covid19

• Descrição :

Este repositório tenta montar o maior banco de dados epidemiológico do Covid-19, além de um poderoso conjunto de covariáveis ​​expansivas. Inclui dados licenciados abertos, de origem pública, relacionados a demografia, economia, epidemiologia, geografia, saúde, hospitalizações, mobilidade, resposta do governo, clima e muito mais.

Este conjunto de dados específico corresponde a uma junção de todas as diferentes tabelas que fazem parte do repositório. Portanto, espere que as amostras resultantes sejam altamente esparsas.

• Página inicial : https://github.com/GoogleCloudPlatform/covid-19-open-data

• Código -fonte: tfds.structured.covid19.Covid19

• Versões :

  • 1.0.0 (padrão): versão inicial.

• Tamanho do download : 693.43 MiB

• Tamanho do conjunto de dados : 288.55 GiB

• Armazenado em cache automaticamente ( documentação ): Não

• Divisões :

• Estrutura de recursos :

FeaturesDict({
    'adult_female_mortality_rate': float64,
    'adult_male_mortality_rate': float64,
    'age_bin_0': string,
    'age_bin_1': string,
    'age_bin_2': string,
    'age_bin_3': string,
    'age_bin_4': string,
    'age_bin_5': string,
    'age_bin_6': string,
    'age_bin_7': string,
    'age_bin_8': string,
    'age_bin_9': string,
    'aggregation_level': float64,
    'area_rural_sq_km': float64,
    'area_sq_km': float64,
    'area_urban_sq_km': float64,
    'average_temperature_celsius': float64,
    'cancel_public_events': float64,
    'comorbidity_mortality_rate': float64,
    'contact_tracing': float64,
    'country_code': string,
    'country_name': string,
    'cumulative_confirmed': float64,
    'cumulative_confirmed_age_0': float64,
    'cumulative_confirmed_age_1': float64,
    'cumulative_confirmed_age_2': float64,
    'cumulative_confirmed_age_3': float64,
    'cumulative_confirmed_age_4': float64,
    'cumulative_confirmed_age_5': float64,
    'cumulative_confirmed_age_6': float64,
    'cumulative_confirmed_age_7': float64,
    'cumulative_confirmed_age_8': float64,
    'cumulative_confirmed_age_9': float64,
    'cumulative_confirmed_female': float64,
    'cumulative_confirmed_male': float64,
    'cumulative_deceased': float64,
    'cumulative_deceased_age_0': float64,
    'cumulative_deceased_age_1': float64,
    'cumulative_deceased_age_2': float64,
    'cumulative_deceased_age_3': float64,
    'cumulative_deceased_age_4': float64,
    'cumulative_deceased_age_5': float64,
    'cumulative_deceased_age_6': float64,
    'cumulative_deceased_age_7': float64,
    'cumulative_deceased_age_8': float64,
    'cumulative_deceased_age_9': float64,
    'cumulative_deceased_female': float64,
    'cumulative_deceased_male': float64,
    'cumulative_hospitalized_patients': float64,
    'cumulative_hospitalized_patients_age_0': float64,
    'cumulative_hospitalized_patients_age_1': float64,
    'cumulative_hospitalized_patients_age_2': float64,
    'cumulative_hospitalized_patients_age_3': float64,
    'cumulative_hospitalized_patients_age_4': float64,
    'cumulative_hospitalized_patients_age_5': float64,
    'cumulative_hospitalized_patients_age_6': float64,
    'cumulative_hospitalized_patients_age_7': float64,
    'cumulative_hospitalized_patients_age_8': float64,
    'cumulative_hospitalized_patients_age_9': float64,
    'cumulative_hospitalized_patients_female': float64,
    'cumulative_hospitalized_patients_male': float64,
    'cumulative_intensive_care_patients': float64,
    'cumulative_intensive_care_patients_age_0': float64,
    'cumulative_intensive_care_patients_age_1': float64,
    'cumulative_intensive_care_patients_age_2': float64,
    'cumulative_intensive_care_patients_age_3': float64,
    'cumulative_intensive_care_patients_age_4': float64,
    'cumulative_intensive_care_patients_age_5': float64,
    'cumulative_intensive_care_patients_age_6': float64,
    'cumulative_intensive_care_patients_age_7': float64,
    'cumulative_intensive_care_patients_age_8': float64,
    'cumulative_intensive_care_patients_age_9': float64,
    'cumulative_intensive_care_patients_female': float64,
    'cumulative_intensive_care_patients_male': float64,
    'cumulative_persons_fully_vaccinated': float64,
    'cumulative_persons_fully_vaccinated_janssen': float64,
    'cumulative_persons_fully_vaccinated_moderna': float64,
    'cumulative_persons_fully_vaccinated_pfizer': float64,
    'cumulative_persons_vaccinated': float64,
    'cumulative_recovered': float64,
    'cumulative_recovered_age_0': float64,
    'cumulative_recovered_age_1': float64,
    'cumulative_recovered_age_2': float64,
    'cumulative_recovered_age_3': float64,
