Demo Avro schema inference and schema normalisation (array/map dtypes) from Avro schema itself - manually written SQL version: https://gist.github.com/lmmx/6296206ea3ad02473f05776c3b2ec284

generate_sample_data.py

import json
import random

# ISO-ish language codes to simulate
LANG_CODES = [
    "en",
    "fr",
    "de",
    "es",
    "it",
    "pt",
    "ru",
    "zh",
    "ja",
    "ko",
    "ar",
    "hi",
    "bn",
    "tr",
    "pl",
    "nl",
    "sv",
    "no",
    "da",
    "fi",
    "el",
    "cs",
    "sk",
    "hu",
    "ro",
    "bg",
    "sr",
    "hr",
    "sl",
    "he",
    "th",
    "vi",
    "id",
    "ms",
    "sw",
    "fa",
    "ur",
    "ta",
    "te",
    "ml",
    "mr",
    "gu",
    "kn",
    "pa",
    "my",
    "km",
    "lo",
    "am",
    "zu",
    "xh",
    "af",
]


def random_labels(i: int):
    r = random.random()
    # 10% chance it's just a scalar string
    if r < 0.1:
        return f"label_scalar_{i}"
    # 10% chance it's an empty map (zero language:label pairs)
    elif r < 0.2:
        return {}
    # Otherwise, return a map of 5–20 random languages
    n = random.randint(5, 20)
    langs = random.sample(LANG_CODES, n)
    return {lang: f"label_{lang}_{random.randint(1, 1000)}" for lang in langs}


def random_aliases(i: int):
    # Flip between a single string and a list of strings
    if random.random() < 0.5:
        return f"Alias_{i}"
    else:
        return [f"Alias_{i}_a", f"Alias_{i}_b"]


examples = []
N_ROWS = 100

for i in range(1, N_ROWS + 1):
    row = {
        "id": f"Q{i}",
        "aliases": random_aliases(i),
        "labels": random_labels(i),  # <-- scalar OR map
        "description": {"id": i, "text": f"description text {i}"},
        "claims": [
            {"property": "P31", "value": {"id": f"Q{i*100}"}},
            {"property": "P279", "value": {"id": f"Q{i*200}"}},
        ],
    }
    examples.append(row)

with open("wikidata_1k.ndjson", "w") as f:
    for row in examples:
        f.write(json.dumps(row, ensure_ascii=False) + "\n")

normalise.sh

#!/usr/bin/env bash
set -euo pipefail

RAW_NDJSON="wikidata_1k.ndjson"
DB_FILE="wikidata.db"
NORMALISED_NDJSON="wikidata_1k_normalised.ndjson"

rm -f "$DB_FILE" "$NORMALISED_NDJSON"

# 1. Load raw NDJSON into SQLite
sqlite3 "$DB_FILE" <<EOF
CREATE TABLE docs(raw JSON);
.mode json
.import $RAW_NDJSON docs
EOF

# 2. Create normalised view
# sqlite3 "$DB_FILE" <<'EOF'
# DROP VIEW IF EXISTS docs_normalised;
# CREATE VIEW docs_normalised AS
# SELECT
#   json_extract(raw, '$.id') AS id,
# 
#   CASE
#     WHEN json_type(raw, '$.aliases') = 'text'
#       THEN json_array(json_extract(raw, '$.aliases'))
#     ELSE json_extract(raw, '$.aliases')
#   END AS aliases,
# 
#   CASE
#     WHEN json_type(raw, '$.labels') = 'object'
#       THEN (
#         SELECT json_group_array(
#                  json_object('lang', key, 'label', value)
#                )
#         FROM json_each(json_extract(raw, '$.labels'))
#       )
#     WHEN json_type(raw, '$.labels') = 'text'
#       THEN json_array(
#              json_object('lang','default','label',json_extract(raw,'$.labels'))
#            )
#   END AS labels,
# 
#   json_extract(raw, '$.description') AS description,
#   json_extract(raw, '$.claims') AS claims
# FROM docs;
# EOF
#
# 3. Export as NDJSON
# sqlite3 -noheader -batch "$DB_FILE" <<'EOF' > "$NORMALISED_NDJSON"
# SELECT json_object(
#   'id', id,
#   'aliases', json(aliases),
#   'labels', json(labels),
#   'description', json(description),
#   'claims', json(claims)
# )
# FROM docs_normalised;
# EOF

