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+SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16/info.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16/real.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16/staged_features.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16/train.csv filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_generate.py b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..afc72ae5a660de1594773d1a7f9c7d27c66848f3 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_generate.py @@ -0,0 +1,23 @@ +import pickle +import pandas as pd + +n_target = int(5516) +with open("/work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/arf_model.pkl", "rb") as f: + model = pickle.load(f) +syn = model.forge(n=n_target) +syn = syn.reset_index(drop=True) +if len(syn) > n_target: + syn = syn.iloc[:n_target] +elif len(syn) < n_target: + parts = [syn] + tries = 0 + while sum(len(p) for p in parts) < n_target and tries < 64: + tries += 1 + need = n_target - sum(len(p) for p in parts) + chunk = model.forge(n=max(need, 1)).reset_index(drop=True) + if len(chunk) == 0: + break + parts.append(chunk) + syn = pd.concat(parts, ignore_index=True).iloc[:n_target] +syn.to_csv("/work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/arf-c16-5516-20260422_060318.csv", index=False) +print(f"[ARF] Generated {len(syn)} rows (requested {n_target}) -> /work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/arf-c16-5516-20260422_060318.csv") diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_train.py b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..abf533ade65580ae7fe521d5f0bc4140716e35a9 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/_arf_train.py @@ -0,0 +1,37 @@ +import pickle +import numpy as np +import pandas as pd +from arfpy import arf + +def _sanitize_for_arf(df: pd.DataFrame) -> pd.DataFrame: + """缓解 forge 阶段 scipy.stats.truncnorm / 除零：处理 inf、NaN 与极端尾部。""" + df = df.replace([np.inf, -np.inf], np.nan) + df = df.dropna(axis=1, how="all") + for col in df.select_dtypes(include=[np.number]).columns: + med = df[col].median() + if pd.isna(med): + med = 0.0 + df[col] = df[col].fillna(med) + nu = int(df[col].nunique(dropna=True)) + if nu <= 1: + continue + lo, hi = df[col].quantile(0.001), df[col].quantile(0.999) + if pd.notna(lo) and pd.notna(hi) and lo < hi: + df[col] = df[col].clip(lo, hi) + return df + +df = pd.read_csv("/work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/staged/public/train.csv") +df = _sanitize_for_arf(df) +print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols") + +model = arf.arf(x=df) +if hasattr(model, "fit"): + model.fit() +elif hasattr(model, "forde"): + model.forde() +else: + raise RuntimeError("arfpy API: no fit() / forde()") + +with open("/work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/arf_model.pkl") diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf-c16-5516-20260422_060318.csv b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf-c16-5516-20260422_060318.csv new file mode 100644 index 0000000000000000000000000000000000000000..514e74e901331e0f24d4f5264a40f037bb98264f --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf-c16-5516-20260422_060318.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:199db55282a8be4dc780b9729b10e4be3be17fd729fb4608144d68c6d661a028 +size 1110402 diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf_model.pkl b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..e49b76fecfc322c03d925859c532425263332b8a --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34106615a87b437842d60a6f436b17b7bb682cd1ac8fde05fa1c5d29685d6d68 +size 53958752 diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/gen_20260422_060318.log b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/gen_20260422_060318.log new file mode 100644 index 0000000000000000000000000000000000000000..f5dab1a0bd1004c9f8a932f1a9ccf602a0bd98aa --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/gen_20260422_060318.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2704850d30351b272f1c4f16a12cd8a4bd4815c851dca6414125f8476b47b5a4 +size 3618 diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/input_snapshot.json b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..a74cde10a2c6c9e670538bafd7e631cf4c56c1c4 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c16", + "model": "arf", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-train.csv", + "exists": true, + "size": 889767, + "sha256": "d87fe8c15e5364335255aabe0e5ac068dc98c8c772bcbbc52861739ec34e0914" 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end of file diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..c14a2684c0e469a5d7bb80c1932a3081b4a626e8 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,270 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "columns": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + }, + { + "name": "name", + "role": "id", + "semantic_type": "id", + "nullable": 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b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c16", + "status": "pass", + "checks": [ + { + "check_id": "PG001_csv_parse_ok", + "status": "pass" + }, + { + "check_id": "PG002_split_header_consistent", + "status": "pass" + }, + { + "check_id": "PG003_profile_header_match", + "status": "pass" + }, + { + "check_id": "PG004_missing_token_normalized", + "status": "pass" + }, + { + "check_id": "PG005_semantic_type_validated", + "status": "pass" + }, + { + "check_id": "PG006_target_defined_and_valid", + "status": "pass" + } + ], + "target_column": "EYE", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/staged_input_manifest.json b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..44f404f3169960f2c4460365b232edc00915d38b --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/public_gate/staged_input_manifest.json @@ -0,0 +1,275 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/arf/arf-c16-20260422_055912/staged/public/test.csv", + "features_json": 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a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/staged/public/val.csv b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff2e43c903a8b1d0e6df3f02be04ea7bfcc5ceb6 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5a1815f0bdd0db2721a9d7bc2f1f0008829eaf9ff3d07e3d1975b42002cf744 +size 113063 diff --git a/SynthData0523/main/c16/arf/arf-c16-20260422_055912/train_20260422_055912.log b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/train_20260422_055912.log new file mode 100644 index 0000000000000000000000000000000000000000..1654c1be590cf44386f242f596ceb425b5ab54b6 --- /dev/null +++ b/SynthData0523/main/c16/arf/arf-c16-20260422_055912/train_20260422_055912.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa114adf9991d707fbb85ab1ec530eb84e31eba54504d6b42dd0578ff9cffea8 +size 350 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_generate.py b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..e9547ef2ef56ec382168cad844c92972c360477e --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_generate.py @@ -0,0 +1,75 @@ + +import pickle +import warnings + +import numpy as np +import pandas as pd +from pgmpy.sampling import BayesianModelSampling + +warnings.filterwarnings("ignore", category=FutureWarning) + +with open("/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl", "rb") as f: + bundle = pickle.load(f) + +network = bundle["network"] +inverse = bundle["inverse"] +cols = bundle["column_order"] +integer_columns = set(bundle.get("integer_columns") or []) +full_order = bundle.get("full_column_order") or cols +const_cols = bundle.get("const_cols") or {} + +sampler = BayesianModelSampling(network) +raw = sampler.forward_sample(size=5516, show_progress=False) + +out = pd.DataFrame(index=raw.index) +rng = np.random.default_rng() + +for c in cols: + if c in inverse["categorical"]: + levels = inverse["categorical"][c] + idx = raw[c].astype(int).to_numpy() + idx = np.clip(idx, 0, max(0, len(levels) - 1)) + out[c] = [levels[i] for i in idx] + else: + edges = np.asarray(inverse["continuous"][c], dtype=float) + if edges.size < 2: + out[c] = 0.0 + else: + nbin = edges.size - 1 + res = [] + for k in raw[c].astype(int).to_numpy(): + k = int(k) + if k < 0: + k = 0 + if k >= nbin: + k = nbin - 1 + lo, hi = float(edges[k]), float(edges[k + 1]) + if hi < lo: + lo, hi = hi, lo + v = rng.uniform(lo, hi) + if c in integer_columns: + v = int(round(v)) + res.append(v) + out[c] = res + +final = pd.DataFrame(index=out.index) +for c in full_order: + if c in const_cols: + final[c] = const_cols[c] + elif c in out.columns: + final[c] = out[c] + +dtypes = bundle.get("original_dtypes") or {} +for c, dts in dtypes.items(): + if c not in final.columns: + continue + try: + if "int" in dts: + final[c] = pd.to_numeric(final[c], errors="coerce").astype("Int64") + elif "float" in dts: + final[c] = pd.to_numeric(final[c], errors="coerce") + except Exception: + pass + +final.to_csv("/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv", index=False) +print(f"[BayesNet] Generated 5516 rows -> /work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv") diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_train.py b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..a8f70fbb69a98cabf3c65a9de2c122a67e871ea7 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/_bayesnet_train.py @@ -0,0 +1,93 @@ + +import json +import pickle +import warnings + +import numpy as np +import pandas as pd +from pgmpy.estimators import TreeSearch +from pgmpy.models import DiscreteBayesianNetwork +warnings.filterwarnings("ignore", category=FutureWarning) + +with open("/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_coltypes.json", "r", encoding="utf-8") as _f: + colmeta = json.load(_f) +integer_columns = set(colmeta.get("integer_columns") or []) + +df = pd.read_csv("/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv") +df = df.dropna(axis=1, how="all") +full_column_order = list(df.columns) + +const_cols = {} +for col in list(df.columns): + if df[col].nunique(dropna=True) <= 1: + const_cols[col] = df[col].iloc[0] if len(df) > 0 else None + df = df.drop(columns=[col]) + print(f"[BayesNet] Dropped zero-variance column '{col}'") + +const_path = "/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +with open(const_path, "w", encoding="utf-8") as _f: + json.dump({k: str(v) for k, v in const_cols.items()}, _f) + +inverse = {"categorical": {}, "continuous": {}} +enc = pd.DataFrame(index=df.index) +max_bins = 10 + +for entry in colmeta["columns"]: + name = entry["name"] + if name not in df.columns: + continue + kind = entry["type"] + s = df[name] + if kind == "categorical": + uniques = sorted(s.dropna().unique(), key=lambda x: str(x)) + mapping = {str(v): i for i, v in enumerate(uniques)} + inverse["categorical"][name] = [uniques[i] for i in range(len(uniques))] + enc[name] = s.map(lambda x, m=mapping: m.get(str(x), 0)).astype(int) + else: + s_num = pd.to_numeric(s, errors="coerce") + nu = int(s_num.nunique(dropna=True)) + q = min(max_bins, max(2, nu)) + if nu < 2: + enc[name] = np.zeros(len(s_num), dtype=int) + lo, hi = float(s_num.min()), float(s_num.max()) + inverse["continuous"][name] = [lo, hi] + else: + try: + _, bins = pd.qcut( + s_num, q=q, retbins=True, duplicates="drop" + ) + except Exception: + med = float(s_num.median()) + s2 = s_num.fillna(med) + _, bins = pd.qcut( + s2, q=min(q, 3), retbins=True, duplicates="drop" + ) + bins = np.asarray(bins, dtype=float) + lab = pd.cut( + s_num, bins=bins, labels=False, include_lowest=True + ) + enc[name] = lab.fillna(0).astype(int) + inverse["continuous"][name] = bins.tolist() + +print(f"[BayesNet] Training on {len(enc)} rows, {len(enc.columns)} cols (encoded)") + +dag = TreeSearch(enc).estimate(show_progress=False) +for col in enc.columns: + if col not in dag.nodes(): + dag.add_node(col) + print(f"[BayesNet] Added isolated node to DAG: {col}") +network = DiscreteBayesianNetwork(dag) +network.fit(enc) + +bundle = { + "network": network, + "inverse": inverse, + "column_order": list(enc.columns), + "full_column_order": full_column_order, + "integer_columns": list(integer_columns), + "original_dtypes": {c: str(df[c].dtype) for c in enc.columns}, + "const_cols": const_cols, +} +with open("/work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl", "wb") as _f: + pickle.dump(bundle, _f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl") diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd41e177a6965ea96cf289aef0a2acd93b6012a8 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ef60ec341b4f1f4b4073369e4745b93bcdc99eca4aaa7acf23a9270bffb42db6 +size 1303655 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_coltypes.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_coltypes.json new file mode 100644 index 0000000000000000000000000000000000000000..3cad79109eb10d16213d28f66f24080a0218ec04 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_coltypes.json @@ -0,0 +1,57 @@ +{ + "columns": [ + { + "name": "page_id", + "type": "continuous" + }, + { + "name": "name", + "type": "categorical" + }, + { + "name": "urlslug", + "type": "categorical" + }, + { + "name": "ID", + "type": "categorical" + }, + { + "name": "ALIGN", + "type": "categorical" + }, + { + "name": "EYE", + "type": "categorical" + }, + { + "name": "HAIR", + "type": "categorical" + }, + { + "name": "SEX", + "type": "categorical" + }, + { + "name": "GSM", + "type": "categorical" + }, + { + "name": "ALIVE", + "type": "categorical" + }, + { + "name": "APPEARANCES", + "type": "continuous" + }, + { + "name": "FIRST APPEARANCE", + "type": "categorical" + }, + { + "name": "YEAR", + "type": "continuous" + } + ], + "integer_columns": [] +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..93c9e30908777a26ad0fbed538382029b616e753 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ba641c1a165239c68e11518767ae62c1bcf63a77f56e72d09fa841b2f2fa1c1 +size 281702937 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/const_cols.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/const_cols.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/gen_20260419_073509.log b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/gen_20260419_073509.log new file mode 100644 index 0000000000000000000000000000000000000000..94e07ee1445da61e86236e51d9fc856718eea7ce --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/gen_20260419_073509.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f2563598d44ba90b36d99ad9202a36f9d7fd441a3ae55e3b250cdd718d81c3d3 +size 1137 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/input_snapshot.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..24f36207efb886c1073c83f2aba8c9f06d47e404 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c16", + "model": "bayesnet", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-train.csv", + "exists": true, + "size": 889767, + "sha256": "d87fe8c15e5364335255aabe0e5ac068dc98c8c772bcbbc52861739ec34e0914" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-val.csv", + "exists": true, + "size": 111085, + "sha256": "149f25d0314c83ff898ddfd9550fd9b048af51daa289673d6bb491653dd89d83" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-test.csv", + "exists": true, + "size": 111822, + "sha256": "bf819d88a0bc2a2659f0a25aacfe0d15ca1b9d59b498ece178817ba81f76d3bf" + }, + "profile_json": { + "path": 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-0,0 +1,270 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "columns": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + }, + { + "name": "name", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "Jeremy Tell (New Earth)", + "Thomas Jarred (New Earth)", + "Kusanagi (New Earth)", + "Cecile O'Malley (New Earth)", + "Rori Stroh (New Earth)" + ] + } + }, + { + "name": "urlslug", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "\\/wiki\\/Jeremy_Tell_(New_Earth)", + "\\/wiki\\/Thomas_Jarred_(New_Earth)", + "\\/wiki\\/Kusanagi_(New_Earth)", + "\\/wiki\\/Cecile_O%27Malley_(New_Earth)", + "\\/wiki\\/Rori_Stroh_(New_Earth)" + ] + } + }, + { + "name": "ID", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.292422, + "unique_count": 3, + "unique_ratio": 0.000769, + "example_values": [ + "Public Identity", + "Secret Identity", + "Identity Unknown" + ] + } + }, + { + "name": "ALIGN", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.087563, + "unique_count": 4, + "unique_ratio": 0.000795, + "example_values": [ + "Bad Characters", + "Good Characters", + "Neutral Characters", + "Reformed Criminals" + ] + } + }, + { + "name": "EYE", + "role": "target", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.525381, + "unique_count": 17, + "unique_ratio": 0.006494, + "example_values": [ + "Black Eyes", + "Blue Eyes", + "Grey Eyes", + "Green Eyes", + "Brown Eyes" + ] + } + }, + { + "name": "HAIR", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.3314, + "unique_count": 17, + "unique_ratio": 0.00461, + "example_values": [ + "Brown Hair", + "Grey Hair", + "Red Hair", + "Black Hair", + "White Hair" + ] + } + }, + { + "name": "SEX", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.018673, + "unique_count": 4, + "unique_ratio": 0.000739, + "example_values": [ + "Male Characters", + "Female Characters", + "Genderless Characters", + "Transgender Characters" + ] + } + }, + { + "name": "GSM", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.990392, + "unique_count": 2, + "unique_ratio": 0.037736, + "example_values": [ + "Homosexual Characters", + "Bisexual Characters" + ] + } + }, + { + "name": "ALIVE", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.000544, + "unique_count": 2, + "unique_ratio": 0.000363, + "example_values": [ + "Living Characters", + "Deceased Characters" + ] + } + }, + { + "name": "APPEARANCES", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.051305, + "unique_count": 263, + "unique_ratio": 0.050258, + "example_values": [ + "14", + "3", + "4", + "7", + "1" + ] + } + }, + { + "name": "FIRST APPEARANCE", + "role": "feature", + "semantic_type": "datetime", + "nullable": true, + "missing_tokens": [], + "parse_format": "%Y-%m-%d", + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 758, + "unique_ratio": 0.138752, + "example_values": [ + "2001, August", + "1990, February", + "2008, July", + "1984, April", + "1961, December" + ] + } + }, + { + "name": "YEAR", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 79, + "unique_ratio": 0.014461, + "example_values": [ + "2001", + "1990", + "2008", + "1984", + "1961" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/public_gate_report.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..6449b1dd1793d798384be22bb9726233212022f3 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c16", + "status": "pass", + "checks": [ + { + "check_id": "PG001_csv_parse_ok", + "status": "pass" + }, + { + "check_id": "PG002_split_header_consistent", + "status": "pass" + }, + { + "check_id": "PG003_profile_header_match", + "status": "pass" + }, + { + "check_id": "PG004_missing_token_normalized", + "status": "pass" + }, + { + "check_id": "PG005_semantic_type_validated", + "status": "pass" + }, + { + "check_id": "PG006_target_defined_and_valid", + "status": "pass" + } + ], + "target_column": "EYE", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/staged_input_manifest.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5e879d64441707ec9998c43399f7b17fae5227e8 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/staged_input_manifest.json @@ -0,0 +1,275 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + }, + { + "name": "name", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "Jeremy Tell (New Earth)", + "Thomas Jarred (New Earth)", + "Kusanagi (New Earth)", + "Cecile O'Malley (New Earth)", + "Rori Stroh (New Earth)" + ] + } + }, + { + "name": "urlslug", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "\\/wiki\\/Jeremy_Tell_(New_Earth)", + 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"nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.525381, + "unique_count": 17, + "unique_ratio": 0.006494, + "example_values": [ + "Black Eyes", + "Blue Eyes", + "Grey Eyes", + "Green Eyes", + "Brown Eyes" + ] + } + }, + { + "name": "HAIR", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.3314, + "unique_count": 17, + "unique_ratio": 0.00461, + "example_values": [ + "Brown Hair", + "Grey Hair", + "Red Hair", + "Black Hair", + "White Hair" + ] + } + }, + { + "name": "SEX", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.018673, + "unique_count": 4, + "unique_ratio": 0.000739, + "example_values": [ + "Male Characters", + "Female Characters", + "Genderless Characters", + "Transgender