingwithanimals\n", + "pet/animalcareNEC\n", + "vehiclerepair(byself)\n", + "vehiclesNEC\n", + "appliance,tool,toysetup,repair(byself)\n", + "appliances/toolsNEC\n", + "financialmanagement\n", + "household/personalorganize/planning\n", + "HH/personalmail/messages\n", + "hh/personal/email/messages\n", + "homesecurity\n", + "household,managementNEC\n", + "householdactivities\n", + "physicalcare,forhhchildren\n", + "reading_to_hh_children\n", + "playing_with_hh_children_not_sports\n", + "arts/crafts_children\n", + "playing_sports_hh_children\n", + "talking/listening_hh_children\n", + "organization/planning_for_hh_children\n", + "watching_hh_children\n", + "attending_hh_child_event\n", + "waiting_for/with_hh_children\n", + "pickingup/droppingoff_hh_children\n", + "caring/helping_hh_children\n", + "homework_hhchildren\n", + "meeting_school_conferences\n", + "homeschool_hh_children\n", + "activities,relatedto_hh_education\n", + "providing_medical_care_to_hh_child\n", + "obtaining_medical_care_hh_child\n", + "waiting_associated_hh_child_health\n", + "activities_related_childhealthNEC\n", + "physical_care_hh_adults\n", + "looking_after_hh_adult\n", + "medical_care_hh_adult\n", + "obtaining_medical_car_hh_adult\n", + "waiting_associated_caring_hh_adult\n", + "caring_hh_adults\n", + "helping_hh_adults\n", + "organization/planning_hh_adults\n", + "picking_up/dropping_off_hh_adult\n", + "waiting_associated_helping_hh_adults\n", + "helping_household_adultsNEC\n", + "caring_helping_hh_membersNEC\n", + "physical_car_nonhh_children\n", + "reading_to/with_nonhh_children\n", + "playing_nonhh_children_notsport\n", + "arts/crafts_nonhh_children\n", + "playing_sports_nonhh_children\n", + "talking/listening_nonhh_children\n", + "organization_planning_nonhh_children\n", + "looking_after_nonhh_children\n", + "attending_nonhh_children_event\n", + "waiting_for/with_nonhh_children\n", + "dropping_off/picking_up_nonhh_childrenNEC\n", + "caring_helping_nonhh_childrenNEC\n", + "homework_nonhh_children\n", + "activities_related_nonhh_educNEC\n", + "providing_medical_car_nonhh_children\n", + "obtaining_medicalcare_nonhh_children\n", + "physical_car_nonhh_adults\n", + "looking_after_nonhh_adult(primary activity)\n", + "providing_medical_car_to_nonhh_adult\n", + "obtaining_medical_car_services_nonhh_adult\n", + "waiting_associated_with_caring_nonhhadults\n", + "caring_for_nonhh_adultsNEC\n", + "housework,cooking_shopping,assistance_nonhh_adults\n", + "house_lawn_repair_assistance_nonhh_adults\n", + "animal/pet_care_assist_nonhh_adults\n", + "vehicle_appliance_maintenance/repair_assistance_nonhh_adults\n", + "financial_manage_assist_nonhh_adults\n", + "household_manage_paperwork_assistance_nonhh_adults\n", + "picking_up/dropping_off_nonhh_adult\n", + "associated_helping_nonhh_adults\n", + "nonhh_adultsNEC\n", + "work,mainjob\n", + "work,otherjob\n", + "security_procedures_related_work\n", + "waiting_associated_working\n", + "workingNEC\n", + "socializing,relaxing,leisure_part_of_job\n", + "eating/drinking_part_job\n", + "waiting_associated_with_work-related_activities\n", + "income-generating_hobbies/crafts/food\n", + "income-generating_performances\n", + "income-generating_rental_property_activities\n", + "income-generating_rental_property_activities\n", + "waiting_associated_other_income_generating_activities\n", + "other_income_generatingNEC\n", + "job_search_activites\n", + "job_interviewing\n", + "associated_job_search_interview\n", + "work/work-related_activitiesNEC\n", + "taking_class_dagree,certification,licensure\n", + "taking_class_personal_interest\n", + "waiting_associated_taking_classes\n", + "taking_classNEC\n", + "extracurricular_club_activities\n", + "extracurricular_music/performance_activities\n", + "education-related_extracurricular_actNEC\n", + "research/homework_class_degree,cert,licensure\n", + "research/homework_class_pers.interest\n", + "associated_research/homework\n", + "research/homeworkNEC\n", + "admin_activities_class_dagree/cert/licensure\n", + "admin_act_class_personal_interst\n", + "associated_w/admin.activites(education)\n", + "admin_educationNEC\n", + "educationNEC\n", + "grecery_shopping\n", + "purchasing_gas\n", + "purchasing_food\n", + "shopping,except_food/gas\n", + "associated_with_shopping\n", + "comparison_shopping\n", + "paid_childcare_services\n", + "banking\n", + "using_financial_services\n", + "waiting_associated_with/banking/financial_services\n", + "legal_services\n", + "health_car_services_outside_home\n", + "in-home_health_care_services\n", + "waiting_associated_medical_services\n", + "medical_services\n", + "personal_care_services\n", + "waiting_associated_w/personal_care_services\n", + "act_purchasing/selling_real_estate\n", + "waiting_associated_w/purchasing/selling_real_estate\n", + "veterinary_services\n", + "waiting_associated_vetinary_services\n", + "professional_personal_services\n", + "interior_cleaning_services\n", + "clothing_repair_cleaning_services\n", + "using_household_services\n", + "home_maint/repair/decor/construction\n", + "waiting_associated_w/home/repair/decor/constr\n", + "pet_services\n", + "associated_pet_services\n", + "using_pet_servicesNEC\n", + "lawn_garden_services\n", + "lawn_garden_servicesNEC\n", + "vehicle_maint_repair_services\n", + "waiting_associated_vehicle_main_repair\n", + "using_vehiclemaint/repair_svcs,NEC\n", + "household_servicesNEC\n", + "police_fire_services\n", + "social_services\n", + "obtaining_licenses/paying_fines_fees_taxes\n", + "using_government_servicesNEC\n", + "civic_obligations/participation\n", + "waiting_associated_using_government_services\n", + "security_procedures_rel_govt_svcs/civic_obligations\n", + "government_servicesNEC\n", + "eating/drinking\n", + "waiting_associated_w/eating_drinking\n", + "socializing_communicating\n", + "attending/hosting_parties/receptions/ceremonies\n", + "attending_meeting_personal_interst(not_volunteering)\n", + "attending/hosting_social_eventsNEC\n", + "relaxing,thinking\n", + "tobacco/drug_use\n", + "TV/movies(nonR)\n", + "TV(R)\n", + "listen_to_radio\n", + "listen_to/playing_music\n", + "playing_games\n", + "computer_use_leisure\n", + "arts/crafts_as_hobby\n", + "collecting_hobby\n", + "hobbies,except_arts/crafts_collecting\n", + "reading_personal_interest\n", + "writing_personal_interest\n", + "relaxing/leisureNEC\n", + "attending_performing_arts\n", + "attending_museums\n", + "attending_movies/film\n", + "attending_gambling_establishments\n", + "arts_entertainmentNEC\n", + "waiting_assoc.w/socializing_communicating\n", + "waiting_assoc.w/attending/hosting_social_events\n", + "waiting_assoc.w/_relaxing/leisure\n", + "waiting_assoc./w_arts/entertainment\n", + "waiting_assoc./w_socializingNEC\n", + "socializing/relaxing/leisureNEC\n", + "doing_aerobics\n", + "playing_baseball\n", + "playing_basketball\n", + "biking\n", + "playing_billiards\n", + "boating\n", + "bowling\n", + "climbing,spelunking,caving\n", + "dancing\n", + "participating_equestrian_sports\n", + "fishing\n", + "playing_football\n", + "golfing\n", + "doing_gymnastics\n", + "hiking\n", + "playing_hockey\n", + "hunting\n", + "participating_martial_arts\n", + "playing_racquet_sports\n", + "rollerblading\n", + "playing_rugby\n", + "running\n", + "skiing,ice_skating,snowboarding\n", + "playing_soccer\n", + "softball\n", + "using_cardiovascular_equipment\n", + "vehicle_touring/racing\n", + "playing_vollyball\n", + "walking\n", + "participating_water_sports\n", + "weightlifting/strength_training\n", + "working_out,unspecified\n", + "wrestling\n", + "doing_yoga\n", + "playing_sportsNEC\n", + "watching_baseball\n", + "watching_basketball\n", + "watching_biliards\n", + "watching_boating\n", + "watching_bowling\n", + "watching_equestrian_sports\n", + "watching_football\n", + "watching_gymnastics\n", + "watching_hockey\n", + "watching_racquet_sports\n", + "watching_rodeo_competitions\n", + "watching_rollerblading\n", + "watching_rugby\n", + "watching_running\n", + "watching_skiing,ice_skating,snowboarding\n", + "watching_soccer\n", + "watching_softball\n", + "watching_vehicle_touring/racing\n", + "watching_volleyball\n", + "watching_water_sports\n", + "watching_wrestling\n", + "attending_sporting_eventNEC\n", + "waiting_related_playing_sports_exercising\n", + "waiting_related_attending_sporting_events\n", + "sports,exercise,recrationNEC\n", + "attending_religous_services\n", + "participation_religous_practices\n", + "waiting_associated.w/religious&spiritual_activities\n", + "religious_education_act\n", + "religous_spirtual_actNEC\n", + "computer_use\n", + "organizing/preparing\n", + "reading\n", + "telephone_calls(except_hotline_counseling)\n", + "writing\n", + "fundraising\n", + "administrative&support_activeNEC\n", + "food_prep,presentation,clean-up\n", + "collecting&delivering_clothing&other_goods\n", + "providing_car\n", + "teaching,leading,counseling,mentoring\n", + "social_service&care_activitiesNEC\n", + "building