Datasets:

---

ahmedBargady

/

DomURLsMetaData_Detection

like 0

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 579 new columns ({'ngram2_a-', 'dnssec_valid_any', 'url_query_len', 'ngram2_gs', 'ngram3_ebl', 'soa_min_ttl', 'ngram3_gov', 'ngram3_om.', 'ngram2_-a', 'ngram3_top', 'has_dmarc', 'ngram2_fa', 'ngram3_ogl', 'num_ipv6', 'ngram2_hi', 'num_MX', 'ngram2_wi', 'ngram3_ver', 'ngram2_pe', 'ngram2_rt', 'ngram3_s.n', 'ngram3_deo', 'ngram2_ok', 'ngram2_-m', 'entropy', 'ngram3_mai', 'cert_chain_length', 'ngram2_el', 'ngram2_sp', 'ngram3_.or', 'ngram2_ew', 'ngram3_edi', 'ngram3_ine', 'ngram2_at', 'ngram2_10', 'domain_length', 'ngram3_ost', 'ngram3_al.', 'ngram3_ire', 'ngram3_cdn', 'ngram3_.re', 'ngram3_-10', 'ttl_std', 'ngram3_es.', 'ngram3_.de', 'ngram2_gl', 'ngram2_rg', 'ngram3_ter', 'ngram3_s.c', 'ngram2_ru', 'ngram2_ay', 'cert_is_self_signed', 'ngram3_ice', 'has_registrant_entity', 'ngram2_cc', 'ngram2_po', 'ngram2_tr', 'ngram2_ee', 'ngram2_pi', 'ngram2_m.', 'ngram2_z.', 'ngram3_tal', 'ngram3_ne.', 'ngram3_ic.', 'ngram3_r.c', 'ngram2_cr', 'ngram3_dn.', 'ngram3_rg.', 'ngram2_lo', 'ngram2_ce', 'ngram2_4.', 'ngram2_sn', 'cert_extension_count', 'ngram3_ge.', 'days_since_sourced', 'ngram3_.ca', 'ngram2_rc', 'ngram2_ob', 'cert_valid_days', 'ngram2_n-', 'ngram2_-i', 'ngram2_bi', 'ngram2_to', 'ngram2_li', 'digit_ratio', 'ngram2_i.', 'ngram3_web', 'ngram3_.pr', 'url_num_slashes', 'ngram3_erv', 'ngram2_.v', 'ngram3_et.', 'ngram2_ai', 'ngram3_ste', 'ngram2_.n', 'dnssec_A', 'ngram2_e.', 'ngram2_cl', 'ngram3_a.c', 'ngram2_.m', 'num_A', 'ngram2_ir', 'ngram2_an', 'ngram2_nc', 'ngram2_ou', 'ngram3_dev', 'ngram2_tl', 'n
...
_er.', 'ngram2_pt', 'ngram2_ap', 'ngram2_tw', 'ngram2_ig', 'ngram3_the', 'ngram3_ati', 'ngram3_sta', 'ngram3_n.n', 'ngram2_ft', 'ngram2_ix', 'ngram2_.i', 'ngram3_du.', 'ngram2_re', 'ngram2_na', 'ngram2_es', 'ngram2_ca', 'ngram2_au', 'ngram2_12', 'ngram3_.us', 'ngram3_net', 'has_AAAA', 'cert_country_exists', 'ngram2_wa', 'ngram3_bly', 'ngram2_ho', 'ngram3_.to', 'ngram3_.li', 'ngram3_d.c', 'ngram2_ne', 'ngram2_2.', 'ngram3_.cl', 'ngram2_ov', 'ngram3_.tr', 'ngram3_evi', 'ngram2_ws', 'ngram2_fr', 'ngram3_rod', 'label_binary', 'ngram3_res', 'ngram3_sto', 'ngram3_log', 'ngram2_ct', 'ngram2_.c', 'ngram2_sh', 'ngram2_rk', 'ngram2_un', 'ngram3_int', 'ngram2_he', 'ngram2_fl', 'ngram3_ite', 