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    'cumulative_recovered_age_6': float64,
    'cumulative_recovered_age_7': float64,
    'cumulative_recovered_age_8': float64,
    'cumulative_recovered_age_9': float64,
    'cumulative_recovered_female': float64,
    'cumulative_recovered_male': float64,
    'cumulative_tested': float64,
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    'cumulative_tested_age_3': float64,
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    'cumulative_tested_age_8': float64,
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    'cumulative_tested_female': float64,
    'cumulative_tested_male': float64,
    'cumulative_vaccine_doses_administered': float64,
    'cumulative_vaccine_doses_administered_janssen': float64,
    'cumulative_vaccine_doses_administered_moderna': float64,
    'cumulative_vaccine_doses_administered_pfizer': float64,
    'cumulative_ventilator_patients': float64,
    'current_hospitalized_patients': float64,
    'current_intensive_care_patients': float64,
    'current_ventilator_patients': float64,
    'datacommons_id': string,
    'date': string,
    'debt_relief': float64,
    'dew_point': float64,
    'diabetes_prevalence': float64,
    'elevation_m': float64,
    'emergency_investment_in_healthcare': float64,
    'facial_coverings': float64,
    'fiscal_measures': float64,
    'gdp_per_capita_usd': float64,
    'gdp_usd': float64,
    'health_expenditure_usd': float64,
    'hospital_beds_per_1000': float64,
    'human_capital_index': float64,
    'human_development_index': float64,
    'income_support': float64,
    'infant_mortality_rate': float64,
    'international_support': float64,
    'international_travel_controls': float64,
    'investment_in_vaccines': float64,
    'iso_3166_1_alpha_2': string,
    'iso_3166_1_alpha_3': string,
    'latitude': float64,
    'life_expectancy': float64,
    'locality_code': string,
    'locality_name': string,
    'location_key': string,
    'longitude': float64,
    'maximum_temperature_celsius': float64,
    'minimum_temperature_celsius': float64,
    'mobility_grocery_and_pharmacy': float64,
    'mobility_parks': float64,
    'mobility_residential': float64,
    'mobility_retail_and_recreation': float64,
    'mobility_transit_stations': float64,
    'mobility_workplaces': float64,
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    'new_confirmed_age_6': float64,
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    'new_confirmed_female': float64,
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    'new_deceased': float64,
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    'new_deceased_age_2': float64,
    'new_deceased_age_3': float64,
    'new_deceased_age_4': float64,
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    'new_deceased_age_6': float64,
    'new_deceased_age_7': float64,
    'new_deceased_age_8': float64,
    'new_deceased_age_9': float64,
    'new_deceased_female': float64,
    'new_deceased_male': float64,
    'new_hospitalized_patients': float64,
    'new_hospitalized_patients_age_0': float64,
    'new_hospitalized_patients_age_1': float64,
    'new_hospitalized_patients_age_2': float64,
    'new_hospitalized_patients_age_3': float64,
    'new_hospitalized_patients_age_4': float64,
    'new_hospitalized_patients_age_5': float64,
    'new_hospitalized_patients_age_6': float64,
    'new_hospitalized_patients_age_7': float64,
    'new_hospitalized_patients_age_8': float64,
    'new_hospitalized_patients_age_9': float64,
    'new_hospitalized_patients_female': float64,
    'new_hospitalized_patients_male': float64,
    'new_intensive_care_patients': float64,
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    'new_intensive_care_patients_age_1': float64,
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    'new_intensive_care_patients_age_3': float64,
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    'new_intensive_care_patients_age_7': float64,
    'new_intensive_care_patients_age_8': float64,
    'new_intensive_care_patients_age_9': float64,
    'new_intensive_care_patients_female': float64,
    'new_intensive_care_patients_male': float64,
    'new_persons_fully_vaccinated': float64,
    'new_persons_fully_vaccinated_janssen': float64,
    'new_persons_fully_vaccinated_moderna': float64,
    'new_persons_fully_vaccinated_pfizer': float64,
    'new_persons_vaccinated': float64,
    'new_recovered': float64,
    'new_recovered_age_0': float64,
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    'new_vaccine_doses_administered_janssen': float64,