# 2. Create normalised view from Avro schema
python generate_sql_from_avsc.py wikidata_1k_schema.avsc --map-fallback-key untitled > normalise.sql
sqlite3 "$DB_FILE" < normalise.sql

# 3. Export as NDJSON
python generate_sql_from_avsc.py wikidata_1k_schema.avsc --export > export.sql
sqlite3 -noheader -batch "$DB_FILE" < export.sql > "$NORMALISED_NDJSON"

echo "✅ Normalised data written to $NORMALISED_NDJSON"

run_all.sh

#!/usr/bin/env bash
set -euo pipefail

# 1. Generate raw data
python generate_sample_data.py
# 2. Infer schema from raw (for comparison)
genson-cli --ndjson wikidata_1k.ndjson > wikidata_1k_schema.json
jsonschema2avro wikidata_1k_schema.json wikidata_1k_schema.avsc
# 3. Normalise data (aliases -> array, labels -> map)
./normalise.sh
# 4. Infer schema from normalised data
genson-cli --ndjson wikidata_1k_normalised.ndjson > wikidata_1k_schema_normalised.json
jsonschema2avro wikidata_1k_schema_normalised.json wikidata_1k_schema_normalised.avsc

wikidata_1k.ndjson

{"id": "Q1", "aliases": "Alias_1", "labels": {"hr": "label_hr_710", "pt": "label_pt_472", "th": "label_th_797", "ta": "label_ta_290", "nl": "label_nl_405", "sr": "label_sr_952", "lo": "label_lo_455", "da": "label_da_989", "fr": "label_fr_895", "de": "label_de_72", "id": "label_id_688", "he": "label_he_324"}, "description": {"id": 1, "text": "description text 1"}, "claims": [{"property": "P31", "value": {"id": "Q100"}}, {"property": "P279", "value": {"id": "Q200"}}]}
{"id": "Q2", "aliases": "Alias_2", "labels": {"ko": "label_ko_580", "ro": "label_ro_901", "pa": "label_pa_283", "tr": "label_tr_716", "my": "label_my_489", "ru": "label_ru_765"}, "description": {"id": 2, "text": "description text 2"}, "claims": [{"property": "P31", "value": {"id": "Q200"}}, {"property": "P279", "value": {"id": "Q400"}}]}
{"id": "Q3", "aliases": ["Alias_3_a", "Alias_3_b"], "labels": {"id": "label_id_269", "fa": "label_fa_857", "ar": "label_ar_792", "ml": "label_ml_308", "ja": "label_ja_887", "vi": "label_vi_247", "sw": "label_sw_366", "ta": "label_ta_643", "fi": "label_fi_361", "sl": "label_sl_69", "ms": "label_ms_476", "ro": "label_ro_544"}, "description": {"id": 3, "text": "description text 3"}, "claims": [{"property": "P31", "value": {"id": "Q300"}}, {"property": "P279", "value": {"id": "Q600"}}]}
{"id": "Q4", "aliases": "Alias_4", "labels": {"am": "label_am_692", "ja": "label_ja_416", "ms": "label_ms_692", "fa": "label_fa_87", "pa": "label_pa_413", "sw": "label_sw_131", "hu": "label_hu_646", "fr": "label_fr_454", "pl": "label_pl_760", "nl": "label_nl_2", "ta": "label_ta_685"}, "description": {"id": 4, "text": "description text 4"}, "claims": [{"property": "P31", "value": {"id": "Q400"}}, {"property": "P279", "value": {"id": "Q800"}}]}
{"id": "Q5", "aliases": ["Alias_5_a", "Alias_5_b"], "labels": {}, "description": {"id": 5, "text": "description text 5"}, "claims": [{"property": "P31", "value": {"id": "Q500"}}, {"property": "P279", "value": {"id": "Q1000"}}]}
{"id": "Q6", "aliases": "Alias_6", "labels": {"sk": "label_sk_566", "nl": "label_nl_922", "km": "label_km_584", "el": "label_el_873", "gu": "label_gu_107", "hu": "label_hu_543", "fi": "label_fi_40", "my": "label_my_931", "fr": "label_fr_638", "bg": "label_bg_47", "id": "label_id_630", "af": "label_af_493", "th": "label_th_110", "hr": "label_hr_90", "zu": "label_zu_490", "ko": "label_ko_824"}, "description": {"id": 6, "text": "description text 6"}, "claims": [{"property": "P31", "value": {"id": "Q600"}}, {"property": "P279", "value": {"id": "Q1200"}}]}
{"id": "Q7", "aliases": ["Alias_7_a", "Alias_7_b"], "labels": {"ur": "label_ur_257", "ta": "label_ta_103", "kn": "label_kn_934", "pl": "label_pl_709", "tr": "label_tr_23", "ja": "label_ja_560", "ar": "label_ar_622", "km": "label_km_454", "es": "label_es_329", "sw": "label_sw_689"}, "description": {"id": 7, "text": "description text 7"}, "claims": [{"property": "P31", "value": {"id": "Q700"}}, {"property": "P279", "value": {"id": "Q1400"}}]}