'cert_org_exists', 'ngram3_eo.', 'ngram2_as', 'has_status_serverhold', 'ngram2_-s', 'days_to_expiry', 'ngram2_ds', 'ngram2_oa', 'ngram2_1-', 'ngram2_3.', 'ngram2_ts', 'ngram3_lev', 'ngram2_ya', 'url_path_len', 'ngram2_oo', 'ngram2_sc', 'soa_refresh', 'ngram2_a.', 'ngram3_.co', 'ngram3_re.', 'ngram2_ud', 'ngram2_ex', 'ngram2_nt', 'num_ipv4', 'ngram2_em', 'ngram2_tt', 'ngram2_ur', 'ngram3_edu', 'ngram2_ua', 'ngram3_one', 'ngram2_n.', 'ngram3_.in', 'has_wildcard_cert', 'ngram2_.l', 'ngram3_.ne', 'ngram2_k.', 'cert_is_letsencrypt', 'ngram3_p.c', 'has_A', 'ngram2_is', 'has_expiry', 'ngram3_are', 'ngram2_ar', 'ngram3_vid', 'ngram2_rs', 'ngram2_ia', 'ngram3_pro', 'ngram3_.pa', 'ngram2_sm', 'ngram2_eb', 'ngram3_.pl', 'ngram2_vi', 'ngram2_ld', 'ngram2_mi', 'ngram3_nal', 'ngram3_ra.', 'ngram2_t-', 'ngram2_rn'}) and 137 missing columns ({'tls_issuer_is_zerossl', 'tls_issuer_is_cloudflare', 'tls_expires_soon_90_days', 'rdap_uses_digitalocean_ns', 'rdap_recently_updated_30_days', 'ip_has_multicast_ip', 'ip_uses_namecheap_hosting', 'ip_uses_ovh_hosting', 'dns_uses_godaddy_dns', 'tls_short_validity_90_days', 'ip_network_registration_age_days_min', 'dns_uses_google_dns', 'tls_any_san_matches_host', 'ip_network_recently_allocated_90d', 'ip_multi_registry_hosting', 'tls_validity_period_days', 'dns_cname_ends_in_cdn', 'rdap_is_new_domain_1_day', 'ip_num_unique_asns', 'dns_min_ttl', 'x_ns_provider_consistency_amazon', 'rdap_registered_for_five_years_or_more', 'rdap_is_new_domain_365_days', 'x_low_ttl_on_old_domain', 'rdap_registered_for_two_years_or_less', 'tls_certificate_age_days', 'dns_num_ns_records', 'ip_uses_cloudflare_hosting', 'dns_num_unique_ips', 'x_domain_and_cert_both_new_7d', 'dns_uses_namecheap_dns', 'ip_uses_cloud_hosting', 'rdap_has_server_hold', 'rdap_has_pending_delete', 'tls_certificate_not_yet_valid', 'tls_short_validity_180_days', 'rdap_entity_count', 'dns_mean_ttl', 'rdap_expires_soon_90_days', 'rdap_registration_period_days', 'rdap_uses_registrar_default_ns', 'rdap_days_since_update', 'dns_cname_ends_in_free_hoster', 'ip_uses_digitalocean_hosting', 'rdap_is_new_domain_90_days', 'tls_new_cert_30_days', 'tls_issuer_is_google', 'rdap_has_client_transfer_prohibited', 'x_dnssec_and_old_domain', 'ip_multi_asn_hosting', 'rdap_has_any_hold_status', 'ip_network_recently_allocated_30d', 'ip_has_loopback_
...
