1 - Number of directors trained by province
table(school_dataset$provincia)
Maputo Nampula Zambézia
2 30 103 2 - Number of directors trained by province
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$provincia))*100Out fo the 135 school directors, only 31% were trained, majority (20%) being from Zambezia province.
3 - Number of directors by gender
prop.table(table(school_dataset$Sexo))*100
f F M
0.7407407 21.4814815 77.7777778 prop.table(table(school_dataset$Sexo, school_dataset$`Director capacitado (YES/NO)`))*100
No Yes
f 0.7407407 0.0000000
F 14.0740741 7.4074074
M 53.3333333 24.4444444Majority (78%) of the school directors are male, out of the minority (22%) female, only 7% where trained.
4 - Percentage of schools with access to water
prop.table(table(school_dataset$provincia, school_dataset$`A_escola_tem_água_potável?`))*100
0 1
Maputo 0.7407407 0.7407407
Nampula 10.3703704 11.8518519
Zambézia 26.6666667 49.6296296Only 60% of the schools have access to water
5 - Number of schools with strategic location for hand washing and disinfection
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_pontos_estratégicos_para_lavagem_ou_desinfeção_das_mãos?`))*100
0 1
No 26.666667 41.481481
Yes 8.148148 23.703704Only 32% of th schools have strategic points for hand washing and disinfection which 24% of the schools have the directors went through training
6 - Percentage of schools with posters of health and safety
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_cartazes_afixados_sobre_saúde_higiene_segurança_emergência?`))*100
0 1
No 28.88889 39.25926
Yes 13.33333 18.5185257% of the schools have health and safety posters
7 - Percentage of schools with 1 month of stock of hygiene products
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_um_stock_de_produtos_de_higiene_desinfecção_e_de_saúde_para_suprir_as_necessidades_de_pelo_menos_um_mês?`))*100
0 1
No 33.333333 34.814815
Yes 8.888889 22.96296356% of the schools have sufficient stock of hygiene and disinfectant for at least 30 days
8 - Percentage
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$A_escola_tem_ventilação_adequada_existência_de_janelas_nas_salas_de_aula_e_outros_compartimentos))*100
0 1
No 3.7037037 64.4444444
Yes 0.7407407 31.111111195% of the schools have adequate ventilation in the classrooms and other compartments
9 - Percentage of schools with clean sanitation system for male teachers
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_sanitários_latrinas_limpios_e_funcionais_para_professores?`))*100
0 1
No 10.370370 57.777778
Yes 1.481481 30.37037088% of the schools have clean and functional sanitation system and latrines for male teachers
10 - Percentage of school with clean sanitation system for female teachers
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_sanitarios_latrinas_limpios_e_funcionais_para_professoras?`))*100
0 1
No 20.000000 48.148148
Yes 2.962963 28.88888976% of the schools have clean and functional sanitation system and latrine for female teachers
11 - Percentage of schools with clean sanitation system and for male students
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_sanitários_latrinas_limpios_e_funcionais_para_alunos?`))*100
0 1
No 5.1851852 62.9629630
Yes 0.7407407 31.111111194% of the schools have clean and functional sanitation system and latrine for male students
12 - Percentage of schools with clean sanitation system for female students
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_sanitários_latrinas_limpios_e_funcionais_para_alunas?`))*100
0 1
No 6.6666667 61.4814815
Yes 0.7407407 31.111111192% of the schools have clean and functional sanitation system and latrines for female students
13 - Percentage of schools with access for the disabled
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_condições_de_acessibilidade_para_todos_utentes_incluindo_alunos_portadores_de_deficiência?_rampas`))*100
0 1
No 22.222222 45.925926
Yes 8.888889 22.96296368% of the schools have accessible conditions for disabled people
14 - Number of schools with staff trained in health and safety for schools