{"id": "Q8", "aliases": "Alias_8", "labels": "label_scalar_8", "description": {"id": 8, "text": "description text 8"}, "claims": [{"property": "P31", "value": {"id": "Q800"}}, {"property": "P279", "value": {"id": "Q1600"}}]}
{"id": "Q9", "aliases": ["Alias_9_a", "Alias_9_b"], "labels": {"sl": "label_sl_979", "sw": "label_sw_56", "ko": "label_ko_112", "lo": "label_lo_820", "kn": "label_kn_317", "pl": "label_pl_800", "sk": "label_sk_544", "cs": "label_cs_650", "hr": "label_hr_605", "ml": "label_ml_347", "pt": "label_pt_538", "da": "label_da_444", "hu": "label_hu_524", "no": "label_no_225", "it": "label_it_318", "th": "label_th_534", "am": "label_am_859", "ms": "label_ms_26"}, "description": {"id": 9, "text": "description text 9"}, "claims": [{"property": "P31", "value": {"id": "Q900"}}, {"property": "P279", "value": {"id": "Q1800"}}]}
{"id": "Q10", "aliases": ["Alias_10_a", "Alias_10_b"], "labels": {"es": "label_es_186", "bn": "label_bn_287", "hi": "label_hi_514", "fa": "label_fa_447", "ro": "label_ro_211", "it": "label_it_236"}, "description": {"id": 10, "text": "description text 10"}, "claims": [{"property": "P31", "value": {"id": "Q1000"}}, {"property": "P279", "value": {"id": "Q2000"}}]}
{"id": "Q11", "aliases": ["Alias_11_a", "Alias_11_b"], "labels": {"vi": "label_vi_853", "fa": "label_fa_430", "id": "label_id_70", "kn": "label_kn_556", "nl": "label_nl_820", "no": "label_no_565", "tr": "label_tr_679"}, "description": {"id": 11, "text": "description text 11"}, "claims": [{"property": "P31", "value": {"id": "Q1100"}}, {"property": "P279", "value": {"id": "Q2200"}}]}
{"id": "Q12", "aliases": ["Alias_12_a", "Alias_12_b"], "labels": {"ta": "label_ta_523", "zu": "label_zu_994", "hi": "label_hi_211", "no": "label_no_998", "km": "label_km_818", "sr": "label_sr_348", "pa": "label_pa_290", "sk": "label_sk_931", "xh": "label_xh_429", "am": "label_am_192", "he": "label_he_897", "fr": "label_fr_751", "pl": "label_pl_256", "mr": "label_mr_491", "ml": "label_ml_268", "sv": "label_sv_653", "sw": "label_sw_259"}, "description": {"id": 12, "text": "description text 12"}, "claims": [{"property": "P31", "value": {"id": "Q1200"}}, {"property": "P279", "value": {"id": "Q2400"}}]}
{"id": "Q13", "aliases": "Alias_13", "labels": {"ar": "label_ar_288", "ta": "label_ta_775", "gu": "label_gu_128", "ur": "label_ur_774", "ml": "label_ml_819"}, "description": {"id": 13, "text": "description text 13"}, "claims": [{"property": "P31", "value": {"id": "Q1300"}}, {"property": "P279", "value": {"id": "Q2600"}}]}
{"id": "Q14", "aliases": "Alias_14", "labels": "label_scalar_14", "description": {"id": 14, "text": "description text 14"}, "claims": [{"property": "P31", "value": {"id": "Q1400"}}, {"property": "P279", "value": {"id": "Q2800"}}]}
{"id": "Q15", "aliases": ["Alias_15_a", "Alias_15_b"], "labels": {"ja": "label_ja_116", "bg": "label_bg_312", "cs": "label_cs_386", "sk": "label_sk_57", "it": "label_it_889", "lo": "label_lo_409", "af": "label_af_837", "hr": "label_hr_327", "gu": "label_gu_757", "hu": "label_hu_980", "sw": "label_sw_244"}, "description": {"id": 15, "text": "description text 15"}, "claims": [{"property": "P31", "value": {"id": "Q1500"}}, {"property": "P279", "value": {"id": "Q3000"}}]}
{"id": "Q16", "aliases": ["Alias_16_a", "Alias_16_b"], "labels": {"fa": "label_fa_283", "te": "label_te_342", "pt": "label_pt_197", "lo": "label_lo_585", "de": "label_de_854", "ru": "label_ru_523", "sr": "label_sr_133", "ur": "label_ur_913", "ml": "label_ml_381", "mr": "label_mr_966", "no": "label_no_308", "hu": "label_hu_948", "sv": "label_sv_657", "vi": "label_vi_337", "ko": "label_ko_440", "ta": "label_ta_481"}, "description": {"id": 16, "text": "description text 16"}, "claims": [{"property": "P31", "value": {"id": "Q1600"}}, {"property": "P279", "value": {"id": "Q3200"}}]}
