covid19

  • Descrizione :

Questo repository tenta di assemblare il più grande database epidemiologico di Covid-19 oltre a un potente set di covariate espansive. Include dati aperti, di provenienza pubblica e concessi in licenza relativi a dati demografici, economia, epidemiologia, geografia, salute, ricoveri, mobilità, risposta del governo, condizioni meteorologiche e altro ancora.

Questo particolare set di dati corrisponde a un join di tutte le diverse tabelle che fanno parte del repository. Pertanto, aspettati che i campioni risultanti siano molto scarsi.

Diviso Esempi
'train' 11.266.422
  • Struttura delle caratteristiche :
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,
    'cumulative_recovered_age_4': float64,
    'cumulative_recovered_age_5': float64,
    '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,
    'cumulative_tested_age_0': float64,
    'cumulative_tested_age_1': float64,
    'cumulative_tested_age_2': float64,
    'cumulative_tested_age_3': float64,
    'cumulative_tested_age_4': float64,
    'cumulative_tested_age_5': float64,
    'cumulative_tested_age_6': float64,
    'cumulative_tested_age_7': float64,
    'cumulative_tested_age_8': float64,
    'cumulative_tested_age_9': float64,
    '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,
    'new_confirmed': float64,
    'new_confirmed_age_0': float64,
    'new_confirmed_age_1': float64,
    'new_confirmed_age_2': float64,
    'new_confirmed_age_3': float64,
    'new_confirmed_age_4': float64,
    'new_confirmed_age_5': float64,
    'new_confirmed_age_6': float64,
    'new_confirmed_age_7': float64,
    'new_confirmed_age_8': float64,
    'new_confirmed_age_9': float64,
    'new_confirmed_female': float64,
    'new_confirmed_male': float64,
    'new_deceased': float64,
    'new_deceased_age_0': float64,
    'new_deceased_age_1': float64,
    'new_deceased_age_2': float64,
    'new_deceased_age_3': float64,
    'new_deceased_age_4': float64,
    'new_deceased_age_5': float64,
    '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,
    'new_intensive_care_patients_age_0': float64,
    'new_intensive_care_patients_age_1': float64,
    'new_intensive_care_patients_age_2': float64,
    'new_intensive_care_patients_age_3': float64,
    'new_intensive_care_patients_age_4': float64,
    'new_intensive_care_patients_age_5': float64,
    'new_intensive_care_patients_age_6': float64,
    '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,
    'new_recovered_age_1': float64,
    'new_recovered_age_2': float64,
    'new_recovered_age_3': float64,
    'new_recovered_age_4': float64,
    'new_recovered_age_5': float64,
    'new_recovered_age_6': float64,
    'new_recovered_age_7': float64,
    'new_recovered_age_8': float64,
    'new_recovered_age_9': float64,
    'new_recovered_female': float64,
    'new_recovered_male': float64,
    'new_tested': float64,
    'new_tested_age_0': float64,
    'new_tested_age_1': float64,
    'new_tested_age_2': float64,
    'new_tested_age_3': float64,
    'new_tested_age_4': float64,
    'new_tested_age_5': float64,
    'new_tested_age_6': float64,
    'new_tested_age_7': float64,
    'new_tested_age_8': float64,
    'new_tested_age_9': float64,
    'new_tested_female': float64,
    'new_tested_male': float64,
    'new_vaccine_doses_administered': float64,
    '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,
    'search_trends_angular_cheilitis': float64,
    'search_trends_anosmia': float64,
    'search_trends_anxiety': float64,
    'search_trends_aphasia': float64,
    'search_trends_aphonia': float64,
    'search_trends_apnea': float64,
    'search_trends_arthralgia': float64,
    'search_trends_arthritis': float64,