_houses,wildlifesites&other_structures\n", + "indoor&outdoor_maintenance,repair&clean-up\n", + "indoor&outdoor_maintenance,building&clean-up_activities\n", + "performing\n", + "serving_volunteering_events&cultural_activities\n", + "participating_performance&cultural_activitiesNEC\n", + "attending_meetings,conferences,training\n", + "attending_meetings,conferences&trainingNEC\n", + "public_heatlh_activities\n", + "public_safety_activities\n", + "public_health_safety_activitiesNEC\n", + "waiting_associated_volunteer_activities\n", + "security_procedures_related_volunteer_act\n", + "volunteer_activitiesNEC\n", + "telephone_calls_to/from_family_members\n", + "telephone_calls_to/from_friends/neighbors/acquaintances\n", + "telephone_calls_to/from_education,services,providers\n", + "telephone_calls_to/from_salespeople\n", + "telephone_calls_to/from_professional/personal_care_svcs_providers\n", + "telephone_calls_to/from_household_services_providers\n", + "telephone_calls_to/from_paid_child/adult_car_providers\n", + "telephone_calls_to/from_government_officials\n", + "telephone_callsNEC\n", + "waiting_associated_with_telephone_calls\n", + "telephone_callsNEC\n", + "travel_related_personal_car\n", + "travel_related_personal_carNEC\n", + "travel_related_housework\n", + "travel_related_food/drink_prep/clean-up/presentation\n", + "travel_related_interior_maintenance/repair&decoration\n", + "travel_related_exterior_maintenance/repair/decoration\n", + "travel_related_lawn/garden/houseplantcare\n", + "travel_related_careAnimals/pets\n", + "travel_related_vehiclecare/maintenance(by_self)\n", + "travel_related_appliance/tool/toysetup/repair/maintance/(by_self)\n", + "travel_related_household_management\n", + "travel_related_to_household_act\n", + "travel_related_caring_helping_hhchildren\n", + "travel_related_hhchildrens_education\n", + "travel_related_hhchildrens_health\n", + "travel_related_caring_hhadults\n", + "travel_related_helping_hhadults\n", + "travel_related_caring/helping_nonhh_children\n", + "travel_related_nonhh_childrens_education\n", + "travel_related_nonhh_childrens_health\n", + "travel_related_caring_nonhh_adults\n", + "travel_related_helping_nonhh_adults\n", + "travel_related_working\n", + "travel_related_work-related_activities\n", + "travel_related_income-generating_activities\n", + "travel_related_job-search&interviewing\n", + "travel_related_workNEC\n", + "travel_related_taking_class\n", + "travel_related_extracurricular_activites(sports)\n", + "travel_related_research/homework\n", + "travel_related_registration/administrative_activities\n", + "travel_related_educationNEC\n", + "travel_related_grocery-shopping\n", + "travel_related_purchasing-gas\n", + "travel_related_purchasing-food\n", + "travel_related_shopping/exgroceries/food/gas\n", + "travel_related_consumer-purchasesNEC\n", + "travel_related_childcare_services\n", + "travel_related_financial_services/banking\n", + "travel_related_legal_services\n", + "travel_related_medical_services\n", + "travel_related_personal_care_services\n", + "travel_related_real_estateservices\n", + "travel_related_veterinary_services\n", + "travel_rel_using_prof.&personal_car_servicesNEC\n", + "travel_related_household_services\n", + "travel_related_home./repair/decor/construction\n", + "travel_related_pet_services(not_vet)\n", + "travel_related_lawn/garden-services\n", + "travel_related_vehicle/maintenance&repair-services\n", + "travel_related_household_servicesNEC\n", + "travel_related_government-services\n", + "travel_related_civic-oligations&participation\n", + "travel_rel.govtsvcs&civicobligationsNEC\n", + "travel_related_eating/drinking\n", + "travel_related_socializing/communicating\n", + "travel_related_hosting_socialevents\n", + "travel_related_relaxing/leisure\n", + "travel_related_arts/entertainment\n", + "travel_entertainment\n", + "travel_rel.socializing/relaxing&leisureNEC\n", + "travel_related_participating_sports/exercise/recreation\n", + "travel_related_attending_sporting/recration_events\n", + "travel_related_religious\n", + "travel_rel.religousNEC\n", + "travel_related_volunteering\n", + "travel_related_volunteer_activitiesNEC\n", + "travel_related_phone_calls\n", + "security_procedures_related_traveling\n", + "travelingNEC\n", + "insufficient_detail\n", + "missing_travel_or_destination\n", + "respondent_refused_provide_information\n", + "Gap/cant_remember\n", + "unable_to_code_activity_1st_tier\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?travel_related_personal_car\n", + "['travel_related_personal_car']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?computer_use\n", + "['travel_related_personal_car', 'computer_use']\n", + "Enter you column as appears above, type DONE when done, or CLEAR if you messup\n", + "What columns do you want?DONE\n", + "Want to graph your data? y/ny\n", + "What type of plot? bar or line (more to come)bar\n", + "['grayscale', 'bmh', 'fivethirtyeight', 'dark_background', 'ggplot']\n", + "What style plot? Type it correctly!ggplot\n", + "Your data sir travel_related_personal_car computer_use\n", + "6925 10 10\n", + "7899 10 30\n", + "Whats your figure size, just enter one number no floats8\n", + "Want a legend True/FalseTrue\n", + "Want to stack it? True/FalseFalse\n", + "x label?Travel(car)/Computer Use\n", + "y label?Minutes\n", + "Want a grid True/FalseTrue\n" + ] + }, + { + "data": { + "image/png": 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AAAKK16K9YcMGhYWFaezYsSoqKtLEiRM1cOBA9evXT3379vXWagEACFhei3a3bt3UrVs3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\nAAAYgmgDAGAIog0AgCGINgAAhvh/WxnQ24C933sAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test9 = datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "a, b = test9" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " travel_related_personal_car computer_use\n", + "6925 10 10\n", + "7899 10 30\n" + ] + } + ], + "source": [ + "print(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Axes(0.125,0.125;0.775x0.775)\n" + ] + } + ], + "source": [ + "print(b)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/PJ:BEKK:DICT/dictionary.csv b/PJ:BEKK:DICT/dictionary.csv new file mode 100644 index 0000000..4ac6528 --- /dev/null +++ b/PJ:BEKK:DICT/dictionary.csv @@ -0,0 +1,410 @@ +tucaseid,household +TUFINLWGT,weight +TRYHHCHILD,Age_of_youngest_child +TEAGE,Age +TESEX,Gender +PEEDUCA,Notsure +TELFS,labor_force_status +TEMJOT,last_7_Days__more_then_one_job +TRDPFTPT,fulltimeorparttime +TESCHENR,student_status +TESCHLVL,allocation_flag +TRSPPRES,spouse_parter_in_house +TESPEMPNOT,employment_status_of_SO +TRERNWA,weekly_earning_main_job +TRCHILDNUM,num_house_child +TRSPFTPT,full/part_employ_SO +TEHRUSLT,total_hours_worked_per_week +TUDIARYDAY,day_of_interview +TRHOLIDAY,flag_if_interviewday_was_holiday +TRTEC,totaltimespent_providing_eldercare +TRTHH,totaltimespend_childcare +t010101,sleeping +t010102,sleeplessness +t010201,washing,dressingandgroomingoneself +t010299,GroomingNEC +t010301,Health-relatedselfcare +t010399,selfcareNEC +t010401,Personal/Private_activities +t020101,InteriorCleaning +t020102,Laundry +t020103,Sewing,repairing&maintaintextiles +t020104,Storing/interioritems,food +t020199,housework +t020201,food/drinkprep +t020202,foodpresentation +t020203,kitchen/foodcleanup +t020299,food/drinkprep/present/clean +t020301,interiorarrange,decorate,repair +t020302,building/repair,furniture +t020303,healing/cooking +t020399,interiormaintenance,repairdecorate +t020401,exteriorcleaning +t020402,exteriorrepair,improve,decorate +t020499,exteriormaintenance,repair,decorateNEC +t020501,lawn,garden,houseplantcare +t020502,ponds,pools,hottubs +t020599,lawn/garden +t020601,animals/pets +t020602,walking/exercising/playingwithanimals +t020699,pet/animalcareNEC +t020701,vehiclerepair(byself) +t020799,vehiclesNEC +t020801,appliance,tool,toysetup,repair(byself) +t020899,appliances/toolsNEC +t020901,financialmanagement +t020902,household/personalorganize/planning +t020903,HH/personalmail/messages +t020904,hh/personal/email/messages +t020905,homesecurity +t020999,household,managementNEC +t029999,householdactivities +t030101,physicalcare,forhhchildren +t030102,reading_to_hh_children +t030103,playing_with_hh_children_not_sports +t030104,arts/crafts_children +t030105,playing_sports_hh_children +t030106,talking/listening_hh_children +t030108,organization/planning_for_hh_children +t030109,watching_hh_children +t030110,attending_hh_child_event +t030111,waiting_for/with_hh_children +t030112,pickingup/droppingoff_hh_children +t030199,caring/helping_hh_children +t030201,homework_hhchildren +t030202,meeting_school_conferences +t030203,homeschool_hh_children +t030299,activities,relatedto_hh_education +t030301,providing_medical_care_to_hh_child +t030302,obtaining_medical_care_hh_child +t030303,waiting_associated_hh_child_health +t030399,activities_related_childhealthNEC +t030401,physical_care_hh_adults +t030402,looking_after_hh_adult +t030403,medical_care_hh_adult +t030404,obtaining_medical_car_hh_adult +t030405,waiting_associated_caring_hh_adult +t030499,caring_hh_adults +t030501,helping_hh_adults +t030502,organization/planning_hh_adults +t030503,picking_up/dropping_off_hh_adult +t030504,waiting_associated_helping_hh_adults +t030599,helping_household_adultsNEC +t039999,caring_helping_hh_membersNEC +t040101,physical_car_nonhh_children +t040102,reading_to/with_nonhh_children +t040103,playing_nonhh_children_notsport +t040104,arts/crafts_nonhh_children +t040105,playing_sports_nonhh_children +t040106,talking/listening_nonhh_children +t040108,organization_planning_nonhh_children +t040109,looking_after_nonhh_children +t040110,attending_nonhh_children_event +t040111,waiting_for/with_nonhh_children +t040112,dropping_off/picking_up_nonhh_childrenNEC +t040199,caring_helping_nonhh_childrenNEC +t040201,homework_nonhh_children +t040299,activities_related_nonhh_educNEC +t040301,providing_medical_car_nonhh_children +t040302,obtaining_medicalcare_nonhh_children +t040401,physical_car_nonhh_adults +t040402,looking_after_nonhh_adult(primaryactivity) +t040403,providing_medical_car_to_nonhh_adult +t040404,obtaining_medical_car_services_nonhh_adult +t040405,waiting_associated_with_caring_nonhhadults +t040499,caring_for_nonhh_adultsNEC +t040501,housework,cooking_shopping,assistance_nonhh_adults +t040502,house_lawn_repair_assistance_nonhh_adults +t040503,animal/pet_care_assist_nonhh_adults +t040504,vehicle_appliance_maintenance/repair_assistance_nonhh_adults +t040505,financial_manage_assist_nonhh_adults +t040506,household_manage_paperwork_assistance_nonhh_adults +t040507,picking_up/dropping_off_nonhh_adult +t040508,associated_helping_nonhh_adults +t040599,nonhh_adultsNEC +t050101,work,mainjob +t050102,work,otherjob +t050103,security_procedures_related_work +t050104,waiting_associated_working +t050199,workingNEC +t050201,socializing,relaxing,leisure_part_of_job +t050202,eating/drinking_part_job +t050205,waiting_associated_with_work-related_activities +t050301,income-generating_hobbies/crafts/food +t050302,income-generating_performances +t050303,income-generating_rental_property_activities +t050304,income-generating_rental_property_activities +t050305,waiting_associated_other_income_generating_activities +t050399,other_income_generatingNEC +t050401,job_search_activites +t050403,job_interviewing +t050404,associated_job_search_interview +t059999,work/work-related_activitiesNEC +t060101,taking_class_dagree,certification,licensure +t060102,taking_class_personal_interest +t060103,waiting_associated_taking_classes +t060199,taking_classNEC +t060201,extracurricular_club_activities +t060202,extracurricular_music/performance_activities +t060299,education-related_extracurricular_actNEC +t060301,research/homework_class_degree,cert,licensure +t060302,research/homework_class_pers.interest +t060303,associated_research/homework +t060399,research/homeworkNEC +t060401,admin_activities_class_dagree/cert/licensure +t060402,admin_act_class_personal_interst +t060403,associated_w/admin.activites(education) +t060499,admin_educationNEC +t069999,educationNEC +t070101,grecery_shopping +t070102,purchasing_gas +t070103,purchasing_food +t070104,shopping,except_food/gas +t070105,associated_with_shopping +t070201,comparison_shopping +t080101,paid_childcare_services +t080201,banking +t080202,using_financial_services +t080203,waiting_associated_with/banking/financial_services +t080301,legal_services +t080401,health_car_services_outside_home +t080402,in-home_health_care_services +t080403,waiting_associated_medical_services +t080499,medical_services +t080501,personal_care_services +t080502,waiting_associated_w/personal_care_services +t080601,act_purchasing/selling_real_estate +t080602,waiting_associated_w/purchasing/selling_real_estate +t080701,veterinary_services +t080702,waiting_associated_vetinary_services +t089999,professional_personal_services +t090101,interior_cleaning_services +t090103,clothing_repair_cleaning_services +t090199,using_household_services +t090201,home_maint/repair/decor/construction +t090202,waiting_associated_w/home/repair/decor/constr +t090301,pet_services +t090302,associated_pet_services +t090399,using_pet_servicesNEC +t090401,lawn_garden_services +t090499,lawn_garden_servicesNEC +t090501,vehicle_maint_repair_services +t090502,waiting_associated_vehicle_main_repair +t090599,using_vehiclemaint/repair_svcs,NEC +t099999,household_servicesNEC +t100101,police_fire_services +t100102,social_services +t100103,obtaining_licenses/paying_fines_fees_taxes +t100199,using_government_servicesNEC +t100201,civic_obligations/participation +t100304,waiting_associated_using_government_services +t100499,security_procedures_rel_govt_svcs/civic_obligations +t109999,government_servicesNEC +t110101,eating/drinking +t110201,waiting_associated_w/eating_drinking +t120101,socializing_communicating +t120201,attending/hosting_parties/receptions/ceremonies +t120202,attending_meeting_personal_interst(not_volunteering) +t120299,attending/hosting_social_eventsNEC +t120301,relaxing,thinking +t120302,tobacco/drug_use +t120303,TV/movies(nonR) +t120304,TV(R) +t120305,listen_to_radio +t120306,listen_to/playing_music +t120307,playing_games +t120308,computer_use_leisure +t120309,arts/crafts_as_hobby +t120310,collecting_hobby +t120311,hobbies,except_arts/crafts_collecting +t120312,reading_personal_interest +t120313,writing_personal_interest +t120399,relaxing/leisureNEC +t120401,attending_performing_arts +t120402,attending_museums +t120403,attending_movies/film +t120404,attending_gambling_establishments +t120499,arts_entertainmentNEC +t120501,waiting_assoc.w/socializing_communicating +t120502,waiting_assoc.w/attending/hosting_social_events +t120503,waiting_assoc.w/_relaxing/leisure +t120504,waiting_assoc./w_arts/entertainment +t120599,waiting_assoc./w_socializingNEC +t129999,socializing/relaxing/leisureNEC +t130101,doing_aerobics +t130102,playing_baseball +t130103,playing_basketball +t130104,biking +t130105,playing_billiards +t130106,boating +t130107,bowling +t130108,climbing,spelunking,caving +t130109,dancing +t130110,participating_equestrian_sports +t130112,fishing +t130113,playing_football +t130114,golfing +t130115,doing_gymnastics +t130116,hiking +t130117,playing_hockey +t130118,hunting +t130119,participating_martial_arts +t130120,playing_racquet_sports +t130122,rollerblading +t130123,playing_rugby +t130124,running +t130125,skiing,ice_skating,snowboarding +t130126,playing_soccer +t130127,softball +t130128,using_cardiovascular_equipment +t130129,vehicle_touring/racing +t130130,playing_vollyball +t130131,walking +t130132,participating_water_sports +t130133,weightlifting/strength_training +t130134,working_out,unspecified +t130135,wrestling +t130136,doing_yoga +t130199,playing_sportsNEC +t130202,watching_baseball +t130203,watching_basketball +t130205,watching_biliards +t130206,watching_boating +t130207,watching_bowling +t130210,watching_equestrian_sports +t130213,watching_football +t130215,watching_gymnastics +t130216,watching_hockey +t130218,watching_racquet_sports +t130219,watching_rodeo_competitions +t130220,watching_rollerblading +t130221,watching_rugby +t130222,watching_running +t130223,watching_skiing,ice_skating,snowboarding +t130224,watching_soccer +t130225,watching_softball +t130226,watching_vehicle_touring/racing +t130227,watching_volleyball +t130229,watching_water_sports +t130232,watching_wrestling +t130299,attending_sporting_eventNEC +t130301,waiting_related_playing_sports_exercising +t130302,waiting_related_attending_sporting_events +t139999,sports,exercise,recrationNEC +t140101,attending_religous_services +t140102,participation_religous_practices +t140103,waiting_associated.w/religious&spiritual_activities +t140105,religious_education_act +t149999,religous_spirtual_actNEC +t150101,computer_use +t150102,organizing/preparing +t150103,reading +t150104,telephone_calls(except_hotline_counseling) +t150105,writing +t150106,fundraising +t150199,administrative&support_activeNEC +t150201,food_prep,presentation,clean-up +t150202,collecting&delivering_clothing&other_goods +t150203,providing_car +t150204,teaching,leading,counseling,mentoring +t150299,social_service&care_activitiesNEC +t150301,building_houses,wildlifesites&other_structures +t150302,indoor&outdoor_maintenance,repair&clean-up +t150399,indoor&outdoor_maintenance,building&clean-up_activities +t150401,performing +t150402,serving_volunteering_events&cultural_activities +t150499,participating_performance&cultural_activitiesNEC +t150501,attending_meetings,conferences,training +t150599,attending_meetings,conferences&trainingNEC +t150601,public_heatlh_activities +t150602,public_safety_activities +t150699,public_health_safety_activitiesNEC +t150701,waiting_associated_volunteer_activities +t150801,security_procedures_related_volunteer_act +t159999,volunteer_activitiesNEC +t160101,telephone_calls_to/from_family_members +t160102,telephone_calls_to/from_friends/neighbors/acquaintances +t160103,telephone_calls_to/from_education,services,providers +t160104,telephone_calls_to/from_salespeople +t160105,telephone_calls_to/from_professional/personal_care_svcs_providers +t160106,telephone_calls_to/from_household_services_providers +t160107,telephone_calls_to/from_paid_child/adult_car_providers +t160108,telephone_calls_to/from_government_officials +t160199,telephone_callsNEC +t160201,waiting_associated_with_telephone_calls +t169999,telephone_callsNEC +t180101,travel_related_personal_car +t180199,travel_related_personal_carNEC +t180201,travel_related_housework +t180202,travel_related_food/drink_prep/clean-up/presentation +t180203,travel_related_interior_maintenance/repair&decoration +t180204,travel_related_exterior_maintenance/repair/decoration +t180205,travel_related_lawn/garden/houseplantcare +t180206,travel_related_careAnimals/pets +t180207,travel_related_vehiclecare/maintenance(by_self) +t180208,travel_related_appliance/tool/toysetup/repair/maintance/(by_self) +t180209,travel_related_household_management +t180299,travel_related_to_household_act +t180301,travel_related_caring_helping_hhchildren +t180302,travel_related_hhchildrens_education +t180303,travel_related_hhchildrens_health +t180304,travel_related_caring_hhadults +t180305,travel_related_helping_hhadults +t180401,travel_related_caring/helping_nonhh_children +t180402,travel_related_nonhh_childrens_education +t180403,travel_related_nonhh_childrens_health +t180404,travel_related_caring_nonhh_adults +t180405,travel_related_helping_nonhh_adults +t180501,travel_related_working +t180502,travel_related_work-related_activities +t180503,travel_related_income-generating_activities +t180504,travel_related_job-search&interviewing +t180599,travel_related_workNEC +t180601,travel_related_taking_class +t180602,travel_related_extracurricular_activites(sports) +t180603,travel_related_research/homework +t180604,travel_related_registration/administrative_activities +t180699,travel_related_educationNEC +t180701,travel_related_grocery-shopping +t180702,travel_related_purchasing-gas +t180703,travel_related_purchasing-food +t180704,travel_related_shopping/exgroceries/food/gas +t180799,travel_related_consumer-purchasesNEC +t180801,travel_related_childcare_services +t180802,travel_related_financial_services/banking +t180803,travel_related_legal_services +t180804,travel_related_medical_services +t180805,travel_related_personal_care_services +t180806,travel_related_real_estateservices +t180807,travel_related_veterinary_services +t180899,travel_rel_using_prof.&personal_car_servicesNEC +t180901,travel_related_household_services +t180902,travel_related_home./repair/decor/construction +t180903,travel_related_pet_services(not_vet) +t180904,travel_related_lawn/garden-services +t180905,travel_related_vehicle/maintenance&repair-services +t180999,travel_related_household_servicesNEC +t181001,travel_related_government-services +t181002,travel_related_civic-oligations&participation +t181099,travel_rel.govtsvcs&civicobligationsNEC +t181101,travel_related_eating/drinking +t181201,travel_related_socializing/communicating +t181202,travel_related_hosting_socialevents +t181203,travel_related_relaxing/leisure +t181204,travel_related_arts/entertainment +t181205,travel_entertainment +t181299,travel_rel.socializing/relaxing&leisureNEC +t181301,travel_related_participating_sports/exercise/recreation +t181302,travel_related_attending_sporting/recration_events +t181401,travel_related_religious +t181499,travel_rel.religousNEC +t181501,travel_related_volunteering +t181599,travel_related_volunteer_activitiesNEC +t181601,travel_related_phone_calls +t181801,security_procedures_related_traveling +t189999,travelingNEC +t500101,insufficient_detail +t500103,missing_travel_or_destination +t500105,respondent_refused_provide_information +t500106,Gap/cant_remember +t500107,unable_to_code_activity_1st_tier' diff --git a/README.md b/README.md index 88b27af..a24416f 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,5 @@ +After manually creating and analyzing graphs based of the data, I created a program to let me clean and format the data easily and then automatically graph it. + # American Time Use Analysis ## Description diff --git a/Starting Point.ipynb b/Starting Point.ipynb index 2e6fffc..d30421a 100644 --- a/Starting Point.ipynb +++ b/Starting Point.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 27, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -76,7 +76,7 @@ " dtype='object', length=413)" ] }, - "execution_count": 31, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -288,7 +288,7 @@ "[5 rows x 413 columns]" ] }, - "execution_count": 32, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -311,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -335,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -359,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -439,7 +439,7 @@ "6 5671341.270490 244" ] }, - "execution_count": 37, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -452,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -463,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -525,7 +525,7 @@ "6 5671341.270490 244 1.383807e+09" ] }, - "execution_count": 39, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -536,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -547,7 +547,7 @@ "211.67427866070051" ] }, - "execution_count": 40, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -559,7 +559,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -570,7 +570,7 @@ "190.25402840855642" ] }, - "execution_count": 41, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -582,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -598,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -609,7 +609,7 @@ "8.7508537061809992" ] }, - "execution_count": 43, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -622,7 +622,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -636,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -647,7 +647,7 @@ "['t010101', 't010102']" ] }, - "execution_count": 45, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -677,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -686,7 +686,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/clinton/src/github.com/tiyd-python-2015-05/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n", + "/Users/BekkBlando/asd/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -699,7 +699,7 @@ "8.750853706181001" ] }, - "execution_count": 47, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -710,7 +710,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -719,7 +719,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/clinton/src/github.com/tiyd-python-2015-05/atus-analysis/.direnv/python-3.4.3/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n", + "/Users/BekkBlando/asd/lib/python3.4/site-packages/IPython/kernel/__main__.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -732,7 +732,7 @@ "9.5541911543273592" ] }, - "execution_count": 48, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -743,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -813,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -825,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -848,7 +848,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -902,7 +902,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1089,7 +1089,7 @@ "[5 rows x 175 columns]" ] }, - "execution_count": 56, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1100,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1294,7 +1294,7 @@ "[5 rows x 31 columns]" ] }, - "execution_count": 57, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1305,7 +1305,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1329,7 +1329,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1391,7 +1391,7 @@ "4 20130101130004 5 0" ] }, - "execution_count": 59, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1402,7 +1402,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1417,7 +1417,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1433,7 +1433,7 @@ "dtype: object" ] }, - "execution_count": 61, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1444,9 +1444,10 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 36, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": true }, "outputs": [ { @@ -1516,7 +1517,7 @@ "Name: TELFS, dtype: object" ] }, - "execution_count": 63, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1525,6 +1526,413 @@ "summary.TELFS.map(telfs)" ] }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "working = summary[[\"t120303\",\"t120308\",\"t120101\",\"t120301\"]]\n", + "working.columns = [\"Watching_TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Relax and Think': 17.827459228425081, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343, 'Computer For Leasure': 