_is_new_domain_30_days', 'ip_num_unique_networks', 'ip_uses_microsoft_hosting', 'x_rdap_dns_ns_mismatch', 'tls_days_to_expiration', 'x_dns_ip_count_vs_hosting_ip_count_diff', 'rdap_is_new_domain_7_days', 'ip_multi_country_hosting', 'rdap_recently_updated_7_days', 'rdap_num_unique_nameserver_domains', 'rdap_uses_google_ns', 'ip_num_unique_countries', 'dns_num_txt_records', 'dns_num_a_records', 'dns_has_spf_record', 'tls_num_san_domains', 'dns_resolves', 'tls_new_cert_7_days', 'dns_uses_google_mail', 'rdap_expires_soon_7_days', 'tls_expires_soon_7_days', 'dns_has_dnssec', 'tls_has_many_sans_50', 'tls_issuer_is_sectigo', 'ip_num_unique_registries', 'tls_expires_soon_30_days', 'rdap_registered_for_one_year', 'dns_has_low_ttl_300', 'x_ttl_to_domain_age_ratio', 'x_domain_new_but_no_dns', 'input_is_ip_address', 'ip_uses_amazon_hosting', 'tls_issuer_is_lets_encrypt', 'dns_has_soa_record', 'rdap_privacy_protected', 'tls_long_validity_398_days', 'ip_has_public_ip', 'rdap_days_to_expiration', 'x_rdap_dns_ns_count_diff', 'dns_uses_cloudflare_dns', 'rdap_uses_amazon_ns', 'rdap_uses_azure_ns', 'tls_certificate_expired', 'rdap_domain_age_days', 'tls_issuer_is_digicert', 'ip_num_ipv4', 'tls_issuer_is_amazon', 'rdap_has_server_transfer_prohibited', 'dns_uses_microsoft_mail', 'ip_has_reserved_ip', 'tls_has_wildcard_san', 'ip_has_link_local_ip', 'rdap_has_redemption_period', 'rdap_uses_cloudflare_ns', 'dns_uses_protonmail', 'ip_uses_hetzner_hosting', 'ip_num_resolved_ips', 'dns_num_mx_records'}).

This happened while the csv dataset builder was generating data using

hf://datasets/ahmedBargady/DomURLsMetaData_Detection/next/PhishMalware/train.csv (at revision ff58f9fce7d73658d783e9c7d7bd2500a2d602d9), ['hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/Hranicky/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/ThreatFox_MalDomains/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/UMUDGA/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/UTL_DGA22/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/discard/DNS_EXF_TUN/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/next/PhishMalware/train.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              input: string
              url_path_len: int64
              url_num_slashes: int64
              url_has_suspicious_path: int64
              url_query_len: int64
              url_has_suspicious_query: int64
              days_since_sourced: int64
              has_A: int64
              has_AAAA: int64
              has_CNAME: int64
              has_MX: int64
              has_NS: int64
              has_TXT: int64
              num_A: int64
              num_AAAA: int64
              num_MX: int64
              num_NS: int64
              avg_TTL: double
              min_TTL: int64
              ttl_std: double
              dnssec_valid_any: int64
              dnssec_A: int64
              has_dnskey: int64
              has_spf: int64
              has_dmarc: int64
              has_dkim: int64
              dns_had_no_ips: int64
              soa_refresh: int64
              soa_retry: int64
              soa_expire: int64
              soa_min_ttl: int64
              privacy_protected: int64
              domain_age_days: int64
              days_to_expiry: int64
              has_registration: int64
              has_expiry: int64
              has_last_changed: int64
              num_nameservers: int64
              rdap_dnssec: int64
              domain_status_count: int64
              has_status_clienthold: int64
              has_status_serverhold: int64
              has_registrant_entity: int64
              has_abuse_entity: int64
              has_admin_entity: int64
              has_tls: int64
              tls_count: int64
              cert_chain_length: int64
              cert_valid_days: int64
              cert_remaining_days: int64
              cert_extension_count: int64
              cert_org_exists: int64
              cert_country_exists: int64
              cert_is_self_signed: int64
              has_wildcard_cert: int64
              cert_is_letsencrypt: int64
              cert_issuance_delay: int64
              num_ips: int64
              num_ipv4: int64
              num_ipv6: int64
              unique_asns: int64
              unique_countries: int64
              ip_reachability_ratio: double
              avg_rtt_ms: double
              geo_consistency: int64
              asn_consistency: int64
              asn_org_familiar: int64
              domain_length: int64
              num_labels: int64
              has_ip_in_domain: int64
              digit_ratio: double
              special_char_rat
              ...