    'search_trends_ascites': float64,
    'search_trends_asperger_syndrome': float64,
    'search_trends_asphyxia': float64,
    'search_trends_asthma': float64,
    'search_trends_astigmatism': float64,
    'search_trends_ataxia': float64,
    'search_trends_atheroma': float64,
    'search_trends_attention_deficit_hyperactivity_disorder': float64,
    'search_trends_auditory_hallucination': float64,
    '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,
    'search_trends_biliary_colic': float64,
    'search_trends_binge_eating': float64,
    'search_trends_bleeding': float64,
    'search_trends_bleeding_on_probing': float64,
    'search_trends_blepharospasm': float64,
    'search_trends_bloating': float64,
    'search_trends_blood_in_stool': float64,
    'search_trends_blurred_vision': float64,
    'search_trends_blushing': float64,
    'search_trends_boil': float64,
    'search_trends_bone_fracture': float64,
    'search_trends_bone_tumor': float64,
    'search_trends_bowel_obstruction': float64,
    'search_trends_bradycardia': float64,
    'search_trends_braxton_hicks_contractions': float64,
    'search_trends_breakthrough_bleeding': float64,
    'search_trends_breast_pain': float64,
    'search_trends_bronchitis': float64,
    'search_trends_bruise': float64,
    'search_trends_bruxism': float64,
    'search_trends_bunion': float64,
    'search_trends_burn': float64,
    'search_trends_burning_chest_pain': float64,
    'search_trends_burning_mouth_syndrome': float64,
    'search_trends_candidiasis': float64,
    'search_trends_canker_sore': float64,
    'search_trends_cardiac_arrest': float64,
    'search_trends_carpal_tunnel_syndrome': float64,
    'search_trends_cataplexy': float64,
    'search_trends_cataract': float64,
    'search_trends_chancre': float64,
    'search_trends_cheilitis': float64,
    'search_trends_chest_pain': float64,
    'search_trends_chills': float64,
    'search_trends_chorea': float64,
    '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,
    'search_trends_colitis': float64,
    'search_trends_coma': float64,
    'search_trends_common_cold': float64,
    'search_trends_compulsive_behavior': float64,
    'search_trends_compulsive_hoarding': float64,
    'search_trends_confusion': float64,
    'search_trends_congenital_heart_defect': float64,
    'search_trends_conjunctivitis': float64,
    'search_trends_constipation': float64,
    'search_trends_convulsion': float64,
    'search_trends_cough': float64,
    'search_trends_crackles': float64,
    'search_trends_cramp': float64,
    'search_trends_crepitus': float64,
    'search_trends_croup': float64,
    'search_trends_cyanosis': float64,
    'search_trends_dandruff': float64,
    'search_trends_delayed_onset_muscle_soreness': float64,
    'search_trends_dementia': float64,
    'search_trends_dentin_hypersensitivity': float64,
    'search_trends_depersonalization': float64,
    'search_trends_depression': float64,
    'search_trends_dermatitis': float64,
    'search_trends_desquamation': float64,
    'search_trends_developmental_disability': float64,
    'search_trends_diabetes': float64,
    'search_trends_diabetic_ketoacidosis': float64,
    'search_trends_diarrhea': float64,
    'search_trends_dizziness': float64,
    'search_trends_dry_eye_syndrome': float64,
    'search_trends_dysautonomia': float64,
    'search_trends_dysgeusia': float64,
    'search_trends_dysmenorrhea': float64,
    'search_trends_dyspareunia': float64,
    'search_trends_dysphagia': float64,
    'search_trends_dysphoria': float64,
    'search_trends_dystonia': float64,
    'search_trends_dysuria': float64,
    'search_trends_ear_pain': float64,