    'new_vaccine_doses_administered_moderna': float64,
    'new_vaccine_doses_administered_pfizer': float64,
    'new_ventilator_patients': float64,
    'nurses_per_1000': float64,
    'openstreetmap_id': string,
    'out_of_pocket_health_expenditure_usd': float64,
    'physicians_per_1000': float64,
    'place_id': string,
    'pollution_mortality_rate': float64,
    'population': float64,
    'population_age_00_09': float64,
    'population_age_10_19': float64,
    'population_age_20_29': float64,
    'population_age_30_39': float64,
    'population_age_40_49': float64,
    'population_age_50_59': float64,
    'population_age_60_69': float64,
    'population_age_70_79': float64,
    'population_age_80_and_older': float64,
    'population_clustered': float64,
    'population_density': float64,
    'population_female': float64,
    'population_largest_city': float64,
    'population_male': float64,
    'population_rural': float64,
    'population_urban': float64,
    'public_information_campaigns': float64,
    'public_transport_closing': float64,
    'rainfall_mm': float64,
    'relative_humidity': float64,
    'restrictions_on_gatherings': float64,
    'restrictions_on_internal_movement': float64,
    'school_closing': float64,
    'search_trends_abdominal_obesity': float64,
    'search_trends_abdominal_pain': float64,
    'search_trends_acne': float64,
    'search_trends_actinic_keratosis': float64,
    'search_trends_acute_bronchitis': float64,
    'search_trends_adrenal_crisis': float64,
    'search_trends_ageusia': float64,
    'search_trends_alcoholism': float64,
    'search_trends_allergic_conjunctivitis': float64,
    'search_trends_allergy': float64,
    'search_trends_amblyopia': float64,
    'search_trends_amenorrhea': float64,
    'search_trends_amnesia': float64,
    'search_trends_anal_fissure': float64,
    'search_trends_anaphylaxis': float64,
    'search_trends_anemia': float64,
    'search_trends_angina_pectoris': float64,
    'search_trends_angioedema': float64,
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    'search_trends_astigmatism': float64,
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    'search_trends_atheroma': float64,
    'search_trends_attention_deficit_hyperactivity_disorder': float64,
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    'search_trends_autoimmune_disease': float64,
    'search_trends_avoidant_personality_disorder': float64,
    'search_trends_back_pain': float64,
    'search_trends_bacterial_vaginosis': float64,
    'search_trends_balance_disorder': float64,
    'search_trends_beaus_lines': float64,
    'search_trends_bells_palsy': float64,
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    'search_trends_bleeding_on_probing': float64,
    'search_trends_blepharospasm': float64,
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    'search_trends_braxton_hicks_contractions': float64,
    'search_trends_breakthrough_bleeding': float64,
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    'search_trends_canker_sore': float64,
    'search_trends_cardiac_arrest': float64,
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    'search_trends_chronic_pain': float64,
    'search_trends_cirrhosis': float64,
    'search_trends_cleft_lip_and_cleft_palate': float64,
    'search_trends_clouding_of_consciousness': float64,
    'search_trends_cluster_headache': float64,
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    'search_trends_coma': float64,
    'search_trends_common_cold': float64,
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    'search_trends_congenital_heart_defect': float64,
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    'search_trends_dizziness': float64,
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    'search_trends_dysautonomia': float64,
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    'search_trends_dystonia': float64,
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    'search_trends_ear_pain': float64,
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    'search_trends_implantation_bleeding': float64,
    'search_trends_impulsivity': float64,
    'search_trends_indigestion': float64,
    'search_trends_infection': float64,
    'search_trends_inflammation': float64,
    'search_trends_inflammatory_bowel_disease': float64,
    'search_trends_ingrown_hair': float64,
    'search_trends_insomnia': float64,
    'search_trends_insulin_resistance': float64,
    'search_trends_intermenstrual_bleeding': float64,
    'search_trends_intracranial_pressure': float64,
    'search_trends_iron_deficiency': float64,