Characters" + ] + } + }, + { + "name": "GSM", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.990392, + "unique_count": 2, + "unique_ratio": 0.037736, + "example_values": [ + "Homosexual Characters", + "Bisexual Characters" + ] + } + }, + { + "name": "ALIVE", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.000544, + "unique_count": 2, + "unique_ratio": 0.000363, + "example_values": [ + "Living Characters", + "Deceased Characters" + ] + } + }, + { + "name": "APPEARANCES", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.051305, + "unique_count": 263, + "unique_ratio": 0.050258, + "example_values": [ + "14", + "3", + "4", + "7", + "1" + ] + } + }, + { + "name": "FIRST APPEARANCE", + "role": "feature", + "semantic_type": "datetime", + "nullable": true, + "missing_tokens": [], + "parse_format": "%Y-%m-%d", + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 758, + "unique_ratio": 0.138752, + "example_values": [ + "2001, August", + "1990, February", + "2008, July", + "1984, April", + "1961, December" + ] + } + }, + { + "name": "YEAR", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 79, + "unique_ratio": 0.014461, + "example_values": [ + "2001", + "1990", + "2008", + "1984", + "1961" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/runtime_result.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..4ba895b65134b578b042969f01611875203451be --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/runtime_result.json @@ -0,0 +1,15 @@ +{ + "dataset_id": "c16", + "model": "bayesnet", + "run_id": "bayesnet-c16-20260419_073440", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "success", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet-c16-5516-20260419_073509.csv", + "model_path": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/bayesnet_model.pkl" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_report.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..1ae86c8b7609e317ff096ce87fe1d0ae4182d4f6 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_report.json @@ -0,0 +1,7 @@ +{ + "adapter_ready_status": "pass", + "adapter_fail_reason_code": null, + "adapter_fail_detail": null, + "adapter_transforms_applied": [], + "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_transforms_applied.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/model_input_manifest.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..03650e6d2c267c6fa850ae8d3f0b5287613481bc --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/bayesnet/model_input_manifest.json @@ -0,0 +1,277 @@ +{ + "dataset_id": "c16", + "model": "bayesnet", + "target_column": "EYE", + "task_type": "classification", + "column_schema": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + }, + { + "name": "name", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "Jeremy Tell (New Earth)", + "Thomas Jarred (New Earth)", + "Kusanagi (New Earth)", + "Cecile O'Malley (New Earth)", + "Rori Stroh (New Earth)" + ] + } + }, + { + "name": "urlslug", + "role": "id", + "semantic_type": "id", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "\\/wiki\\/Jeremy_Tell_(New_Earth)", + "\\/wiki\\/Thomas_Jarred_(New_Earth)", + "\\/wiki\\/Kusanagi_(New_Earth)", + "\\/wiki\\/Cecile_O%27Malley_(New_Earth)", + "\\/wiki\\/Rori_Stroh_(New_Earth)" + ] + } + }, + { + "name": "ID", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.292422, + "unique_count": 3, + "unique_ratio": 0.000769, + "example_values": [ + "Public Identity", + "Secret Identity", + "Identity Unknown" + ] + } + }, + { + "name": "ALIGN", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.087563, + "unique_count": 4, + "unique_ratio": 0.000795, + "example_values": [ + "Bad Characters", + "Good Characters", + "Neutral Characters", + "Reformed Criminals" + ] + } + }, + { + "name": "EYE", + "role": "target", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.525381, + "unique_count": 17, + "unique_ratio": 0.006494, + "example_values": [ + "Black Eyes", + "Blue Eyes", + "Grey Eyes", + "Green Eyes", + "Brown Eyes" + ] + } + }, + { + "name": "HAIR", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.3314, + "unique_count": 17, + "unique_ratio": 0.00461, + "example_values": [ + "Brown Hair", + "Grey Hair", + "Red Hair", + "Black Hair", + "White Hair" + ] + } + }, + { + "name": "SEX", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.018673, + "unique_count": 4, + "unique_ratio": 0.000739, + "example_values": [ + "Male Characters", + "Female Characters", + "Genderless Characters", + "Transgender Characters" + ] + } + }, + { + "name": "GSM", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.990392, + "unique_count": 2, + "unique_ratio": 0.037736, + "example_values": [ + "Homosexual Characters", + "Bisexual Characters" + ] + } + }, + { + "name": "ALIVE", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.000544, + "unique_count": 2, + "unique_ratio": 0.000363, + "example_values": [ + "Living Characters", + "Deceased Characters" + ] + } + }, + { + "name": "APPEARANCES", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.051305, + "unique_count": 263, + "unique_ratio": 0.050258, + "example_values": [ + "14", + "3", + "4", + "7", + "1" + ] + } + }, + { + "name": "FIRST