    'search_trends_eczema': float64,
    'search_trends_edema': float64,
    'search_trends_encephalitis': float64,
    'search_trends_encephalopathy': float64,
    'search_trends_epidermoid_cyst': float64,
    'search_trends_epilepsy': float64,
    'search_trends_epiphora': float64,
    'search_trends_erectile_dysfunction': float64,
    'search_trends_erythema': float64,
    'search_trends_erythema_chronicum_migrans': float64,
    'search_trends_esophagitis': float64,
    'search_trends_excessive_daytime_sleepiness': float64,
    'search_trends_eye_pain': float64,
    'search_trends_eye_strain': float64,
    'search_trends_facial_nerve_paralysis': float64,
    'search_trends_facial_swelling': float64,
    'search_trends_fasciculation': float64,
    'search_trends_fatigue': float64,
    'search_trends_fatty_liver_disease': float64,
    'search_trends_fecal_incontinence': float64,
    'search_trends_fever': float64,
    'search_trends_fibrillation': float64,
    'search_trends_fibrocystic_breast_changes': float64,
    'search_trends_fibromyalgia': float64,
    'search_trends_flatulence': float64,
    'search_trends_floater': float64,
    'search_trends_focal_seizure': float64,
    'search_trends_folate_deficiency': float64,
    'search_trends_food_craving': float64,
    'search_trends_food_intolerance': float64,
    'search_trends_frequent_urination': float64,
    'search_trends_gastroesophageal_reflux_disease': float64,
    'search_trends_gastroparesis': float64,
    'search_trends_generalized_anxiety_disorder': float64,
    'search_trends_genital_wart': float64,
    'search_trends_gingival_recession': float64,
    'search_trends_gingivitis': float64,
    'search_trends_globus_pharyngis': float64,
    'search_trends_goitre': float64,
    'search_trends_gout': float64,
    'search_trends_grandiosity': float64,
    'search_trends_granuloma': float64,
    'search_trends_guilt': float64,
    'search_trends_hair_loss': float64,
    'search_trends_halitosis': float64,
    'search_trends_hay_fever': float64,
    'search_trends_headache': float64,
    'search_trends_heart_arrhythmia': float64,
    'search_trends_heart_murmur': float64,
    'search_trends_heartburn': float64,
    'search_trends_hematochezia': float64,
    'search_trends_hematoma': float64,
    'search_trends_hematuria': float64,
    'search_trends_hemolysis': float64,
    'search_trends_hemoptysis': float64,
    'search_trends_hemorrhoids': float64,
    'search_trends_hepatic_encephalopathy': float64,
    'search_trends_hepatitis': float64,
    'search_trends_hepatotoxicity': float64,
    'search_trends_hiccup': float64,
    'search_trends_hip_pain': float64,
    'search_trends_hives': float64,
    'search_trends_hot_flash': float64,
    'search_trends_hydrocephalus': float64,
    'search_trends_hypercalcaemia': float64,
    'search_trends_hypercapnia': float64,
    'search_trends_hypercholesterolemia': float64,
    'search_trends_hyperemesis_gravidarum': float64,
    'search_trends_hyperglycemia': float64,
    'search_trends_hyperhidrosis': float64,
    'search_trends_hyperkalemia': float64,
    'search_trends_hyperlipidemia': float64,
    'search_trends_hypermobility': float64,
    'search_trends_hyperpigmentation': float64,
    'search_trends_hypersomnia': float64,
    'search_trends_hypertension': float64,
    'search_trends_hyperthermia': float64,
    'search_trends_hyperthyroidism': float64,
    'search_trends_hypertriglyceridemia': float64,
    'search_trends_hypertrophy': float64,
    'search_trends_hyperventilation': float64,
    'search_trends_hypocalcaemia': float64,
    'search_trends_hypochondriasis': float64,
    'search_trends_hypoglycemia': float64,