    'search_trends_irregular_menstruation': float64,
    'search_trends_itch': float64,
    'search_trends_jaundice': float64,
    'search_trends_kidney_failure': float64,
    'search_trends_kidney_stone': float64,
    'search_trends_knee_pain': float64,
    'search_trends_kyphosis': float64,
    'search_trends_lactose_intolerance': float64,
    'search_trends_laryngitis': float64,
    'search_trends_leg_cramps': float64,
    'search_trends_lesion': float64,
    'search_trends_leukorrhea': float64,
    'search_trends_lightheadedness': float64,
    'search_trends_low_back_pain': float64,
    'search_trends_low_grade_fever': float64,
    'search_trends_lymphedema': float64,
    'search_trends_major_depressive_disorder': float64,
    'search_trends_malabsorption': float64,
    'search_trends_male_infertility': float64,
    'search_trends_manic_disorder': float64,
    'search_trends_melasma': float64,
    'search_trends_melena': float64,
    'search_trends_meningitis': float64,
    'search_trends_menorrhagia': float64,
    'search_trends_middle_back_pain': float64,
    'search_trends_migraine': float64,
    'search_trends_milium': float64,
    'search_trends_mitral_insufficiency': float64,
    'search_trends_mood_disorder': float64,
    'search_trends_mood_swing': float64,
    'search_trends_morning_sickness': float64,
    'search_trends_motion_sickness': float64,
    'search_trends_mouth_ulcer': float64,
    'search_trends_muscle_atrophy': float64,
    'search_trends_muscle_weakness': float64,
    'search_trends_myalgia': float64,
    'search_trends_mydriasis': float64,
    'search_trends_myocardial_infarction': float64,
    'search_trends_myoclonus': float64,
    'search_trends_nasal_congestion': float64,
    'search_trends_nasal_polyp': float64,
    'search_trends_nausea': float64,
    'search_trends_neck_mass': float64,
    'search_trends_neck_pain': float64,
    'search_trends_neonatal_jaundice': float64,
    'search_trends_nerve_injury': float64,
    'search_trends_neuralgia': float64,
    'search_trends_neutropenia': float64,
    'search_trends_night_sweats': float64,
    'search_trends_night_terror': float64,
    'search_trends_nocturnal_enuresis': float64,
    'search_trends_nodule': float64,
    'search_trends_nosebleed': float64,
    'search_trends_nystagmus': float64,
    'search_trends_obesity': float64,
    'search_trends_onychorrhexis': float64,
    'search_trends_oral_candidiasis': float64,
    'search_trends_orthostatic_hypotension': float64,
    'search_trends_osteopenia': float64,
    'search_trends_osteophyte': float64,
    'search_trends_osteoporosis': float64,
    'search_trends_otitis': float64,
    'search_trends_otitis_externa': float64,
    'search_trends_otitis_media': float64,
    'search_trends_pain': float64,
    'search_trends_palpitations': float64,
    'search_trends_pancreatitis': float64,
    'search_trends_panic_attack': float64,
    'search_trends_papule': float64,
    'search_trends_paranoia': float64,
    'search_trends_paresthesia': float64,
    'search_trends_pelvic_inflammatory_disease': float64,
    'search_trends_pericarditis': float64,
    'search_trends_periodontal_disease': float64,
    'search_trends_periorbital_puffiness': float64,
    'search_trends_peripheral_neuropathy': float64,
    'search_trends_perspiration': float64,
    'search_trends_petechia': float64,
    'search_trends_phlegm': float64,
    'search_trends_photodermatitis': float64,
    'search_trends_photophobia': float64,
    'search_trends_photopsia': float64,
    'search_trends_pleural_effusion': float64,
    'search_trends_pleurisy': float64,
    'search_trends_pneumonia': float64,
    'search_trends_podalgia': float64,
    'search_trends_polycythemia': float64,
    'search_trends_polydipsia': float64,
    'search_trends_polyneuropathy': float64,
    'search_trends_polyuria': float64,
    'search_trends_poor_posture': float64,
    'search_trends_post_nasal_drip': float64,
    'search_trends_postural_orthostatic_tachycardia_syndrome': float64,
    'search_trends_prediabetes': float64,
    'search_trends_proteinuria': float64,
    'search_trends_pruritus_ani': float64,
    'search_trends_psychosis': float64,
    'search_trends_ptosis': float64,
    'search_trends_pulmonary_edema': float64,
    'search_trends_pulmonary_hypertension': float64,
    'search_trends_purpura': float64,
    'search_trends_pus': float64,
    'search_trends_pyelonephritis': float64,
    'search_trends_radiculopathy': float64,
    'search_trends_rectal_pain': float64,
    'search_trends_rectal_prolapse': float64,
    'search_trends_red_eye': float64,