              64
              ngram3_ebl: int64
              ngram2_qu: int64
              ngram2_ui: int64
              ngram3_m.c: int64
              ngram3_s.d: int64
              ngram3_wor: int64
              ngram3_tal: int64
              ngram2_6.: int64
              ngram3_eeb: int64
              ngram3_in.: int64
              ngram3_dns: int64
              ngram2_ko: int64
              ngram3_c.c: int64
              ngram2_nn: int64
              ngram2_z.: int64
              ngram3_tat: int64
              ngram3_bly: int64
              ngram2_fs: int64
              ngram3_the: int64
              ngram2_ik: int64
              ngram3_ge.: int64
              ngram3_vic: int64
              ngram2_tw: int64
              ngram3_-10: int64
              ngram2_oa: int64
              ngram2_ft: int64
              ngram3_.re: int64
              ngram3_nal: int64
              ngram3_.pa: int64
              ngram3_ire: int64
              ngram3_.li: int64
              ngram3_str: int64
              ngram2_dr: int64
              ngram3_.ua: int64
              ngram2_zo: int64
              ngram2_mb: int64
              ngram3_na.: int64
              ngram3_.tr: int64
              ngram3_one: int64
              ngram2_01: int64
              ngram3_.ac: int64
              ngram3_pub: int64
              ngram3_blo: int64
              ngram3_eb.: int64
              ngram3_mar: int64
              ngram2_1-: int64
              ngram3_ch.: int64
              ngram3_sto: int64
              ngram2_tl: int64
              ngram3_ws.: int64
              ngram2_ek: int64
              ngram2_ey: int64
              ngram2_sl: int64
              ngram2_12: int64
              ngram3_ons: int64
              ngram2_7.: int64
              ngram3_ure: int64
              ngram2_ff: int64
              ngram3_od.: int64
              ngram3_n.n: int64
              ngram3_.fi: int64
              ngram3_ect: int64
              ngram3_.uk: int64
              ngram3_ra.: int64
              ngram2_ix: int64
              ngram2_pt: int64
              ngram3_ac.: int64
              ngram3_ysi: int64
              ngram3_ase: int64
              ngram3_ale: int64
              ngram3_i.c: int64
              ngram3_spo: int64
              ngram3_lev: int64
              ngram3_.au: int64
              ngram2_ks: int64
              malware_type: string
              label: string
              label_binary: int64
              class: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 68235
              to
              {'input': Value('string'), 'class': Value('string'), 'label': Value('string'), 'input_valid': Value('int64'), 'input_is_ip_address': Value('int64'), 'rdap_domain_age_days': Value('float64'), 'rdap_registration_period_days': Value('float64'), 'rdap_days_since_update': Value('float64'), 'rdap_days_to_expiration': Value('float64'), 'rdap_is_new_domain_1_day': Value('float64'), 'rdap_is_new_domain_7_days': Value('float64'), 'rdap_is_new_domain_30_days': Value('float64'), 'rdap_is_new_domain_90_days': Value('float64'), 'rdap_is_new_domain_365_days': Value('float64'), 'rdap_registered_for_one_year': Value('float64'), 'rdap_registered_for_two_years_or_less': Value('float64'), 'rdap_registered_for_five_years_or_more': Value('float64'), 'rdap_expires_soon_7_days': Value('float64'), 'rdap_expires_soon_30_days': Value('float64'), 'rdap_expires_soon_90_days': Value('float64'), 'rdap_recently_updated_7_days': Value('float64'), 'rdap_recently_updated_30_days': Value('float64'), 'rdap_recently_updated_90_days': Value('float64'), 'rdap_privacy_protected': Value('float64'), 'rdap_num_nameservers': Value('float64'), 'rdap_num_unique_nameserver_domains': Value('float64'), 'rdap_uses_cloudflare_ns': Value('float64'), 'rdap_uses_google_ns': Value('float64'), 'rdap_uses_amazon_ns': Value('float64'), 'rdap_uses_azure_ns': Value('float64'), 'rdap_uses_digitalocean_ns': Value('float64'), 'rdap_uses_registrar_default_ns': Value('float64'), 'rdap_num_status_codes': Value('float64'), 'rdap_has_client_tr
              ...