    'search_trends_hypogonadism': float64,
    'search_trends_hypokalemia': float64,
    'search_trends_hypomania': float64,
    'search_trends_hyponatremia': float64,
    'search_trends_hypotension': float64,
    'search_trends_hypothyroidism': float64,
    'search_trends_hypoxemia': float64,
    'search_trends_hypoxia': float64,
    'search_trends_impetigo': float64,
    '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,
})
  • Documentazione delle funzionalità :
Caratteristica Classe Forma Tipo D Descrizione
CaratteristicheDict
adult_female_mortality_rate Tensore galleggiante64
adult_male_mortality_rate Tensore galleggiante64
age_bin_0 Tensore corda
age_bin_1 Tensore corda
age_bin_2 Tensore corda
age_bin_3 Tensore corda
age_bin_4 Tensore corda
age_bin_5 Tensore corda
age_bin_6 Tensore corda
age_bin_7 Tensore corda
age_bin_8 Tensore corda
age_bin_9 Tensore corda
livello_aggregazione Tensore galleggiante64
area_rurale_kmq Tensore galleggiante64
area_kmq Tensore galleggiante64
area_urban_kmq Tensore galleggiante64
media_temperatura_celsius Tensore galleggiante64
cancel_public_events Tensore galleggiante64
comorbidity_mortality_rate Tensore galleggiante64
contact_tracing Tensore galleggiante64
prefisso internazionale Tensore corda
nome del paese Tensore corda
cumulativo_confermato Tensore galleggiante64
cumulative_confirmed_age_0 Tensore galleggiante64
cumulativo_confermato_età_1 Tensore galleggiante64
cumulativo_confermato_età_2 Tensore galleggiante64
cumulativo_confermato_età_3 Tensore galleggiante64
cumulativo_confermato_età_4 Tensore galleggiante64
cumulativo_confermato_età_5 Tensore galleggiante64
cumulativo_confermato_età_6 Tensore galleggiante64
cumulativo_confermato_età_7 Tensore galleggiante64
cumulativo_confermato_età_8 Tensore galleggiante64
cumulativo_confermato_età_9 Tensore galleggiante64
cumulative_confirmed_female Tensore galleggiante64
cumulative_confirmed_male Tensore galleggiante64
cumulativo_deceduto Tensore galleggiante64
cumulativo_deceduto_età_0 Tensore galleggiante64
cumulativo_deceduto_età_1 Tensore galleggiante64
cumulativo_deceduto_età_2 Tensore galleggiante64
cumulativo_deceduto_età_3 Tensore galleggiante64
cumulativo_deceduto_età_4 Tensore galleggiante64
cumulativo_deceduto_età_5 Tensore galleggiante64
cumulativo_deceduto_età_6 Tensore galleggiante64
cumulativo_deceduto_età_7 Tensore galleggiante64
cumulativo_deceduto_età_8 Tensore galleggiante64
cumulativo_deceduto_età_9 Tensore galleggiante64
cumulative_deceded_female Tensore galleggiante64
cumulativo_deceduto_maschio Tensore galleggiante64
cumulative_hospitalized_patients Tensore galleggiante64
cumulative_hospitalized_patients_age_0 Tensore galleggiante64
cumulative_hospitalized_patients_age_1 Tensore galleggiante64
cumulative_hospitalized_patients_age_2 Tensore galleggiante64
cumulative_hospitalized_patients_age_3 Tensore galleggiante64
cumulative_hospitalized_patients_age_4 Tensore galleggiante64
cumulative_hospitalized_patients_age_5 Tensore galleggiante64
cumulative_hospitalized_patients_age_6 Tensore galleggiante64
cumulative_hospitalized_patients_age_7 Tensore galleggiante64
cumulative_hospitalized_patients_age_8 Tensore galleggiante64
cumulative_hospitalized_patients_age_9 Tensore galleggiante64
cumulative_hospitalized_patients_female Tensore galleggiante64
cumulative_hospitalized_patients_male Tensore galleggiante64
cumulative_intensive_care_patients Tensore galleggiante64
cumulative_intensive_care_patients_age_0 Tensore galleggiante64
cumulative_intensive_care_patients_age_1 Tensore galleggiante64
cumulative_intensive_care_patients_age_2 Tensore galleggiante64
cumulative_intensive_care_patients_age_3 Tensore galleggiante64