12.540250054915514}\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kTIvAGQFX1syuxZnFXiqpJ6xit2Mg6+A7LPQqpF3FS0wHFpnxsne9ArDYjKUJ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\ndM/Pjz9v1GTH9Zv1BPgiLeX/oqAABVz5ovpP5g+9BPE8jmvRwnwWIEg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/S/ohcBewAvgT8D/AhsB0SSeTvkGObKrFZm1S7D2alUWzQytExPnA+VWLlwIH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\nOQdyM7OScyA3Myu5/w9SZbI9VmrbQwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "working.plot()\n", + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343, 'Video Games': 13.41856801229944}\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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l5J4Avgbs29dVJgM0A5hGquHakFIpunHANyLiscKqq/J75Ajgm83K6EXEryXt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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'),\"Video Games\":average_minutes(summary, '120307'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "working\n", + "def aboveaverage(tv):\n", + " if tv > 165.9:\n", + " return tv\n", + " else:\n", + " return None\n", + "#aboveaveragetv = working['Watching_TV'].apply(aboveaverage)\n", + "#print(aboveaveragetv.head())\n", + "#working = pd.merge(working, aboveaveragetv.to_frame(), right_index=True, left_index=True)\n", + "working = working.dropna()\n", + "#print(working.head())\n", + "#working = working[[\"Watching_TV_x\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]]\n", + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "\n", + "#print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\", figsize=(7,7))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([], dtype=object)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fun = summary[activity_columns(summary, '1203')]\n", + "d = {\"Relax/Think\" :average_minutes(summary, '120301'), \"Tobacco_And_Drugs\" :average_minutes(summary, '120302'), \"TV/Movie(NoNR)\": average_minutes(summary, '120303'), \"TV/Movie(R)\": average_minutes(summary, '120304'), \"Listen_Radio\": average_minutes(summary, '120305'), \"Listen/PlayMusic\": average_minutes(summary, '120306'),\"Playing_Games\": average_minutes(summary, '120307'),\"Computer Leisure\": average_minutes(summary, '120308'),\"ArtsCrafts\": average_minutes(summary, '120309'),\"Collecting\": average_minutes(summary, '120310'),\"Other Hobbies\": average_minutes(summary, '120311'),\"Reading\": average_minutes(summary, '120312'),\"Writing\": average_minutes(summary, '120313'),\"Other\": average_minutes(summary, '120399')}\n", + "fullfun = pd.DataFrame(d, range(1))\n", + "#fullfun.plot(kind='pie', subplots=True, figsize=(90, 10))\n", + "stackfull = fullfun.stack()\n", + "stackfull.plot(\"pie\", subplots=True, figsize=(10, 10), fontsize=.000000001, legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n", + "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n", + "\"TRDPFTPT\": \"full time or part time\", \"TESCHENR\": \"student_status\", \"TESCHLVL\": \"allocation_flag\", \"TRSPPRES\": \"spouse_parter_in_house\",\n", + "\"TESPEMPNOT\":\"employment_status_of_SO\", \"TRERNWA\": \"weekly_earning_main_job\", \"TRCHILDNUM\": \"num_house_child\", \"TRSPFTPT\": \"full/part_employ_SO\",\n", + "\"TEHRUSLT\": \"total_hours_worked_per_week\", \"TUDIARYDAY\":\"day_of_interview\", \"TRHOLIDAY\": \"flag_if_interviewday_was_holiday\",\n", + "\"TRTEC\": \"totaltimespent_providing_eldercare\", \"TRTHH\": \"totaltimespend_childcare\", 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299': \n", + "'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': \"selfcareNEC\", 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture', \n", + "'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501':\n", + "'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701':\n", + "'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children',\n", + "'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301':\n", + "'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC',\n", + "'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults',\n", + "'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest',\n", + "'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':\"extracurricular_club_activities\", 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping',\n", + "'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services',\n", + "'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services',\n", + "'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC', \n", + "'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC',\n", + "'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC', \n", + "'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':\"rollerblading\", 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball', \n", + "'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices', \n", + "\n", + " 't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC',\n", + " 't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing', \n", + " 't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',\n", + "\n", + " 't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'\n", + ",'t160199':\"telephone_callsNEC\", 't160201':'waiting_associated_with_telephone_calls', \n", + " 't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',\n", + " 't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',\n", + "'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }\n", + ".rename(index=None, columns=key, **kwargs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def average_minutes(data, activity_name):\n", + " #print(data)\n", + " activity_col = activity_name\n", + " data = data[[\"weight\", activity_col]]\n", + " print(data)\n", + " data = data.rename(columns={activity_col: \"minutes\"})\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / data.weight.sum()\n", + "\n", + "def get_input(dataset):\n", + " done = False\n", + " avg = input(\"want the average? y/n\")\n", + " clean = input(\"Want your data cleaned? We drop zeros and nan. y/n\")\n", + " columns=[]\n", + " if avg == \"y\":\n", + " print(\"Automatically including weight and household because you want the average\")\n", + " columns.append('weight')\n", + " for item in dataset.columns.tolist():\n", + " print(item)\n", + " while done == False:\n", + " print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n", + " column = input(\"What columns do you want?\")\n", + " if column=='DONE':\n", + " done=True\n", + " break\n", + " if column=='CLEAR':\n", + " columns=[]\n", + " columns.append(column)\n", + " print(columns)\n", + " return(avg,clean,columns)\n", + "\n", + "def querys(datawork, query):\n", + " return datawork[query]\n", + "\n", + "def datasets(dataset, query=None):\n", + " avg,clean,columns = get_input(dataset)\n", + " # print(avg,clean,columns)\n", + " data = dataset[columns]\n", + " if query is not None:\n", + " data = querys(data, query)\n", + " data.describe()\n", + " if avg == 'y':\n", + " newdataframe = {}\n", + " for item in data.columns.tolist():\n", + " if item == \"weight\":\n", + " pass\n", + " else:\n", + " # print(data.columns.tolist())\n", + " newdataframe[item] = [average_minutes(data, item)]\n", + " data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n", + " if clean == 'y':\n", + " for item in data.columns.tolist():\n", + " if item == \"weight\":\n", + " pass\n", + " else:\n", + " data = data[data[item] > 0]\n", + " print(data)\n", + " return data\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'test' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0maverage_minutes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Age'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'test' is not defined" + ] + } + ], + "source": [ + "average_minutes(test, 'Age')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'test' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0magequery\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAge\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m18\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mnewdataiset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'test' is not defined" + ] + } + ], + "source": [ + "agequery = test.Age < 18\n", + "newdataiset = datasets(test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " reading writing\n", + "0 0.056513 0.037453" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "newdataiset#.stack().plot(\"pie\", subplots=True, figsize=(10, 10), legend=True, fontsize=10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/activity_codes.pdf b/activity_codes.pdf new file mode 100644 index 0000000..d027876 Binary files /dev/null and b/activity_codes.pdf differ diff --git a/atus.ipynb b/atus.ipynb new file mode 100644 index 0000000..ac54ab7 --- /dev/null +++ b/atus.ipynb @@ -0,0 +1,802 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import re" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The goal of this ipython notebook is to learn how to do basic data analysis and how to make the data analysis and cleaning of data more efficent" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 11385 entries, 0 to 11384\n", + "Columns: 413 entries, tucaseid to t500107\n", + "dtypes: float64(1), int64(412)\n", + "memory usage: 36.0 MB\n" + ] + } + ], + "source": [ + "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n", + "summary.