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_funcionários_capacitados_para_questões_de_saúde_e_higiene_escolar?`))*100
0 1
No 25.18519 42.96296
Yes 11.11111 20.7407463% of the schools have employees trained in health and safety for schools
15 - Classification: WASH by province
prop.table(table(school_dataset$provincia, school_dataset$classificacao_seccao_2_higiene_saneamento_do_meio_e_seguranca))
B E I M
Maputo 0.01481481 0.00000000 0.00000000 0.00000000
Nampula 0.16296296 0.01481481 0.02962963 0.01481481
Zambézia 0.51111111 0.02962963 0.17037037 0.05185185prop.table(table(school_dataset$classificacao_seccao_2_higiene_saneamento_do_meio_e_seguranca))
B E I M
0.68888889 0.04444444 0.20000000 0.06666667 In terms of health safety and hygiene, 5% of the schools have excellent rating, 68% have good rating, 20% have insufficient and 6% have bad rating
15 - Percentage of schools with organogram
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_organograma?`))*100
0 1
No 22.22222 45.92593
Yes 14.81481 17.0370463% of the schools have organogram
16 - Percentage of schools with development budget plan approved by the school council
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`A_escola_tem_o_plano_de_desenvolvimento_orçamentado_e_aprovado_pelo_conselho_da_Escola?`))*100
0 1
No 14.814815 53.333333
Yes 5.925926 25.92592679% of the schools have development plan budgeted for and approved
17 - Percentage of schools 75% compliant with the development plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_grau_de_cumprimento_do_plano_de_desenvolvimento_da_escola_situa-se_acima_de_75%?`))*100
0 1
No 35.55556 32.59259
Yes 13.33333 18.5185251% of the schools have development plan achieved above 75%
18 - Percentage of schools with development plan execution report
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_o_relatório_de_execução_do_plano_de_desenvolvimento_da_escola?`))*100
0 1
No 34.81481 33.33333
Yes 11.11111 20.7407454% of the schools have development plan implementation report
19 - Percentage of schools with budgeted annual activity plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_o_plano_anual_de_actividades_orcamentado?`))*100
0 1
No 8.888889 59.259259
Yes 2.222222 29.62963089% of the schools have the schools annual plan budgeted for.
20 - Percentage of schools with 75% compliant with school’s annual plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_grau_de_cumprimento_do_plano_anual_da_escola_situa-se acima_de_75%?`))*100
0 1
No 22.962963 45.185185
Yes 7.407407 24.44444469% of the schools have the degree of compliant over 75% on schools annual plan
21 - Percentage of schools with the annual report on the execution of planned activities
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_o_relatorio_de_execucao_do_plano_anual_de_actividades?`))*100
0 1
No 28.14815 40.00000
Yes 9.62963 22.2222262% of the schools have reports on the implementation of the activities based on annual plan
22 - Percentage of schools with the school director in possession of the monthly activity plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_da_escola_tem_plano_mensal_de_actividades?`))*100
0 1
No 28.88889 39.25926
Yes 14.07407 17.7777857% of the school’s directors have monthly activity plan
23 - Percentage of schools with school council annual activity plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_o_plano_de_actividades_do_conselho_de_escola?`))*100
0 1
No 20.000000 48.148148
Yes 4.444444 27.40740775% of the schools have school council activity plan
23 - Percentage of schools that had the school council benefiting from capacity building
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_conselho_de_escola_beneficiou_de_capacitação?`))*100
0 1
No 7.407407 60.740741
Yes 5.185185 26.66666787% of the school’s council benefited from capcity building
24 - Percentage of schools that the director controls “livro de ponto”
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_controla_o_livro_do_ponto_livro_de_ponto_homologado_?`))*100
0 1
No 20.74074 47.40741
Yes 9.62963 22.2222225 - Percentage of schools with school staff individual processes