cumulative_intensive_care_patients_age_4 Tensore galleggiante64
cumulative_intensive_care_patients_age_5 Tensore galleggiante64
cumulative_intensive_care_patients_age_6 Tensore galleggiante64
cumulative_intensive_care_patients_age_7 Tensore galleggiante64
cumulative_intensive_care_patients_age_8 Tensore galleggiante64
cumulative_intensive_care_patients_age_9 Tensore galleggiante64
cumulative_intensive_care_patients_female Tensore galleggiante64
cumulative_intensive_care_patients_male Tensore galleggiante64
cumulative_persons_fully_vaccinated Tensore galleggiante64
cumulative_persons_fully_vaccinated_janssen Tensore galleggiante64
cumulative_persons_fully_vaccinated_moderna Tensore galleggiante64
cumulative_persons_fully_vaccinated_pfizer Tensore galleggiante64
cumulativo_persone_vaccinate Tensore galleggiante64
cumulativo_recuperato Tensore galleggiante64
cumulativo_recuperato_età_0 Tensore galleggiante64
cumulativo_recuperato_età_1 Tensore galleggiante64
cumulativo_recuperato_età_2 Tensore galleggiante64
cumulativo_recuperato_età_3 Tensore galleggiante64
cumulativo_recuperato_età_4 Tensore galleggiante64
cumulativo_recuperato_età_5 Tensore galleggiante64
cumulativo_recuperato_età_6 Tensore galleggiante64
cumulativo_recuperato_età_7 Tensore galleggiante64
cumulativo_recuperato_età_8 Tensore galleggiante64
cumulativo_recuperato_età_9 Tensore galleggiante64
cumulativo_recuperato_femmina Tensore galleggiante64
cumulativo_recuperato_maschio Tensore galleggiante64
cumulativo_testato Tensore galleggiante64
cumulative_tested_age_0 Tensore galleggiante64
cumulative_tested_age_1 Tensore galleggiante64
cumulative_tested_age_2 Tensore galleggiante64
cumulative_tested_age_3 Tensore galleggiante64
cumulative_tested_age_4 Tensore galleggiante64
cumulative_tested_age_5 Tensore galleggiante64
cumulative_tested_age_6 Tensore galleggiante64
cumulative_tested_age_7 Tensore galleggiante64
cumulative_tested_age_8 Tensore galleggiante64
cumulative_tested_age_9 Tensore galleggiante64
cumulative_tested_female Tensore galleggiante64
cumulative_tested_male Tensore galleggiante64
cumulative_vaccine_doses_administered Tensore galleggiante64
cumulative_vaccine_doses_administered_janssen Tensore galleggiante64
cumulative_vaccine_doses_amministrate_moderna Tensore galleggiante64
cumulative_vaccine_doses_administered_pfizer Tensore galleggiante64
cumulative_ventilator_patients Tensore galleggiante64
current_hospitalized_patients Tensore galleggiante64
current_intensive_care_patients Tensore galleggiante64
current_ventilator_patients Tensore galleggiante64
datacommons_id Tensore corda
Data Tensore corda
riduzione del debito Tensore galleggiante64
punto_di_rugiada Tensore galleggiante64
diabete_prevalenza Tensore galleggiante64
elevazione_m Tensore galleggiante64
Emergency_investment_in_healthcare Tensore galleggiante64
face_coverings Tensore galleggiante64
misure_fiscali Tensore galleggiante64
pil_pro_capite_usd Tensore galleggiante64
pil_usd Tensore galleggiante64
spese_sanitarie_usd Tensore galleggiante64
letti_ospedale_per_1000 Tensore galleggiante64
indice_capitale_umano Tensore galleggiante64
indice di sviluppo umano Tensore galleggiante64
sostegno al reddito Tensore galleggiante64
tasso di mortalità infantile Tensore galleggiante64
supporto_internazionale Tensore galleggiante64
international_travel_controls Tensore galleggiante64
investimento_in_vaccini Tensore galleggiante64
iso_3166_1_alpha_2 Tensore corda
iso_3166_1_alpha_3 Tensore corda
latitudine Tensore galleggiante64
aspettativa di vita Tensore galleggiante64
codice_località Tensore corda
nome_località Tensore corda
posizione_chiave Tensore corda
longitudine Tensore galleggiante64
temperatura_massima_celsius Tensore galleggiante64