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "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()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "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)]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "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()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "respondents = pd.read_csv(\"atusdata/atusresp_2013/atusresp_2013.dat\")\n", + "activities = pd.read_csv(\"atusdata/atusact_2013/atusact_2013.dat\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "working = summary[[\"t120303\",\"t120308\",\"t120101\",\"t120301\"]]\n", + "working.columns = [\"Watching_TV\", \"Computer For Leasure\", \"Social for Fun\", \"Relax and Think\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Social For Fun': 39.000540094889423, 'Computer For Leasure': 12.540250054915514, 'Relax and Think': 17.827459228425081, 'Watching TV AVG': 165.97119226232343}\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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SC1OWkfelf9lznKehn0JtN2UYYdM2HYLEvsBuZsGmf11bL2EcrIhpuqqGxA7V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\nBRdA3yWJ0+ZhrM2MjXN6pGJjMJo+nVnDhzcqDcW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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "working.plot()\n", + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Watching TV seems to be the most common form of entertainment, lets put the data in a few mediums and see if this holds true" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'Relax and Think': 17.827459228425081, 'Computer For Leasure': 12.540250054915514, 'Video Games': 13.41856801229944, 'Social For Fun': 39.000540094889423, 'Watching TV AVG': 165.97119226232343}\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'),\"Video Games\":average_minutes(summary, '120307'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "working\n", + "def aboveaverage(tv):\n", + " if tv > 165.9:\n", + " return tv\n", + " else:\n", + " return None\n", + "working = working.dropna()\n", + "d = {\"Watching TV AVG\" :average_minutes(summary, '120303'), \"Computer For Leasure\" :average_minutes(summary, '120308'), \"Social For Fun\": average_minutes(summary, '120101'), \"Relax and Think\": average_minutes(summary, '120301')}\n", + "\n", + "#print(d)\n", + "avgfun = pd.DataFrame(d, range(1))\n", + "avgfun.plot(kind=\"bar\", figsize=(7,7))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([], dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LNey+nTCYfjbhrrx7YucoAC4hXO/XhMHb6ekN1l5zlITtB5xJmJ7vLWBbgOhD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\n6aUpQk1hEhEpiZkzY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fun = summary[activity_columns(summary, '1203')]\n", + "d = {\"Relax/Think\" :average_minutes(summary, '120301'), \"Tobacco_And_Drugs\" :average_minutes(summary, '120302'), \"TV/Movie(NoNR)\": average_minutes(summary, '120303'), \"TV/Movie(R)\": average_minutes(summary, '120304'), \"Listen_Radio\": average_minutes(summary, '120305'), \"Listen/PlayMusic\": average_minutes(summary, '120306'),\"Playing_Games\": average_minutes(summary, '120307'),\"Computer Leisure\": average_minutes(summary, '120308'),\"ArtsCrafts\": average_minutes(summary, '120309'),\"Collecting\": average_minutes(summary, '120310'),\"Other Hobbies\": average_minutes(summary, '120311'),\"Reading\": average_minutes(summary, '120312'),\"Writing\": average_minutes(summary, '120313'),\"Other\": average_minutes(summary, '120399')}\n", + "fullfun = pd.DataFrame(d, range(1))\n", + "stackfull = fullfun.stack()\n", + "stackfull.plot(\"pie\", subplots=True, figsize=(10, 10), fontsize=.000000001, legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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householdweightAge_of_youngest_childAgeGenderNotsurePTDTRACEPEHSPNONGTMETSTAlabor_force_status...travel_related_volunteeringtravel_related_volunteer_activitiesNECtravel_related_phone_callssecurity_procedures_related_travelingtravelingNECinsufficient_detailmissing_travel_or_destinationrespondent_refused_provide_informationGap/cant_rememberunable_to_code_activity_1st_tier
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22013010113012310377056.507734-1472401214...25000000000
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5 rows × 413 columns

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" + ], + "text/plain": [ + " household weight Age_of_youngest_child Age Gender \\\n", + "0 20130101130004 11899905.662034 12 22 2 \n", + "1 20130101130112 4447638.009513 1 39 1 \n", + "2 20130101130123 10377056.507734 -1 47 2 \n", + "3 20130101130611 7731257.992805 -1 50 2 \n", + "4 20130101130616 4725269.227067 -1 45 2 \n", + "\n", + " Notsure PTDTRACE PEHSPNON GTMETSTA labor_force_status \\\n", + "0 40 8 2 1 5 \n", + "1 43 1 2 1 1 \n", + "2 40 1 2 1 4 \n", + "3 40 1 1 1 1 \n", + "4 40 2 2 1 1 \n", + "\n", + " ... travel_related_volunteering \\\n", + "0 ... 0 \n", + "1 ... 0 \n", + "2 ... 25 \n", + "3 ... 0 \n", + "4 ... 0 \n", + "\n", + " travel_related_volunteer_activitiesNEC travel_related_phone_calls \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " security_procedures_related_traveling travelingNEC insufficient_detail \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "\n", + " missing_travel_or_destination respondent_refused_provide_information \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " Gap/cant_remember unable_to_code_activity_1st_tier \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + "[5 rows x 413 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "key = {\"tucaseid\": 'household', \"TUFINLWGT\": \"weight\", 'TRYHHCHILD': \"Age_of_youngest_child\", \"TEAGE\": \"Age\",\n", + "\"TESEX\": \"Gender\",\"PEEDUCA\": \"Notsure\", \"TELFS\": \"labor_force_status\", \"TEMJOT\": \"last_7_Days__more_then_one_job\",\n", + "\"TRDPFTPT\": \"full time or part time\", \"TESCHENR\": \"student_status\", \"TESCHLVL\": \"allocation_flag\", \"TRSPPRES\": \"spouse_parter_in_house\",\n", + "\"TESPEMPNOT\":\"employment_status_of_SO\", \"TRERNWA\": \"weekly_earning_main_job\", \"TRCHILDNUM\": \"num_house_child\", \"TRSPFTPT\": \"full/part_employ_SO\",\n", + "\"TEHRUSLT\": \"total_hours_worked_per_week\", \"TUDIARYDAY\":\"day_of_interview\", \"TRHOLIDAY\": \"flag_if_interviewday_was_holiday\",\n", + "\"TRTEC\": \"totaltimespent_providing_eldercare\", \"TRTHH\": \"totaltimespend_childcare\", 't010101': 'sleeping', 't010102': 'sleeplessness', 't010201': 'washing,dressingandgroomingoneself', 't010299': \n", + "'GroomingNEC' , 't010301' : 'Health-relatedselfcare', 't010399': \"selfcareNEC\", 't010401':'Personal/Private_activities', 't020101':'InteriorCleaning', 't020102':'Laundry', 't020103':'Sewing,repairing&maintaintextiles', 't020104':'Storing/interioritems,food', 't020199':'housework', 't020201':'food/drinkprep', 't020202':'foodpresentation', 't020203':'kitchen/foodcleanup', 't020299':'food/drinkprep/present/clean', 't020301':'interiorarrange,decorate,repair', 't020302':'building/repair,furniture', \n", + "'t020303':'healing/cooking', 't020399':'interiormaintenance,repairdecorate', 't020401':'exteriorcleaning', 't020402':'exteriorrepair,improve,decorate', 't020499':'exteriormaintenance,repair,decorateNEC', 't020501':\n", + "'lawn,garden,houseplantcare', 't020502':'ponds,pools,hottubs', 't020599':'lawn/garden', 't020601':'animals/pets', 't020602':'walking/exercising/playingwithanimals', 't020699':'pet/animalcareNEC', 't020701':\n", + "'vehiclerepair(byself)', 't020799':'vehiclesNEC', 't020801':'appliance,tool,toysetup,repair(byself)', 't020899':'appliances/toolsNEC', 't020901':'financialmanagement', 't020902':'household/personalorganize/planning', 't020903':'HH/personalmail/messages', 't020904':'hh/personal/email/messages', 't020905':'homesecurity', 't020999':'household,managementNEC', 't029999':'householdactivities', 't030101':'physicalcare,forhhchildren', 't030102':'reading_to_hh_children', 't030103':'playing_with_hh_children_not_sports', 't030104':'arts/crafts_children', 't030105':'playing_sports_hh_children', 't030106':'talking/listening_hh_children', 't030108':'organization/planning_for_hh_children', 't030109':'watching_hh_children', 't030110':'attending_hh_child_event', 't030111':'waiting_for/with_hh_children', 't030112':'pickingup/droppingoff_hh_children',\n", + "'t030199':'caring/helping_hh_children', 't030201':'homework_hhchildren', 't030202':'meeting_school_conferences', 't030203':'homeschool_hh_children', 't030299':'activities,relatedto_hh_education', 't030301':\n", + "'providing_medical_care_to_hh_child', 