               'ip_num_unique_networks': Value('float64'), 'ip_network_registration_age_days_min': Value('float64'), 'ip_network_registration_age_days_mean': Value('float64'), 'ip_network_recently_allocated_30d': Value('float64'), 'ip_network_recently_allocated_90d': Value('float64'), 'ip_uses_cloud_hosting': Value('float64'), 'ip_uses_cdn_or_proxy': Value('float64'), 'ip_uses_amazon_hosting': Value('float64'), 'ip_uses_google_hosting': Value('float64'), 'ip_uses_microsoft_hosting': Value('float64'), 'ip_uses_cloudflare_hosting': Value('float64'), 'ip_uses_digitalocean_hosting': Value('float64'), 'ip_uses_ovh_hosting': Value('float64'), 'ip_uses_hetzner_hosting': Value('float64'), 'ip_uses_godaddy_hosting': Value('float64'), 'ip_uses_namecheap_hosting': Value('float64'), 'ip_multi_asn_hosting': Value('float64'), 'ip_multi_country_hosting': Value('float64'), 'ip_multi_registry_hosting': Value('float64'), 'x_age_cert_vs_domain_ratio': Value('float64'), 'x_ttl_to_domain_age_ratio': Value('float64'), 'x_domain_and_cert_both_new_7d': Value('float64'), 'x_domain_new_but_no_dns': Value('float64'), 'x_low_ttl_on_old_domain': Value('float64'), 'x_dns_ip_count_vs_hosting_ip_count_diff': Value('float64'), 'x_rdap_dns_ns_count_diff': Value('float64'), 'x_rdap_dns_ns_mismatch': Value('float64'), 'x_ns_provider_consistency_cloudflare': Value('float64'), 'x_ns_provider_consistency_google': Value('float64'), 'x_ns_provider_consistency_amazon': Value('float64'), 'x_dnssec_and_old_domain': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 579 new columns ({'ngram2_a-', 'dnssec_valid_any', 'url_query_len', 'ngram2_gs', 'ngram3_ebl', 'soa_min_ttl', 'ngram3_gov', 'ngram3_om.', 'ngram2_-a', 'ngram3_top', 'has_dmarc', 'ngram2_fa', 'ngram3_ogl', 'num_ipv6', 'ngram2_hi', 'num_MX', 'ngram2_wi', 'ngram3_ver', 'ngram2_pe', 'ngram2_rt', 'ngram3_s.n', 'ngram3_deo', 'ngram2_ok', 'ngram2_-m', 'entropy', 'ngram3_mai', 'cert_chain_length', 'ngram2_el', 'ngram2_sp', 'ngram3_.or', 'ngram2_ew', 'ngram3_edi', 'ngram3_ine', 'ngram2_at', 'ngram2_10', 'domain_length', 'ngram3_ost', 'ngram3_al.', 'ngram3_ire', 'ngram3_cdn', 'ngram3_.re', 'ngram3_-10', 'ttl_std', 'ngram3_es.', 'ngram3_.de', 'ngram2_gl', 'ngram2_rg', 'ngram3_ter', 'ngram3_s.c', 'ngram2_ru', 'ngram2_ay', 'cert_is_self_signed', 'ngram3_ice', 'has_registrant_entity', 'ngram2_cc', 'ngram2_po', 'ngram2_tr', 'ngram2_ee', 'ngram2_pi', 'ngram2_m.', 'ngram2_z.', 'ngram3_tal', 'ngram3_ne.', 'ngram3_ic.', 'ngram3_r.c', 'ngram2_cr', 'ngram3_dn.', 'ngram3_rg.', 'ngram2_lo', 'ngram2_ce', 'ngram2_4.', 'ngram2_sn', 'cert_extension_count', 'ngram3_ge.', 'days_since_sourced', 'ngram3_.ca', 'ngram2_rc', 'ngram2_ob', 'cert_valid_days', 'ngram2_n-', 'ngram2_-i', 'ngram2_bi', 'ngram2_to', 'ngram2_li', 'digit_ratio', 'ngram2_i.', 'ngram3_web', 'ngram3_.pr', 'url_num_slashes', 'ngram3_erv', 'ngram2_.v', 'ngram3_et.', 'ngram2_ai', 'ngram3_ste', 'ngram2_.n', 'dnssec_A', 'ngram2_e.', 'ngram2_cl', 'ngram3_a.c', 'ngram2_.m', 'num_A', 'ngram2_ir', 'ngram2_an', 'ngram2_nc', 'ngram2_ou', 'ngram3_dev', 'ngram2_tl', 'n
              ...