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_processos_individuais_dos_funcionários?`))*100
0 1
No 29.62963 38.51852
Yes 13.33333 18.5185257% of the schools have employees individual processes
26 - Percentage of schools that the director monitors the furniture and equipment
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_controla_as_infraestruturas_mobiliário_e_equipamentos_escalar_ficha_de_inventario_preenchida_e_atualizada?`))*100
0 1
No 33.33333 34.81481
Yes 13.33333 18.5185253% of the directors monitor the furnitures and equipment
27 - Classification of admin management tools
prop.table(table(school_dataset$provincia, school_dataset$classificacao_seccao_3_instrumentos_de_gestao_administrativa))
B E I M
Maputo 0.007407407 0.000000000 0.007407407 0.000000000
Nampula 0.074074074 0.007407407 0.081481481 0.059259259
Zambézia 0.303703704 0.029629630 0.303703704 0.125925926prop.table(table(school_dataset$classificacao_seccao_3_instrumentos_de_gestao_administrativa))
B E I M
0.38518519 0.03703704 0.39259259 0.18518519 In terms of classification of the management of the administrative tools, only 3% of the schools had an excellent rating and 28% had good rating, the rest were insufficient (40%) and bad (19%)
28 - Percentage of schools with class books
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_Livro_de_turma_para_todas_as_classes_e_turmas_incluindo_AEJA?`))*100
0 1
No 17.77778 50.37037
Yes 10.37037 21.4814872% of the schools have sufficient books for the classrooms
29 - Percentage of schools with directors that have class assistance plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_tem_planos_de_assistencia_das_aulas?`))*100
0 1
No 16.296296 51.851852
Yes 7.407407 24.44444476% of the directors have class assistance plan
30 - Percentage of schools that have minutes of pedagogic council meetings
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_actas_dos_encontros_de_conselho_pedagogico?`))*100
0 1
No 28.88889 39.25926
Yes 14.07407 17.7777858% of the directors have minutes from the pedagogic council meetings
31 - Percentage of schools with cycle and area archive
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_pastas_de_arquivo_de_ciclos_e_areas?`))*100
0 1
No 34.07407 34.07407
Yes 11.85185 20.0000054% of the schools have archive of the school
32 - Percentage of schools that distribute teachers according to the order of MINEDH
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_faz_a_distribuicao_do_servico_docente_de_acordo_com_o_despacho_conjunto_do_MINEDH_e_ministerio_das_financas?`))*100
0 1
No 5.185185 62.962963
Yes 2.962963 28.88888991% of the schools distribute teachers according to MINEDH’s order
33 - Classification of pedagogic tools
prop.table(table(school_dataset$classificacao_seccao_IV_Instrumentos_de_Gestao_pedagogica))
B E I M
0.08888889 0.06666667 0.20740741 0.63703704 prop.table(table(school_dataset$provincia, school_dataset$classificacao_seccao_IV_Instrumentos_de_Gestao_pedagogica))
B E I M
Maputo 0.000000000 0.000000000 0.007407407 0.007407407
Nampula 0.044444444 0.000000000 0.044444444 0.133333333
Zambézia 0.044444444 0.066666667 0.155555556 0.496296296In terms of management of pedagogic tools, only 7% were rated excellent, 9% good, 21% insufficient and 64% rated bad
34 - Percentage of schools with ADE bags
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_tem_a_pasta_do_ADE?`))*100
0 1
No 13.333333 54.814815
Yes 1.481481 30.37037035 - Percentage of schools with ADE bags well organized
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_pasta_do_ADE_esta_devidamente_organizada?`))*100
0 1
No 17.777778 50.370370
Yes 3.703704 28.14814836 - Percentage of schools that have SOPs
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`a_escola_possui_os_seguintes_documentos_normativos?`))*100
0 1
No 19.259259 48.888889
Yes 4.444444 27.40740737 - Financial management
prop.table(table(school_dataset$provincia, school_dataset$classificacao_seccao_V_gestao_financeira))
B E I M
Maputo 0.000000000 0.014814815 0.000000000 0.000000000
Nampula 0.029629630 0.170370370 0.014814815 0.007407407