{"id": "Q17", "aliases": "Alias_17", "labels": {}, "description": {"id": 17, "text": "description text 17"}, "claims": [{"property": "P31", "value": {"id": "Q1700"}}, {"property": "P279", "value": {"id": "Q3400"}}]}
{"id": "Q18", "aliases": ["Alias_18_a", "Alias_18_b"], "labels": {"zh": "label_zh_563", "fr": "label_fr_308", "my": "label_my_907", "ko": "label_ko_925", "nl": "label_nl_775", "ml": "label_ml_466", "sl": "label_sl_327", "hr": "label_hr_673", "bg": "label_bg_976", "sw": "label_sw_613", "pt": "label_pt_537", "ur": "label_ur_610", "ru": "label_ru_879", "mr": "label_mr_364", "xh": "label_xh_431", "am": "label_am_888", "no": "label_no_114"}, "description": {"id": 18, "text": "description text 18"}, "claims": [{"property": "P31", "value": {"id": "Q1800"}}, {"property": "P279", "value": {"id": "Q3600"}}]}
{"id": "Q19", "aliases": "Alias_19", "labels": {}, "description": {"id": 19, "text": "description text 19"}, "claims": [{"property": "P31", "value": {"id": "Q1900"}}, {"property": "P279", "value": {"id": "Q3800"}}]}
{"id": "Q20", "aliases": ["Alias_20_a", "Alias_20_b"], "labels": "label_scalar_20", "description": {"id": 20, "text": "description text 20"}, "claims": [{"property": "P31", "value": {"id": "Q2000"}}, {"property": "P279", "value": {"id": "Q4000"}}]}
{"id": "Q21", "aliases": ["Alias_21_a", "Alias_21_b"], "labels": {"pt": "label_pt_288", "sk": "label_sk_791", "ar": "label_ar_834", "ru": "label_ru_947", "lo": "label_lo_191", "hr": "label_hr_948", "pl": "label_pl_300", "no": "label_no_544", "ko": "label_ko_440"}, "description": {"id": 21, "text": "description text 21"}, "claims": [{"property": "P31", "value": {"id": "Q2100"}}, {"property": "P279", "value": {"id": "Q4200"}}]}
{"id": "Q22", "aliases": "Alias_22", "labels": {}, "description": {"id": 22, "text": "description text 22"}, "claims": [{"property": "P31", "value": {"id": "Q2200"}}, {"property": "P279", "value": {"id": "Q4400"}}]}
{"id": "Q23", "aliases": "Alias_23", "labels": "label_scalar_23", "description": {"id": 23, "text": "description text 23"}, "claims": [{"property": "P31", "value": {"id": "Q2300"}}, {"property": "P279", "value": {"id": "Q4600"}}]}
{"id": "Q24", "aliases": ["Alias_24_a", "Alias_24_b"], "labels": {"te": "label_te_707", "km": "label_km_935", "ml": "label_ml_856", "mr": "label_mr_514", "ms": "label_ms_369", "el": "label_el_6", "hr": "label_hr_866", "ko": "label_ko_661", "da": "label_da_738", "ro": "label_ro_412", "nl": "label_nl_104", "pl": "label_pl_222", "pa": "label_pa_648", "sw": "label_sw_479", "sr": "label_sr_192", "vi": "label_vi_331", "kn": "label_kn_465", "my": "label_my_358", "gu": "label_gu_662", "hi": "label_hi_995"}, "description": {"id": 24, "text": "description text 24"}, "claims": [{"property": "P31", "value": {"id": "Q2400"}}, {"property": "P279", "value": {"id": "Q4800"}}]}
{"id": "Q25", "aliases": ["Alias_25_a", "Alias_25_b"], "labels": {"kn": "label_kn_643", "km": "label_km_788", "sv": "label_sv_865", "my": "label_my_915", "af": "label_af_139", "de": "label_de_229", "ru": "label_ru_180", "pt": "label_pt_291", "bn": "label_bn_753", "zh": "label_zh_705", "lo": "label_lo_12", "cs": "label_cs_506", "vi": "label_vi_281", "bg": "label_bg_817", "fa": "label_fa_496"}, "description": {"id": 25, "text": "description text 25"}, "claims": [{"property": "P31", "value": {"id": "Q2500"}}, {"property": "P279", "value": {"id": "Q5000"}}]}
{"id": "Q26", "aliases": ["Alias_26_a", "Alias_26_b"], "labels": "label_scalar_26", "description": {"id": 26, "text": "description text 26"}, "claims": [{"property": "P31", "value": {"id": "Q2600"}}, {"property": "P279", "value": {"id": "Q5200"}}]}
{"id": "Q27", "aliases": "Alias_27", "labels": {"af": "label_af_94", "hi": "label_hi_344", "el": "label_el_106", "mr": "label_mr_490", "lo": "label_lo_185", "km": "label_km_163", "sl": "label_sl_794", "ro": "label_ro_390", "ru": "label_ru_253", "ar": "label_ar_376", "fr": "label_fr_717", "ms": "label_ms_647", "pt": "label_pt_291", "ur": "label_ur_799", "es": "label_es_528", "pl": "label_pl_460", "gu": "label_gu_310", "tr": "label_tr_490", "it": "label_it_417", "en": "label_en_931"}, "description": {"id": 27, "text": "description text 27"}, "claims": [{"property": "P31", "value": {"id": "Q2700"}}, {"property": "P279", "value": {"id": "Q5400"}}]}