              _er.', 'ngram2_pt', 'ngram2_ap', 'ngram2_tw', 'ngram2_ig', 'ngram3_the', 'ngram3_ati', 'ngram3_sta', 'ngram3_n.n', 'ngram2_ft', 'ngram2_ix', 'ngram2_.i', 'ngram3_du.', 'ngram2_re', 'ngram2_na', 'ngram2_es', 'ngram2_ca', 'ngram2_au', 'ngram2_12', 'ngram3_.us', 'ngram3_net', 'has_AAAA', 'cert_country_exists', 'ngram2_wa', 'ngram3_bly', 'ngram2_ho', 'ngram3_.to', 'ngram3_.li', 'ngram3_d.c', 'ngram2_ne', 'ngram2_2.', 'ngram3_.cl', 'ngram2_ov', 'ngram3_.tr', 'ngram3_evi', 'ngram2_ws', 'ngram2_fr', 'ngram3_rod', 'label_binary', 'ngram3_res', 'ngram3_sto', 'ngram3_log', 'ngram2_ct', 'ngram2_.c', 'ngram2_sh', 'ngram2_rk', 'ngram2_un', 'ngram3_int', 'ngram2_he', 'ngram2_fl', 'ngram3_ite', 'cert_org_exists', 'ngram3_eo.', 'ngram2_as', 'has_status_serverhold', 'ngram2_-s', 'days_to_expiry', 'ngram2_ds', 'ngram2_oa', 'ngram2_1-', 'ngram2_3.', 'ngram2_ts', 'ngram3_lev', 'ngram2_ya', 'url_path_len', 'ngram2_oo', 'ngram2_sc', 'soa_refresh', 'ngram2_a.', 'ngram3_.co', 'ngram3_re.', 'ngram2_ud', 'ngram2_ex', 'ngram2_nt', 'num_ipv4', 'ngram2_em', 'ngram2_tt', 'ngram2_ur', 'ngram3_edu', 'ngram2_ua', 'ngram3_one', 'ngram2_n.', 'ngram3_.in', 'has_wildcard_cert', 'ngram2_.l', 'ngram3_.ne', 'ngram2_k.', 'cert_is_letsencrypt', 'ngram3_p.c', 'has_A', 'ngram2_is', 'has_expiry', 'ngram3_are', 'ngram2_ar', 'ngram3_vid', 'ngram2_rs', 'ngram2_ia', 'ngram3_pro', 'ngram3_.pa', 'ngram2_sm', 'ngram2_eb', 'ngram3_.pl', 'ngram2_vi', 'ngram2_ld', 'ngram2_mi', 'ngram3_nal', 'ngram3_ra.', 'ngram2_t-', 'ngram2_rn'}) and 137 missing columns ({'tls_issuer_is_zerossl', 'tls_issuer_is_cloudflare', 'tls_expires_soon_90_days', 'rdap_uses_digitalocean_ns', 'rdap_recently_updated_30_days', 'ip_has_multicast_ip', 'ip_uses_namecheap_hosting', 'ip_uses_ovh_hosting', 'dns_uses_godaddy_dns', 'tls_short_validity_90_days', 'ip_network_registration_age_days_min', 'dns_uses_google_dns', 'tls_any_san_matches_host', 'ip_network_recently_allocated_90d', 'ip_multi_registry_hosting', 'tls_validity_period_days', 'dns_cname_ends_in_cdn', 'rdap_is_new_domain_1_day', 'ip_num_unique_asns', 'dns_min_ttl', 'x_ns_provider_consistency_amazon', 'rdap_registered_for_five_years_or_more', 'rdap_is_new_domain_365_days', 'x_low_ttl_on_old_domain', 'rdap_registered_for_two_years_or_less', 'tls_certificate_age_days', 'dns_num_ns_records', 'ip_uses_cloudflare_hosting', 'dns_num_unique_ips', 'x_domain_and_cert_both_new_7d', 'dns_uses_namecheap_dns', 'ip_uses_cloud_hosting', 'rdap_has_server_hold', 'rdap_has_pending_delete', 'tls_certificate_not_yet_valid', 'tls_short_validity_180_days', 'rdap_entity_count', 'dns_mean_ttl', 'rdap_expires_soon_90_days', 