temperatura_minima_celsius Tensore galleggiante64
mobilità_drogheria_e_farmacia Tensore galleggiante64
mobilità_parchi Tensore galleggiante64
mobilità_residenziale Tensore galleggiante64
mobilità_retail_and_recreation Tensore galleggiante64
mobility_transit_stations Tensore galleggiante64
mobilità_luoghi di lavoro Tensore galleggiante64
nuovo_confermato Tensore galleggiante64
new_confirmed_age_0 Tensore galleggiante64
new_confirmed_age_1 Tensore galleggiante64
nuova_età_confermata_2 Tensore galleggiante64
new_confirmed_age_3 Tensore galleggiante64
new_confirmed_age_4 Tensore galleggiante64
new_confirmed_age_5 Tensore galleggiante64
new_confirmed_age_6 Tensore galleggiante64
new_confirmed_age_7 Tensore galleggiante64
new_confirmed_age_8 Tensore galleggiante64
new_confirmed_age_9 Tensore galleggiante64
nuova_femmina_confermata Tensore galleggiante64
new_confirmed_male Tensore galleggiante64
nuovo_deceduto Tensore galleggiante64
new_deceded_age_0 Tensore galleggiante64
new_deceded_age_1 Tensore galleggiante64
new_deceded_age_2 Tensore galleggiante64
new_deceded_age_3 Tensore galleggiante64
new_deceded_age_4 Tensore galleggiante64
new_deceded_age_5 Tensore galleggiante64
new_deceded_age_6 Tensore galleggiante64
new_deceded_age_7 Tensore galleggiante64
new_deceded_age_8 Tensore galleggiante64
new_deceded_age_9 Tensore galleggiante64
nuova_deceduta_femmina Tensore galleggiante64
nuovo_deceduto_maschio Tensore galleggiante64
nuovi_pazienti_ricoverati Tensore galleggiante64
new_hospitalized_patients_age_0 Tensore galleggiante64
new_hospitalized_patients_age_1 Tensore galleggiante64
new_hospitalized_patients_age_2 Tensore galleggiante64
new_hospitalized_patients_age_3 Tensore galleggiante64
new_hospitalized_patients_age_4 Tensore galleggiante64
new_hospitalized_patients_age_5 Tensore galleggiante64
new_hospitalized_patients_age_6 Tensore galleggiante64
new_hospitalized_patients_age_7 Tensore galleggiante64
new_hospitalized_patients_age_8 Tensore galleggiante64
new_hospitalized_patients_age_9 Tensore galleggiante64
new_hospitalized_patients_female Tensore galleggiante64
new_hospitalized_patients_male Tensore galleggiante64
new_intensive_care_patients Tensore galleggiante64
new_intensive_care_patients_age_0 Tensore galleggiante64
new_intensive_care_patients_age_1 Tensore galleggiante64
new_intensive_care_patients_age_2 Tensore galleggiante64
new_intensive_care_patients_age_3 Tensore galleggiante64
new_intensive_care_patients_age_4 Tensore galleggiante64
new_intensive_care_patients_age_5 Tensore galleggiante64
new_intensive_care_patients_age_6 Tensore galleggiante64
new_intensive_care_patients_age_7 Tensore galleggiante64
new_intensive_care_patients_age_8 Tensore galleggiante64
new_intensive_care_patients_age_9 Tensore galleggiante64
new_intensive_care_patients_female Tensore galleggiante64
new_intensive_care_patients_male Tensore galleggiante64
nuove_persone_completamente_vaccinate Tensore galleggiante64
new_persons_fully_vaccinated_janssen Tensore galleggiante64
new_persons_fully_vaccinated_moderna Tensore galleggiante64
new_persons_fully_vaccinated_pfizer Tensore galleggiante64
nuove_persone_vaccinate Tensore galleggiante64
new_recuperato Tensore galleggiante64
new_recuperato_età_0 Tensore galleggiante64
new_recuperato_età_1 Tensore galleggiante64
new_recuperato_età_2 Tensore galleggiante64
new_recuperato_età_3 Tensore galleggiante64
new_recuperato_età_4 Tensore galleggiante64
new_recuperato_età_5 Tensore galleggiante64
new_recuperato_età_6 Tensore galleggiante64
new_recuperato_età_7 Tensore galleggiante64
new_recuperato_età_8 Tensore galleggiante64
new_recuperato_età_9 Tensore galleggiante64
new_recuperata_femmina Tensore galleggiante64