    'search_trends_renal_colic': float64,
    'search_trends_restless_legs_syndrome': float64,
    'search_trends_rheum': float64,
    'search_trends_rhinitis': float64,
    'search_trends_rhinorrhea': float64,
    'search_trends_rosacea': float64,
    'search_trends_round_ligament_pain': float64,
    'search_trends_rumination': float64,
    'search_trends_scar': float64,
    'search_trends_sciatica': float64,
    'search_trends_scoliosis': float64,
    'search_trends_seborrheic_dermatitis': float64,
    'search_trends_self_harm': float64,
    'search_trends_sensitivity_to_sound': float64,
    'search_trends_sexual_dysfunction': float64,
    'search_trends_shallow_breathing': float64,
    'search_trends_sharp_pain': float64,
    'search_trends_shivering': float64,
    'search_trends_shortness_of_breath': float64,
    'search_trends_shyness': float64,
    'search_trends_sinusitis': float64,
    'search_trends_skin_condition': float64,
    'search_trends_skin_rash': float64,
    'search_trends_skin_tag': float64,
    'search_trends_skin_ulcer': float64,
    'search_trends_sleep_apnea': float64,
    'search_trends_sleep_deprivation': float64,
    'search_trends_sleep_disorder': float64,
    'search_trends_snoring': float64,
    'search_trends_sore_throat': float64,
    'search_trends_spasticity': float64,
    'search_trends_splenomegaly': float64,
    'search_trends_sputum': float64,
    'search_trends_stomach_rumble': float64,
    'search_trends_strabismus': float64,
    'search_trends_stretch_marks': float64,
    'search_trends_stridor': float64,
    'search_trends_stroke': float64,
    'search_trends_stuttering': float64,
    'search_trends_subdural_hematoma': float64,
    'search_trends_suicidal_ideation': float64,
    'search_trends_swelling': float64,
    'search_trends_swollen_feet': float64,
    'search_trends_swollen_lymph_nodes': float64,
    'search_trends_syncope': float64,
    'search_trends_tachycardia': float64,
    'search_trends_tachypnea': float64,
    'search_trends_telangiectasia': float64,
    'search_trends_tenderness': float64,
    'search_trends_testicular_pain': float64,
    'search_trends_throat_irritation': float64,
    'search_trends_thrombocytopenia': float64,
    'search_trends_thyroid_nodule': float64,
    'search_trends_tic': float64,
    'search_trends_tinnitus': float64,
    'search_trends_tonsillitis': float64,
    'search_trends_toothache': float64,
    'search_trends_tremor': float64,
    'search_trends_trichoptilosis': float64,
    'search_trends_tumor': float64,
    'search_trends_type_2_diabetes': float64,
    'search_trends_unconsciousness': float64,
    'search_trends_underweight': float64,
    'search_trends_upper_respiratory_tract_infection': float64,
    'search_trends_urethritis': float64,
    'search_trends_urinary_incontinence': float64,
    'search_trends_urinary_tract_infection': float64,
    'search_trends_urinary_urgency': float64,
    'search_trends_uterine_contraction': float64,
    'search_trends_vaginal_bleeding': float64,
    'search_trends_vaginal_discharge': float64,
    'search_trends_vaginitis': float64,
    'search_trends_varicose_veins': float64,
    'search_trends_vasculitis': float64,
    'search_trends_ventricular_fibrillation': float64,
    'search_trends_ventricular_tachycardia': float64,
    'search_trends_vertigo': float64,
    'search_trends_viral_pneumonia': float64,
    'search_trends_visual_acuity': float64,
    'search_trends_vomiting': float64,
    'search_trends_wart': float64,
    'search_trends_water_retention': float64,
    'search_trends_weakness': float64,
    'search_trends_weight_gain': float64,
    'search_trends_wheeze': float64,
    'search_trends_xeroderma': float64,
    'search_trends_xerostomia': float64,
    'search_trends_yawn': float64,
    'smoking_prevalence': float64,
    'snowfall_mm': float64,
    'stay_at_home_requirements': float64,
    'stringency_index': float64,
    'subregion1_code': string,
    'subregion1_name': string,
    'subregion2_code': string,
    'subregion2_name': string,
    'testing_policy': float64,
    'vaccination_policy': float64,
    'wikidata_id': string,
    'workplace_closing': float64,
})

• Documentação do recurso:

• Chaves supervisionadas (Consulte as_supervised doc ): None

• Figura ( tfds.show_examples ): Não compatível.

• Exemplos ( tfds.as_dataframe ):

• Citação :

@article{Wahltinez2020,
  author = "O. Wahltinez and others",
  year = 2020,
  title = "COVID-19 Open-Data: curating a fine-grained, global-scale data repository for SARS-CoV-2",
  note = "Work in progress",
  url = {https://goo.gle/covid-19-open-data},
}