'rdap_registration_period_days', 'rdap_uses_registrar_default_ns', 'rdap_days_since_update', 'dns_cname_ends_in_free_hoster', 'ip_uses_digitalocean_hosting', 'rdap_is_new_domain_90_days', 'tls_new_cert_30_days', 'tls_issuer_is_google', 'rdap_has_client_transfer_prohibited', 'x_dnssec_and_old_domain', 'ip_multi_asn_hosting', 'rdap_has_any_hold_status', 'ip_network_recently_allocated_30d', 'ip_has_loopback_
              ...
              _is_new_domain_30_days', 'ip_num_unique_networks', 'ip_uses_microsoft_hosting', 'x_rdap_dns_ns_mismatch', 'tls_days_to_expiration', 'x_dns_ip_count_vs_hosting_ip_count_diff', 'rdap_is_new_domain_7_days', 'ip_multi_country_hosting', 'rdap_recently_updated_7_days', 'rdap_num_unique_nameserver_domains', 'rdap_uses_google_ns', 'ip_num_unique_countries', 'dns_num_txt_records', 'dns_num_a_records', 'dns_has_spf_record', 'tls_num_san_domains', 'dns_resolves', 'tls_new_cert_7_days', 'dns_uses_google_mail', 'rdap_expires_soon_7_days', 'tls_expires_soon_7_days', 'dns_has_dnssec', 'tls_has_many_sans_50', 'tls_issuer_is_sectigo', 'ip_num_unique_registries', 'tls_expires_soon_30_days', 'rdap_registered_for_one_year', 'dns_has_low_ttl_300', 'x_ttl_to_domain_age_ratio', 'x_domain_new_but_no_dns', 'input_is_ip_address', 'ip_uses_amazon_hosting', 'tls_issuer_is_lets_encrypt', 'dns_has_soa_record', 'rdap_privacy_protected', 'tls_long_validity_398_days', 'ip_has_public_ip', 'rdap_days_to_expiration', 'x_rdap_dns_ns_count_diff', 'dns_uses_cloudflare_dns', 'rdap_uses_amazon_ns', 'rdap_uses_azure_ns', 'tls_certificate_expired', 'rdap_domain_age_days', 'tls_issuer_is_digicert', 'ip_num_ipv4', 'tls_issuer_is_amazon', 'rdap_has_server_transfer_prohibited', 'dns_uses_microsoft_mail', 'ip_has_reserved_ip', 'tls_has_wildcard_san', 'ip_has_link_local_ip', 'rdap_has_redemption_period', 'rdap_uses_cloudflare_ns', 'dns_uses_protonmail', 'ip_uses_hetzner_hosting', 'ip_num_resolved_ips', 'dns_num_mx_records'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/ahmedBargady/DomURLsMetaData_Detection/next/PhishMalware/train.csv (at revision ff58f9fce7d73658d783e9c7d7bd2500a2d602d9), ['hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/Hranicky/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/ThreatFox_MalDomains/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/UMUDGA/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/UTL_DGA22/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/discard/DNS_EXF_TUN/train.csv', 'hf://datasets/ahmedBargady/DomURLsMetaData_Detection@ff58f9fce7d73658d783e9c7d7bd2500a2d602d9/next/PhishMalware/train.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)