{"id": "Q28", "aliases": "Alias_28", "labels": {"hi": "label_hi_752", "nl": "label_nl_11", "zu": "label_zu_356", "my": "label_my_478", "pt": "label_pt_491", "ro": "label_ro_321", "ru": "label_ru_955", "en": "label_en_315", "xh": "label_xh_301", "te": "label_te_791", "sl": "label_sl_73", "kn": "label_kn_482", "hr": "label_hr_406", "no": "label_no_317"}, "description": {"id": 28, "text": "description text 28"}, "claims": [{"property": "P31", "value": {"id": "Q2800"}}, {"property": "P279", "value": {"id": "Q5600"}}]}
{"id": "Q29", "aliases": "Alias_29", "labels": {"pl": "label_pl_648", "sv": "label_sv_967", "id": "label_id_383", "bg": "label_bg_328", "hr": "label_hr_913", "nl": "label_nl_604", "ml": "label_ml_708", "el": "label_el_916", "th": "label_th_585", "pt": "label_pt_230", "hi": "label_hi_832", "lo": "label_lo_226", "sr": "label_sr_497", "kn": "label_kn_693", "ru": "label_ru_165", "sw": "label_sw_637", "gu": "label_gu_742", "ja": "label_ja_659", "de": "label_de_779", "ko": "label_ko_11"}, "description": {"id": 29, "text": "description text 29"}, "claims": [{"property": "P31", "value": {"id": "Q2900"}}, {"property": "P279", "value": {"id": "Q5800"}}]}
{"id": "Q30", "aliases": "Alias_30", "labels": {"sl": "label_sl_686", "kn": "label_kn_844", "sk": "label_sk_905", "id": "label_id_566", "af": "label_af_839", "am": "label_am_491", "th": "label_th_279", "no": "label_no_884", "de": "label_de_174", "fa": "label_fa_722", "sv": "label_sv_743", "pt": "label_pt_598", "pa": "label_pa_308", "hr": "label_hr_218", "te": "label_te_814", "he": "label_he_512"}, "description": {"id": 30, "text": "description text 30"}, "claims": [{"property": "P31", "value": {"id": "Q3000"}}, {"property": "P279", "value": {"id": "Q6000"}}]}
{"id": "Q31", "aliases": ["Alias_31_a", "Alias_31_b"], "labels": "label_scalar_31", "description": {"id": 31, "text": "description text 31"}, "claims": [{"property": "P31", "value": {"id": "Q3100"}}, {"property": "P279", "value": {"id": "Q6200"}}]}
{"id": "Q32", "aliases": "Alias_32", "labels": {"hr": "label_hr_40", "id": "label_id_417", "ko": "label_ko_380", "sk": "label_sk_94", "xh": "label_xh_12", "pt": "label_pt_539"}, "description": {"id": 32, "text": "description text 32"}, "claims": [{"property": "P31", "value": {"id": "Q3200"}}, {"property": "P279", "value": {"id": "Q6400"}}]}
{"id": "Q33", "aliases": "Alias_33", "labels": {"ur": "label_ur_72", "ta": "label_ta_510", "lo": "label_lo_199", "gu": "label_gu_260", "hr": "label_hr_269", "mr": "label_mr_274"}, "description": {"id": 33, "text": "description text 33"}, "claims": [{"property": "P31", "value": {"id": "Q3300"}}, {"property": "P279", "value": {"id": "Q6600"}}]}
{"id": "Q34", "aliases": ["Alias_34_a", "Alias_34_b"], "labels": {"gu": "label_gu_393", "pl": "label_pl_649", "sr": "label_sr_83", "kn": "label_kn_271", "fr": "label_fr_504", "es": "label_es_677", "pt": "label_pt_276", "mr": "label_mr_990", "ru": "label_ru_794", "hr": "label_hr_51", "th": "label_th_90"}, "description": {"id": 34, "text": "description text 34"}, "claims": [{"property": "P31", "value": {"id": "Q3400"}}, {"property": "P279", "value": {"id": "Q6800"}}]}
{"id": "Q35", "aliases": ["Alias_35_a", "Alias_35_b"], "labels": {"zu": "label_zu_444", "ml": "label_ml_245", "pa": "label_pa_956", "kn": "label_kn_253", "nl": "label_nl_438", "ko": "label_ko_41"}, "description": {"id": 35, "text": "description text 35"}, "claims": [{"property": "P31", "value": {"id": "Q3500"}}, {"property": "P279", "value": {"id": "Q7000"}}]}
{"id": "Q36", "aliases": ["Alias_36_a", "Alias_36_b"], "labels": {}, "description": {"id": 36, "text": "description text 36"}, "claims": [{"property": "P31", "value": {"id": "Q3600"}}, {"property": "P279", "value": {"id": "Q7200"}}]}