Zambézia 0.088888889 0.518518519 0.037037037 0.118518519prop.table(table(school_dataset$classificacao_seccao_V_gestao_financeira))
B E I M
0.11851852 0.70370370 0.05185185 0.12592593 In terms of school financial management, 70% of the schools had excellent rating and 12 with good rating
38 - Percentage of school with basic school emergency plan
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$a_escola_tem_o_plano_de_emergencia_basico_escolar))*100
0 1
No 56.296296 11.851852
Yes 22.962963 8.88888939 - Percentage of schools with emergency committee created
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$a_escola_tem_o_comite_de_emergencia_criado))*100
0 1
No 47.76119 20.89552
Yes 17.91045 13.4328440 - Percentage of schools with trained emergency committee
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`os_membros_do_comite_de_emergencia_foram_capacitados?`))*100
0 1
No 47.40741 20.74074
Yes 17.77778 14.0740741 - Percentage of schools with visible emergency contacts
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$existem_numeros_de_contacto_de_emergencia_devidamente_afixados))*100
0 1
No 57.142857 11.278195
Yes 24.812030 6.76691742 - Directors capacity building
prop.table(table(school_dataset$provincia, school_dataset$classificao_seccao_VI_aspectos_especificos_sobre_a_capacitacao_dos_directores_das_escolas))
B E I M
Maputo 0.00000000 0.00000000 0.00000000 0.01481481
Nampula 0.02222222 0.02222222 0.04444444 0.13333333
Zambézia 0.08148148 0.09629630 0.05185185 0.53333333prop.table(table( school_dataset$classificao_seccao_VI_aspectos_especificos_sobre_a_capacitacao_dos_directores_das_escolas))
B E I M
0.1037037 0.1185185 0.0962963 0.6814815 43 - Percentage of schools with problem resolution project approved by IFP
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_da_escola_tem_um_projecto_de_resolucao_de_problemas_aprovado_pelo_IFP?`))*100
0 1
No 48.14815 20.00000
Yes 16.29630 15.5555644 - Percentage of schools with reflexive report of the project
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_tem_relatorio_reflexivo_do_projecto?`))*100
0 1
No 54.074074 14.074074
Yes 22.962963 8.88888945 - Percentage of schools with calenders of the ordinary sessions of the collective board
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_da_escola_tem_o_calendario_das_sessoes_ordinarias_do_colectivo_de_direccao?`))*100
0 1
No 46.66667 21.48148
Yes 20.74074 11.1111146 - Percentage of schools with the calender for the normative documents studies
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_da_escola_tem_o_calendario_de_estudo_dos_documentos_normativos?`))*100
0 1
No 43.70370 24.44444
Yes 18.51852 13.3333347 - Percentage of schools which the director has the minutes of the normative document studies
prop.table(table(school_dataset$`Director capacitado (YES/NO)`, school_dataset$`o_director_da_escola_tem_as_actas_sinteses_do_estudo_dos_documentos_normativos?`))*100
0 1
No 40.00000 28.14815
Yes 16.29630 15.5555648 - Director capacity building
prop.table(table(school_dataset$provincia, school_dataset$calssificacao_seccao_VII_aspectos_especificos_sobre_a_capacitacao_dos_directores_das_escolas))
B E I M
Maputo 0.000000000 0.000000000 0.007407407 0.007407407
Nampula 0.037037037 0.000000000 0.044444444 0.140740741
Zambézia 0.044444444 0.066666667 0.155555556 0.496296296prop.table(table(school_dataset$calssificacao_seccao_VII_aspectos_especificos_sobre_a_capacitacao_dos_directores_das_escolas))
B E I M
0.08148148 0.06666667 0.20740741 0.64444444 In terms of the capacity of the directors, only 7% had excellent rating and 9% good rating, 50% had bad rating
49 - Final rating
prop.table(table(school_dataset$provincia, school_dataset$classificacao_final))
B E I M
Maputo 0.007407407 0.000000000 0.007407407 0.000000000
Nampula 0.059259259 0.000000000 0.125925926 0.037037037
Zambézia 0.185185185 0.022222222 0.437037037 0.118518519prop.table(table(school_dataset$classificacao_final))
B E I M
0.25185185 0.02222222 0.57037037 0.15555556 Overall, only 2% of the schools have excellent rating and only 25% with good rating, majority (57%) were rated insufficient.