APPEARANCE", + "role": "feature", + "semantic_type": "datetime", + "nullable": true, + "missing_tokens": [], + "parse_format": "%Y-%m-%d", + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 758, + "unique_ratio": 0.138752, + "example_values": [ + "2001, August", + "1990, February", + "2008, July", + "1984, April", + "1961, December" + ] + } + }, + { + "name": "YEAR", + "role": "feature", + "semantic_type": "numeric", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.009608, + "unique_count": 79, + "unique_ratio": 0.014461, + "example_values": [ + "2001", + "1990", + "2008", + "1984", + "1961" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/bayesnet/bayesnet-c16-20260419_073440/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/staged_features.json b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5f80b49124db1ca1b053fd647cc2eea0fac10a20 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/staged_features.json @@ -0,0 +1,67 @@ +[ + { + "feature_name": "page_id", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "name", + "data_type": "ID", + "is_target": false + }, + { + "feature_name": "urlslug", + "data_type": "ID", + "is_target": false + }, + { + "feature_name": "ID", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ALIGN", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "EYE", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "HAIR", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "SEX", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "GSM", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ALIVE", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "APPEARANCES", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "FIRST APPEARANCE", + "data_type": "timestamp", + "is_target": false + }, + { + "feature_name": "YEAR", + "data_type": "continuous", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/test.csv b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ff41feb8eaf26d939d541be0a66c289ed15504e --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:507d848740a1690656f8cdb841697266450f944c4a567ba0bcf3186a4e58b754 +size 113806 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..64a2743a667d00bae7ccd30d2ac4bda8c2460292 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be0950091b8a4c774fc54ff9926cf4e8b86b23efd5ec8e83b5592c72658ae351 +size 905642 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/val.csv b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff2e43c903a8b1d0e6df3f02be04ea7bfcc5ceb6 --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5a1815f0bdd0db2721a9d7bc2f1f0008829eaf9ff3d07e3d1975b42002cf744 +size 113063 diff --git a/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/train_20260419_073440.log b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/train_20260419_073440.log new file mode 100644 index 0000000000000000000000000000000000000000..56ca5bf88081368bd7534a9d869288971cd4399b --- /dev/null +++ b/SynthData0523/main/c16/bayesnet/bayesnet-c16-20260419_073440/train_20260419_073440.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4da056a6f5de72e3eb3b1677ce95a0dc0e4ec00aa202800eb767c1552574df88 +size 1162 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/_ctgan_generate.py b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..b2b222cfdf9e0d05489d14635488a4678455eaf2 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/_ctgan_generate.py @@ -0,0 +1,18 @@ +import sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN +model = CTGAN.load("/work/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/ctgan_300epochs.pt") +total = 5516 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +sampled = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +sampled.to_csv("/work/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/ctgan-c16-5516-20260422_031613.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/ctgan-c16-5516-20260422_031613.csv") \ No newline at end of file diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan-c16-5516-20260422_031613.csv b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan-c16-5516-20260422_031613.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd055b09541b55e26aadafa885f009557a1e3451 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan-c16-5516-20260422_031613.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b49d7ff9d2eb65cd86a17cd70dd4cb73d66fc543d99cd77dc34607a90a96936b +size 1052947 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_metadata.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0004ba270ec8c6c775ea6482de1be6026cab83fa --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_metadata.json @@ -0,0 +1,56 @@ +{ + "columns": [ + { + "name": "page_id", + "type": "continuous" + }, + { + "name": "name", + "type": "categorical" + }, + { + "name": "urlslug", + "type": "categorical" + }, + { + "name": "ID", + "type": "categorical" + }, + { + "name": "ALIGN", + "type": "categorical" + }, + { + "name": "EYE", + "type": "categorical" + }, + { + "name": "HAIR", + "type": "categorical" + }, + { + "name": "SEX", + "type": "categorical" + }, + { + "name": "GSM", + "type": "categorical" + }, + { + "name": "ALIVE", + "type": "categorical" + }, + { + "name": "APPEARANCES", + "type": "continuous" + }, + { + "name": "FIRST APPEARANCE", + "type": "categorical" + }, + { + "name": "YEAR", + "type": "continuous" + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_train_continuous_imputed.csv b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_train_continuous_imputed.csv new file mode 100644 index 0000000000000000000000000000000000000000..d23af411dde4022c3d0160f53381510634203329 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/ctgan_train_continuous_imputed.