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{"id":"Q95","aliases":["Alias_95"],"labels":[{"key":"xh","value":"label_xh_516"},{"key":"vi","value":"label_vi_534"},{"key":"en","value":"label_en_346"},{"key":"no","value":"label_no_176"},{"key":"kn","value":"label_kn_594"},{"key":"fi","value":"label_fi_965"},{"key":"nl","value":"label_nl_476"},{"key":"my","value":"label_my_544"},{"key":"sk","value":"label_sk_106"},{"key":"sr","value":"label_sr_780"},{"key":"ro","value":"label_ro_171"},{"key":"hu","value":"label_hu_437"}],"description":{"id":95,"text":"description text 95"},"claims":[{"property":"P31","value":{"id":"Q9500"}},{"property":"P279","value":{"id":"Q19000"}}]}
{"id":"Q96","aliases":["Alias_96_a","Alias_96_b"],"labels":[{"key":"my","value":"label_my_734"},{"key":"da","value":"label_da_657"},{"key":"fr","value":"label_fr_435"},{"key":"pa","value":"label_pa_609"},{"key":"pt","value":"label_pt_450"},{"key":"xh","value":"label_xh_916"},{"key":"fa","value":"label_fa_457"},{"key":"pl","value":"label_pl_183"},{"key":"sv","value":"label_sv_475"},{"key":"th","value":"label_th_650"},{"key":"bg","value":"label_bg_430"},{"key":"es","value":"label_es_405"},{"key":"hi","value":"label_hi_949"},{"key":"it","value":"label_it_456"},{"key":"de","value":"label_de_696"}],"description":{"id":96,"text":"description text 96"},"claims":[{"property":"P31","value":{"id":"Q9600"}},{"property":"P279","value":{"id":"Q19200"}}]}
{"id":"Q97","aliases":["Alias_97"],"labels":[{"key":"pa","value":"label_pa_140"},{"key":"ja","value":"label_ja_351"},{"key":"te","value":"label_te_88"},{"key":"ko","value":"label_ko_534"},{"key":"cs","value":"label_cs_612"},{"key":"ru","value":"label_ru_853"},{"key":"es","value":"label_es_70"},{"key":"my","value":"label_my_603"},{"key":"pt","value":"label_pt_147"},{"key":"ar","value":"label_ar_256"},{"key":"af","value":"label_af_466"}],"description":{"id":97,"text":"description text 97"},"claims":[{"property":"P31","value":{"id":"Q9700"}},{"property":"P279","value":{"id":"Q19400"}}]}
{"id":"Q98","aliases":["Alias_98_a","Alias_98_b"],"labels":[{"key":"sk","value":"label_sk_537"},{"key":"sv","value":"label_sv_518"},{"key":"xh","value":"label_xh_602"},{"key":"ms","value":"label_ms_893"},{"key":"hi","value":"label_hi_739"},{"key":"ja","value":"label_ja_322"},{"key":"te","value":"label_te_851"},{"key":"ru","value":"label_ru_52"},{"key":"zh","value":"label_zh_58"},{"key":"en","value":"label_en_312"},{"key":"km","value":"label_km_905"},{"key":"ur","value":"label_ur_511"},{"key":"zu","value":"label_zu_928"},{"key":"he","value":"label_he_465"},{"key":"kn","value":"label_kn_860"},{"key":"ar","value":"label_ar_142"}],"description":{"id":98,"text":"description text 98"},"claims":[{"property":"P31","value":{"id":"Q9800"}},{"property":"P279","value":{"id":"Q19600"}}]}
{"id":"Q99","aliases":["Alias_99"],"labels":[{"key":"ko","value":"label_ko_708"},{"key":"am","value":"label_am_854"},{"key":"km","value":"label_km_338"},{"key":"th","value":"label_th_107"},{"key":"hi","value":"label_hi_568"},{"key":"ur","value":"label_ur_992"},{"key":"ta","value":"label_ta_416"},{"key":"my","value":"label_my_769"},{"key":"no","value":"label_no_486"},{"key":"vi","value":"label_vi_872"},{"key":"hr","value":"label_hr_607"},{"key":"lo","value":"label_lo_856"},{"key":"kn","value":"label_kn_261"},{"key":"mr","value":"label_mr_422"},{"key":"pl","value":"label_pl_49"},{"key":"bn","value":"label_bn_792"},{"key":"da","value":"label_da_245"}],"description":{"id":99,"text":"description text 99"},"claims":[{"property":"P31","value":{"id":"Q9900"}},{"property":"P279","value":{"id":"Q19800"}}]}
{"id":"Q100","aliases":["Alias_100"],"labels":[{"key":"untitled","value":"label_scalar_100"}],"description":{"id":100,"text":"description text 100"},"claims":[{"property":"P31","value":{"id":"Q10000"}},{"property":"P279","value":{"id":"Q20000"}}]}