new_recovered_male Tensore galleggiante64
nuovo_testato Tensore galleggiante64
new_tested_age_0 Tensore galleggiante64
new_tested_age_1 Tensore galleggiante64
new_tested_age_2 Tensore galleggiante64
new_tested_age_3 Tensore galleggiante64
new_tested_age_4 Tensore galleggiante64
new_tested_age_5 Tensore galleggiante64
new_tested_age_6 Tensore galleggiante64
new_tested_age_7 Tensore galleggiante64
new_tested_age_8 Tensore galleggiante64
new_tested_age_9 Tensore galleggiante64
new_tested_female Tensore galleggiante64
new_tested_male Tensore galleggiante64
new_vaccine_doses_administered Tensore galleggiante64
new_vaccine_doses_administered_janssen Tensore galleggiante64
new_vaccine_doses_administered_moderna Tensore galleggiante64
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search_trends_swelling Tensore galleggiante64
search_trends_swollen_feet Tensore galleggiante64
search_trends_swollen_lymph_nodes Tensore galleggiante64
search_trends_sincope Tensore galleggiante64
search_trends_tachycardia Tensore galleggiante64
search_trends_tachipnea Tensore galleggiante64
search_trends_telangectasia Tensore galleggiante64
search_trends_tenerezza Tensore galleggiante64
search_trends_testicular_pain Tensore galleggiante64
search_trends_throat_irritation Tensore galleggiante64
search_trends_trombocitopenia Tensore galleggiante64
search_trends_nodulo_tiroideo Tensore galleggiante64
search_trends_tic Tensore galleggiante64
search_trends_tinnitus Tensore galleggiante64
search_trends_tonsillite Tensore galleggiante64
search_trends_mal di denti Tensore galleggiante64
search_trends_tremor Tensore galleggiante64
search_trends_trichoptilosis Tensore galleggiante64
search_trends_tumore Tensore galleggiante64
search_trends_type_2_diabete Tensore galleggiante64
search_trends_incoscienza Tensore galleggiante64
search_trends_underweight Tensore galleggiante64
search_trends_upper_respiratory_tract_infection Tensore galleggiante64
search_trends_uretrite Tensore galleggiante64
search_trends_urinary_incontinence Tensore galleggiante64
search_trends_urinary_tract_infection Tensore galleggiante64
search_trends_urinary_urgency Tensore galleggiante64
search_trends_contrazione_uterina Tensore galleggiante64
search_trends_vaginal_bleeding Tensore galleggiante64
search_trends_vaginal_discharge Tensore galleggiante64
search_trends_vaginitis Tensore galleggiante64
search_trends_varicose_veins Tensore galleggiante64
search_trends_vasculite Tensore galleggiante64
search_trends_ventricular_fibrillation Tensore galleggiante64
search_trends_ventricular_tachycardia Tensore galleggiante64
search_trends_vertigine Tensore galleggiante64
search_trends_viral_polmonite Tensore galleggiante64
search_trends_visual_acuity Tensore galleggiante64
search_trends_vomiting Tensore galleggiante64
search_trends_wart Tensore galleggiante64
search_trends_water_retention Tensore galleggiante64
search_trends_weakness Tensore galleggiante64
search_trends_weight_gain Tensore galleggiante64
search_trends_wheeze Tensore galleggiante64
search_trends_xeroderma Tensore galleggiante64
search_trends_xerostomia Tensore galleggiante64
search_trends_yawn Tensore galleggiante64
fumo_prevalenza Tensore galleggiante64
nevicate_mm Tensore galleggiante64
stay_at_home_requirements Tensore galleggiante64
stringency_index Tensore galleggiante64
sottoregione1_codice Tensore corda
sottoregione1_nome Tensore corda
sottoregione2_codice Tensore corda
sottoregione2_nome Tensore corda
test_policy Tensore galleggiante64
vaccinazione_policy Tensore galleggiante64
wikidata_id Tensore corda
posto di lavoro_chiusura Tensore galleggiante64
  • Citazione :
@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},
}