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:284f6938dfb09183455b3ea6d7545f05a936e78771da9910a5115d82c963e4c2 +size 906809 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/gen_20260422_031613.log b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/gen_20260422_031613.log new file mode 100644 index 0000000000000000000000000000000000000000..5cc4d811a69d4ce12052207c3844c38349feb372 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/gen_20260422_031613.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:26cb86a158ac285099021c141f3826f6bec118513c8041eb48c461d0b7fa0136 +size 295 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/input_snapshot.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..e10ac624aaaa0a86085e5a5023356935e13ad24e --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c16", + "model": "ctgan", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-train.csv", + "exists": true, + "size": 889767, + "sha256": "d87fe8c15e5364335255aabe0e5ac068dc98c8c772bcbbc52861739ec34e0914" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-val.csv", + "exists": true, + "size": 111085, + "sha256": 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b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/ctgan_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..adbceca5acc1c509fb86214ccee9472c984c105f --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/ctgan_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0040aba42f44d1b56b6e55623648457f892357e596cf5790d4477fcd46b81204 +size 621310691 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/train_20260422_025942.log b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/train_20260422_025942.log new file mode 100644 index 0000000000000000000000000000000000000000..a5402537d7fd78da677e3095d577d2cdf0e5ff58 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/models_300epochs/train_20260422_025942.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:471c41240ff424ce9a3284adb6f6d6fe481f979c5eb0c824f85360afd2e559fb +size 2472 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..c14a2684c0e469a5d7bb80c1932a3081b4a626e8 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,270 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "columns": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + 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"/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c16/c16-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/staged_input_manifest.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..da0560b4044b43971eb5d9c3bbe9dd263ba9574a --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/public_gate/staged_input_manifest.json @@ -0,0 +1,275 @@ +{ + "dataset_id": "c16", + "target_column": "EYE", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/staged/public/val.csv", + "test_csv": 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a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/ctgan/model_input_manifest.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..47eea6576fdaa7e8aa6ef8f6fed2f0ec17a44a9a --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/ctgan/model_input_manifest.json @@ -0,0 +1,277 @@ +{ + "dataset_id": "c16", + "model": "ctgan", + "target_column": "EYE", + "task_type": "classification", + "column_schema": [ + { + "name": "page_id", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 5516, + "unique_ratio": 1.0, + "example_values": [ + "1941", + "127435", + "268584", + "144619", + "132754" + ] + } + }, + { + "name": "name", + "role": "id", + "semantic_type": "id", + "nullable": 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"impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.292422, + "unique_count": 3, + "unique_ratio": 0.000769, + "example_values": [ + "Public Identity", + "Secret Identity", + "Identity Unknown" + ] + } + }, + { + "name": "ALIGN", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.087563, + "unique_count": 4, + "unique_ratio": 0.000795, + "example_values": [ + "Bad Characters", + "Good Characters", + "Neutral Characters", + "Reformed Criminals" + ] + } + }, + { + "name": "EYE", + "role": "target", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.525381, + "unique_count": 17, + "unique_ratio": 0.006494, + "example_values": [ + "Black Eyes", + "Blue Eyes", + "Grey Eyes", + "Green Eyes", + "Brown Eyes" + ] + } + }, + { + "name": "HAIR", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.3314, + "unique_count": 17, + "unique_ratio": 0.00461, + "example_values": [ + "Brown Hair", + "Grey Hair", + "Red Hair", + "Black Hair", + "White