wikidata_1k_schema.avsc

{
  "type": "record",
  "name": "document",
  "namespace": "wikidata_1k_schema",
  "fields": [
    {
      "name": "id",
      "type": "string"
    },
    {
      "name": "aliases",
      "type": [
        {
          "type": "array",
          "items": "string"
        },
        "string"
      ]
    },
    {
      "name": "labels",
      "type": [
        {
          "name": "labels",
          "type": "map",
          "values": "string"
        },
        "string"
      ]
    },
    {
      "name": "description",
      "type": {
        "type": "record",
        "name": "description",
        "namespace": "wikidata_1k_schema.document_types",
        "fields": [
          {
            "name": "id",
            "type": "int"
          },
          {
            "name": "text",
            "type": "string"
          }
        ]
      }
    },
    {
      "name": "claims",
      "type": {
        "type": "array",
        "items": {
          "type": "record",
          "name": "claims",
          "namespace": "wikidata_1k_schema.document_types",
          "fields": [
            {
              "name": "property",
              "type": "string"
            },
            {
              "name": "value",
              "type": {
                "type": "record",
                "name": "value",
                "namespace": "wikidata_1k_schema.document_types.claims_types",
                "fields": [
                  {
                    "name": "id",
                    "type": "string"
                  }
                ]
              }
            }
          ]
        }
      }
    }
  ]
}