't030302':'obtaining_medical_care_hh_child', 't030303':'waiting_associated_hh_child_health', 't030399':'activities_related_childhealthNEC', 't030401':'physical_care_hh_adults', 't030402':'looking_after_hh_adult', 't030403':'medical_care_hh_adult', 't030404':'obtaining_medical_car_hh_adult', 't030405':'waiting_associated_caring_hh_adult', 't030499':'caring_hh_adults', 't030501':'helping_hh_adults', 't030502':'organization/planning_hh_adults', 't030503':'picking_up/dropping_off_hh_adult', 't030504':'waiting_associated_helping_hh_adults', 't030599':'helping_household_adultsNEC', 't039999':'caring_helping_hh_membersNEC', 't040101':'physical_car_nonhh_children', 't040102':'reading_to/with_nonhh_children', 't040103':'playing_nonhh_children_notsport', 't040104':'arts/crafts_nonhh_children', 't040105':'playing_sports_nonhh_children', 't040106':'talking/listening_nonhh_children', 't040108':'organization_planning_nonhh_children', 't040109': 'looking_after_nonhh_children', 't040110':'attending_nonhh_children_event', 't040111':'waiting_for/with_nonhh_children', 't040112':'dropping_off/picking_up_nonhh_childrenNEC', 't040199':'caring_helping_nonhh_childrenNEC',\n", + "'t040201':'homework_nonhh_children', 't040299':'activities_related_nonhh_educNEC', 't040301':'providing_medical_car_nonhh_children', 't040302':'obtaining_medicalcare_nonhh_children', 't040401':'physical_car_nonhh_adults', 't040402':'looking_after_nonhh_adult(primary activity)', 't040403':'providing_medical_car_to_nonhh_adult', 't040404':'obtaining_medical_car_services_nonhh_adult', 't040405':'waiting_associated_with_caring_nonhhadults', 't040499':'caring_for_nonhh_adultsNEC', 't040501':'housework,cooking_shopping,assistance_nonhh_adults', 't040502':'house_lawn_repair_assistance_nonhh_adults', 't040503':'animal/pet_care_assist_nonhh_adults',\n", + "'t040504':'vehicle_appliance_maintenance/repair_assistance_nonhh_adults', 't040505':'financial_manage_assist_nonhh_adults', 't040506':'household_manage_paperwork_assistance_nonhh_adults', 't040507':'picking_up/dropping_off_nonhh_adult', 't040508':'associated_helping_nonhh_adults', 't040599':'nonhh_adultsNEC', 't050101':'work,mainjob', 't050102':'work,otherjob', 't050103':'security_procedures_related_work', 't050104':'waiting_associated_working', 't050199':'workingNEC', 't050201':'socializing,relaxing,leisure_part_of_job', 't050202':'eating/drinking_part_job', 't050205':'waiting_associated_with_work-related_activities', 't050301':'income-generating_hobbies/crafts/food', 't050302':'income-generating_performances', 't050303':'income-generating_rental_property_activities', 't050304':'income-generating_rental_property_activities', 't050305':'waiting_associated_other_income_generating_activities', 't050399':'other_income_generatingNEC', 't050401':'job_search_activites', 't050403':'job_interviewing', 't050404':'associated_job_search_interview', 't059999':'work/work-related_activitiesNEC', 't060101':'taking_class_dagree,certification,licensure', 't060102':'taking_class_personal_interest',\n", + "'t060103':'waiting_associated_taking_classes', 't060199':'taking_classNEC', 't060201':\"extracurricular_club_activities\", 't060202':'extracurricular_music/performance_activities', 't060299':'education-related_extracurricular_actNEC', 't060301':'research/homework_class_degree,cert,licensure', 't060302':'research/homework_class_pers.interest', 't060303':'associated_research/homework', 't060399':'research/homeworkNEC', 't060401':'admin_activities_class_dagree/cert/licensure', 't060402':'admin_act_class_personal_interst', 't060403':'associated_w/admin.activites(education)', 't060499':'admin_educationNEC', 't069999':'educationNEC', 't070101':'grecery_shopping', 't070102':'purchasing_gas', 't070103':'purchasing_food', 't070104':'shopping,except_food/gas', 't070105':'associated_with_shopping',\n", + "'t070201':'comparison_shopping', 't080101':'paid_childcare_services', 't080201':'banking', 't080202':'using_financial_services', 't080203':'waiting_associated_with/banking/financial_services', 't080301':'legal_services', 't080401':'health_car_services_outside_home', 't080402':'in-home_health_care_services', 't080403':'waiting_associated_medical_services', 't080499':'medical_services', 't080501':'personal_care_services', 't080502':'waiting_associated_w/personal_care_services',\n", + "'t080601':'act_purchasing/selling_real_estate', 't080602':'waiting_associated_w/purchasing/selling_real_estate', 't080701':'veterinary_services', 't080702':'waiting_associated_vetinary_services', 't089999':'professional_personal_services', 't090101':'interior_cleaning_services', 't090103':'clothing_repair_cleaning_services', 't090199':'using_household_services', 't090201':'home_maint/repair/decor/construction', 't090202':'waiting_associated_w/home/repair/decor/constr', 't090301':'pet_services', 't090302':'associated_pet_services', 't090399':'using_pet_servicesNEC', 't090401':'lawn_garden_services',\n", + "'t090499':'lawn_garden_servicesNEC', 't090501':'vehicle_maint_repair_services', 't090502':'waiting_associated_vehicle_main_repair', 't090599':'using_vehiclemaint/repair_svcs,NEC', 't099999':'household_servicesNEC', 't100101':'police_fire_services', 't100102':'social_services', 't100103':'obtaining_licenses/paying_fines_fees_taxes', 't100199':'using_government_servicesNEC', 't100201':'civic_obligations/participation', 't100304':'waiting_associated_using_government_services', 't100499':'security_procedures_rel_govt_svcs/civic_obligations', 't109999':'government_servicesNEC', 't110101':'eating/drinking', 't110201':'waiting_associated_w/eating_drinking', 't120101':'socializing_communicating', 't120201':'attending/hosting_parties/receptions/ceremonies', 't120202':'attending_meeting_personal_interst(not_volunteering)', 't120299':'attending/hosting_social_eventsNEC', \n", + "'t120301':'relaxing,thinking', 't120302':'tobacco/drug_use', 't120303':'TV/movies(nonR)', 't120304':'TV(R)', 't120305':'listen_to_radio', 't120306':'listen_to/playing_music', 't120307':'playing_games', 't120308':'computer_use_leisure', 't120309':'arts/crafts_as_hobby', 't120310':'collecting_hobby', 't120311':'hobbies,except_arts/crafts_collecting', 't120312':'reading_personal_interest', 't120313':'writing_personal_interest', 't120399':'relaxing/leisureNEC',\n", + "'t120401':'attending_performing_arts', 't120402':'attending_museums', 't120403':'attending_movies/film', 't120404':'attending_gambling_establishments', 't120499':'arts_entertainmentNEC', 't120501':'waiting_assoc.w/socializing_communicating', 't120502':'waiting_assoc.w/attending/hosting_social_events', 't120503':'waiting_assoc.w/_relaxing/leisure', 't120504':'waiting_assoc./w_arts/entertainment', 't120599':'waiting_assoc./w_socializingNEC', 't129999':'socializing/relaxing/leisureNEC', \n", + "'t130101':'doing_aerobics', 't130102':'playing_baseball', 't130103':'playing_basketball', 't130104':'biking', 't130105':'playing_billiards', 't130106':'boating', 't130107':'bowling', 't130108':'climbing,spelunking,caving', 't130109':'dancing', 't130110':'participating_equestrian_sports', 't130112':'fishing', 't130113':'playing_football', 't130114':'golfing', 't130115':'doing_gymnastics', 't130116':'hiking', 't130117':'playing_hockey', 't130118':'hunting', 't130119':'participating_martial_arts', 't130120':'playing_racquet_sports', 't130122':\"rollerblading\", 't130123':'playing_rugby', 't130124':'running', 't130125':'skiing,ice_skating,snowboarding', 't130126':'playing_soccer', 't130127':'softball', 't130128':'using_cardiovascular_equipment', 't130129':'vehicle_touring/racing', 't130130':'playing_vollyball', 't130131':'walking', 't130132':'participating_water_sports', 't130133':'weightlifting/strength_training', 't130134':'working_out,unspecified', 't130135':'wrestling', 't130136':'doing_yoga', 't130199':'playing_sportsNEC', 't130202':'watching_baseball', \n", + "'t130203':'watching_basketball', 't130205':'watching_biliards', 't130206':'watching_boating', 't130207':'watching_bowling', 't130210':'watching_equestrian_sports', 't130213':'watching_football', 't130215':'watching_gymnastics', 't130216':'watching_hockey', 't130218':'watching_racquet_sports', 't130219':'watching_rodeo_competitions', 't130220':'watching_rollerblading', 't130221':'watching_rugby', 't130222':'watching_running', 't130223':'watching_skiing,ice_skating,snowboarding', 't130224':'watching_soccer', 't130225':'watching_softball', 't130226':'watching_vehicle_touring/racing', 't130227':'watching_volleyball', 't130229':'watching_water_sports', 't130232':'watching_wrestling', 't130299':'attending_sporting_eventNEC', 't130301':'waiting_related_playing_sports_exercising', 't130302':'waiting_related_attending_sporting_events', 't139999':'sports,exercise,recrationNEC', 't140101':'attending_religous_services', 't140102':'participation_religous_practices', \n", + "\n", + " 't140103':'waiting_associated.w/religious&spiritual_activities', 't140105':'religious_education_act', 