wikidata_1k_schema.json

{
  "$schema": "http://json-schema.org/schema#",
  "properties": {
    "id": {
      "type": "string"
    },
    "aliases": {
      "anyOf": [
        {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        {
          "type": "string"
        }
      ]
    },
    "labels": {
      "anyOf": [
        {
          "type": "object",
          "additionalProperties": {
            "type": "string"
          }
        },
        {
          "type": "string"
        }
      ]
    },
    "description": {
      "properties": {
        "id": {
          "type": "integer"
        },
        "text": {
          "type": "string"
        }
      },
      "required": [
        "id",
        "text"
      ],
      "type": "object"
    },
    "claims": {
      "type": "array",
      "items": {
        "properties": {
          "property": {
            "type": "string"
          },
          "value": {
            "properties": {
              "id": {
                "type": "string"
              }
            },
            "required": [
              "id"
            ],
            "type": "object"
          }
        },
        "required": [
          "property",
          "value"
        ],
        "type": "object"
      }
    }
  },
  "required": [
    "aliases",
    "claims",
    "description",
    "id",
    "labels"
  ],
  "type": "object"
}

wikidata_1k_schema_normalised.avsc

{
  "type": "record",
  "name": "document",
  "namespace": "wikidata_1k_schema_normalised",
  "fields": [
    {
      "name": "id",
      "type": "string"
    },
    {
      "name": "aliases",
      "type": {
        "type": "array",
        "items": "string"
      }
    },
    {
      "name": "labels",
      "type": {
        "type": "array",
        "items": {
          "type": "record",
          "name": "labels",
          "namespace": "wikidata_1k_schema_normalised.document_types",
          "fields": [
            {
              "name": "key",
              "type": "string"
            },
            {
              "name": "value",
              "type": "string"
            }
          ]
        }
      }
    },
    {
      "name": "description",
      "type": {
        "type": "record",
        "name": "description",
        "namespace": "wikidata_1k_schema_normalised.document_types",
        "fields": [
          {
            "name": "id",
            "type": "int"
          },
          {
            "name": "text",
            "type": "string"
          }
        ]
      }
    },
    {
      "name": "claims",
      "type": {
        "type": "array",
        "items": {
          "type": "record",
          "name": "claims",
          "namespace": "wikidata_1k_schema_normalised.document_types",
          "fields": [
            {
              "name": "property",
              "type": "string"
            },
            {
              "name": "value",
              "type": {
                "type": "record",
                "name": "value",
                "namespace": "wikidata_1k_schema_normalised.document_types.claims_types",
                "fields": [
                  {
                    "name": "id",
                    "type": "string"
                  }
                ]
              }
            }
          ]
        }
      }
    }
  ]
}

wikidata_1k_schema_normalised.json

{
  "$schema": "http://json-schema.org/schema#",
  "properties": {
    "id": {
      "type": "string"
    },
    "aliases": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "labels": {
      "type": "array",
      "items": {
        "properties": {
          "key": {
            "type": "string"
          },
          "value": {
            "type": "string"
          }
        },
        "required": [
          "key",
          "value"
        ],
        "type": "object"
      }
    },
    "description": {
      "properties": {
        "id": {
          "type": "integer"
        },
        "text": {
          "type": "string"
        }
      },
      "required": [
        "id",
        "text"
      ],
      "type": "object"
    },
    "claims": {
      "type": "array",
      "items": {
        "properties": {
          "property": {
            "type": "string"
          },
          "value": {
            "properties": {
              "id": {
                "type": "string"
              }
            },
            "required": [
              "id"
            ],
            "type": "object"
          }
        },
        "required": [
          "property",
          "value"
        ],
        "type": "object"
      }
    }
  },
  "required": [
    "aliases",
    "claims",
    "description",
    "id",
    "labels"
  ],
  "type": "object"
}