't149999':'religous_spirtual_actNEC',\n", + " 't150101':'computer_use', 't150102':'organizing/preparing', 't150103':'reading', 't150104':'telephone_calls(except_hotline_counseling)', 't150105':'writing', \n", + " 't150106':'fundraising', 't150199':'administrative&support_activeNEC', 't150201':'food_prep,presentation,clean-up', 't150202':'collecting&delivering_clothing&other_goods', 't150203':'providing_car', 't150204':'teaching,leading,counseling,mentoring', 't150299':'social_service&care_activitiesNEC', 't150301':'building_houses,wildlifesites&other_structures', 't150302':'indoor&outdoor_maintenance,repair&clean-up', 't150399':'indoor&outdoor_maintenance,building&clean-up_activities', 't150401':'performing', 't150402':'serving_volunteering_events&cultural_activities', 't150499':'participating_performance&cultural_activitiesNEC',\n", + "\n", + " 't150501':'attending_meetings,conferences,training', 't150599':'attending_meetings,conferences&trainingNEC', 't150601':'public_heatlh_activities', 't150602':'public_safety_activities', 't150699':'public_health_safety_activitiesNEC', 't150701':'waiting_associated_volunteer_activities', 't150801':'security_procedures_related_volunteer_act', 't159999':'volunteer_activitiesNEC', 't160101':'telephone_calls_to/from_family_members', 't160102':'telephone_calls_to/from_friends/neighbors/acquaintances', 't160103':'telephone_calls_to/from_education,services,providers', 't160104':'telephone_calls_to/from_salespeople', 't160105':'telephone_calls_to/from_professional/personal_care_svcs_providers', 't160106':'telephone_calls_to/from_household_services_providers', 't160107':'telephone_calls_to/from_paid_child/adult_car_providers', 't160108':'telephone_calls_to/from_government_officials'\n", + ",'t160199':\"telephone_callsNEC\", 't160201':'waiting_associated_with_telephone_calls', \n", + " 't169999':'telephone_callsNEC', 't180101':'travel_related_personal_car', 't180199':'travel_related_personal_carNEC', 't180201':'travel_related_housework', 't180202':'travel_related_food/drink_prep/clean-up/presentation', 't180203':'travel_related_interior_maintenance/repair&decoration', 't180204':'travel_related_exterior_maintenance/repair/decoration', 't180205':'travel_related_lawn/garden/houseplantcare',\n", + " 't180206':'travel_related_careAnimals/pets', 't180207':'travel_related_vehiclecare/maintenance(by_self)', 't180208':'travel_related_appliance/tool/toysetup/repair/maintance/(by_self)', 't180209':'travel_related_household_management', 't180299':'travel_related_to_household_act', 't180301':'travel_related_caring_helping_hhchildren', 't180302':'travel_related_hhchildrens_education', 't180303':'travel_related_hhchildrens_health', 't180304':'travel_related_caring_hhadults', 't180305':'travel_related_helping_hhadults', 't180401':'travel_related_caring/helping_nonhh_children', 't180402':'travel_related_nonhh_childrens_education', 't180403':'travel_related_nonhh_childrens_health', 't180404':'travel_related_caring_nonhh_adults', 't180405':'travel_related_helping_nonhh_adults', 't180501':'travel_related_working', 't180502':'travel_related_work-related_activities', 't180503':'travel_related_income-generating_activities', 't180504':'travel_related_job-search&interviewing', 't180599':'travel_related_workNEC', 't180601':'travel_related_taking_class', 't180602':'travel_related_extracurricular_activites(sports)', 't180603':'travel_related_research/homework', 't180604':'travel_related_registration/administrative_activities', 't180699':'travel_related_educationNEC', 't180701':'travel_related_grocery-shopping', 't180702':'travel_related_purchasing-gas',\n", + "'t180703':'travel_related_purchasing-food', 't180704':'travel_related_shopping/exgroceries/food/gas', 't180799':'travel_related_consumer-purchasesNEC', 't180801':'travel_related_childcare_services', 't180802':'travel_related_financial_services/banking', 't180803':'travel_related_legal_services', 't180804':'travel_related_medical_services', 't180805':'travel_related_personal_care_services', 't180806':'travel_related_real_estateservices', 't180807':'travel_related_veterinary_services', 't180899':'travel_rel_using_prof.&personal_car_servicesNEC', 't180901':'travel_related_household_services', 't180902':'travel_related_home./repair/decor/construction', 't180903':'travel_related_pet_services(not_vet)', 't180904':'travel_related_lawn/garden-services', 't180905':'travel_related_vehicle/maintenance&repair-services', 't180999':'travel_related_household_servicesNEC', 't181001':'travel_related_government-services', 't181002':'travel_related_civic-oligations&participation', 't181099':'travel_rel.govtsvcs&civicobligationsNEC', 't181101':'travel_related_eating/drinking', 't181201':'travel_related_socializing/communicating', 't181202':'travel_related_hosting_socialevents', 't181203':'travel_related_relaxing/leisure', 't181204':'travel_related_arts/entertainment', 't181205':'travel_entertainment', 't181299':'travel_rel.socializing/relaxing&leisureNEC', 't181301':'travel_related_participating_sports/exercise/recreation', 't181302':'travel_related_attending_sporting/recration_events', 't181401':'travel_related_religious', 't181499':'travel_rel.religousNEC', 't181501':'travel_related_volunteering', 't181599':'travel_related_volunteer_activitiesNEC', 't181601':'travel_related_phone_calls', 't181801':'security_procedures_related_traveling', 't189999':'travelingNEC', 't500101':'insufficient_detail', 't500103':'missing_travel_or_destination', 't500105':'respondent_refused_provide_information', 't500106':'Gap/cant_remember', 't500107':'unable_to_code_activity_1st_tier' }\n", + "test = summary.rename(index=None, columns=key)\n", + "test.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def average_minutes(data, activity_name):\n", + " activity_col = activity_name\n", + " data = data[[\"weight\", activity_col]]\n", + " data = data.rename(columns={activity_col: \"minutes\"})\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / data.weight.sum()\n", + "\n", + "def get_input(dataset):\n", + " done = False\n", + " avg = input(\"want the average? y/n\")\n", + " clean = input(\"Want your data cleaned? We drop zeros and nan. y/n\")\n", + " columns=[]\n", + " if avg == \"y\":\n", + " print(\"Automatically including weight and household because you want the average\")\n", + " columns.append('weight')\n", + " for item in dataset.columns.tolist():\n", + " print(item)\n", + " while done == False:\n", + " print(\"Enter you column as appears above, type DONE when done, or CLEAR if you messup\")\n", + " column = input(\"What columns do you want?\")\n", + " if column=='DONE':\n", + " done=True\n", + " break\n", + " if column=='CLEAR':\n", + " columns=[]\n", + " columns.append(column)\n", + " return(avg,clean,columns)\n", + "\n", + "def querys(datawork, query):\n", + " return datawork[query]\n", + "\n", + "def datasets(dataset, query=None):\n", + " avg,clean,columns = get_input(dataset)\n", + " data = dataset[columns]\n", + " if query is not None:\n", + " data = querys(data, query)\n", + " data.describe()\n", + " if avg == 'y':\n", + " newdataframe = {}\n", + " for item in data.columns.tolist():\n", + " if item == \"weight\":\n", + " pass\n", + " else:\n", + " newdataframe[item] = [average_minutes(data, item)]\n", + " data = pd.DataFrame.from_dict(newdataframe, orient='columns', dtype=None)\n", + " if clean == 'y':\n", + " for item in data.columns.tolist():\n", + " if item == \"weight\":\n", + " pass\n", + " else:\n", + " data = data[data[item] > 0]\n", + " print(data)\n", + " return data\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "45.212956731631657" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "average_minutes(test, 'Age')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The following is a function I wrote to clean and analyze the data for me. Please refer to the other ipython notebook in the Bekksroom folder in this repository. That notebook contains the newest version which can also perform basic analysis on your atus data and graph your data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##TEST ME" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "print(\"TEST ME\")\n", + "agequery = test.Age < 18\n", + "newdataiset = datasets(test)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
performingtravel_related_personal_car
00.3717790.802889
\n", + "
" + ], + "text/plain": [ + " performing travel_related_personal_car\n", + "0 0.371779 0.802889" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "newdataiset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from BekksRoom import messy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Test the wrapper below" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "messy.datasets(test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/atususersguide.pdf b/atususersguide.pdf new file mode 100644 index 0000000..f87de03 Binary files /dev/null and b/atususersguide.pdf differ