Hair" + ] + } + }, + { + "name": "SEX", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.018673, + "unique_count": 4, + "unique_ratio": 0.000739, + "example_values": [ + "Male Characters", + "Female Characters", + "Genderless Characters", + "Transgender Characters" + ] + } + }, + { + "name": "GSM", + "role": "feature", + "semantic_type": "text", + "nullable": true, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "keep_raw", + "profile_stats": { + "missing_rate": 0.990392, + 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"/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c16/ctgan/ctgan-c16-20260422_025941/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/staged_features.json b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..5f80b49124db1ca1b053fd647cc2eea0fac10a20 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/staged_features.json @@ -0,0 +1,67 @@ +[ + { + "feature_name": "page_id", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "name", + "data_type": "ID", + "is_target": false + }, + { + "feature_name": "urlslug", + "data_type": "ID", + "is_target": false + }, + { + "feature_name": "ID", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ALIGN", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "EYE", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "HAIR", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "SEX", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "GSM", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ALIVE", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "APPEARANCES", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "FIRST APPEARANCE", + "data_type": "timestamp", + "is_target": false + }, + { + "feature_name": "YEAR", + "data_type": "continuous", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/test.csv b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ff41feb8eaf26d939d541be0a66c289ed15504e --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:507d848740a1690656f8cdb841697266450f944c4a567ba0bcf3186a4e58b754 +size 113806 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/train.csv b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..64a2743a667d00bae7ccd30d2ac4bda8c2460292 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be0950091b8a4c774fc54ff9926cf4e8b86b23efd5ec8e83b5592c72658ae351 +size 905642 diff --git a/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/val.csv b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff2e43c903a8b1d0e6df3f02be04ea7bfcc5ceb6 --- /dev/null +++ b/SynthData0523/main/c16/ctgan/ctgan-c16-20260422_025941/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5a1815f0bdd0db2721a9d7bc2f1f0008829eaf9ff3d07e3d1975b42002cf744 +size 113063 diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_X_host.npy b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..7f3a8527cdd80a63a077906270de8c33aae089eb --- /dev/null +++ b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a428390bacc3672ecfaa55b3fac02110b6df412d411b5e6fef871e134befee94 +size 53376 diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_gen.py b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..12bd68fea722501781b16dd689191b7e8a4ef7f0 --- /dev/null +++ b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-Benchmark-trainonly-v1/c16/forestdiffusion/forest-c16-20260510_210146/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(5516)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-Benchmark-trainonly-v1/c16/forestdiffusion/forest-c16-20260510_210146/forest-c16-5516-20260510_215647.csv', index=False) +print("saved", len(df)) diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_meta_host.json b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..e0e27e2ba1cf4216178e46ebf187e3551420a0c3 --- /dev/null +++ b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9c8f8470f4308f49331bdbef4d47d1e94b611e2105c4907605a98dafde3dff58 +size 189 diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_train.py b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c1cd41157b76b1e16dd241dc118f960a0c0d0ae1 --- /dev/null +++ b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/_fd_train.py @@ -0,0 +1,36 @@ + +import os, shutil, json +with open('/tmp/pgrep', 'w') as _f: + _f.write("#!/usr/bin/env python3\n") + _f.write("import subprocess, sys\n") + _f.write("ppid = sys.argv[-1]\n") + _f.write("out = subprocess.check_output(['ps', '-o', 'pid=', '--ppid', str(ppid)], text=True)\n") + _f.write("print(out, end='')\n") +os.chmod('/tmp/pgrep', 0o755) +os.environ['PATH'] = '/tmp:' + os.environ.get('PATH', '') +shutil.copy(r'/work/output-Benchmark-trainonly-v1/c16/forestdiffusion/forest-c16-20260510_210146/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-Benchmark-trainonly-v1/c16/forestdiffusion/forest-c16-20260510_210146/_fd_meta_host.json') as f: + open('/tmp/fd_meta.json','w').write(f.read()) + +import numpy as np, joblib, json, os +from ForestDiffusion import ForestDiffusionModel +X = np.load("/tmp/fd_X.npy") +with open("/tmp/fd_meta.json") as f: + meta = json.load(f) +cat_indexes = meta["cat_indexes"] +print( + "[ForestDiffusion] train config: " + f"rows={X.shape[0]} cols={X.shape[1]} n_t=2 " + f"n_estimators=1 duplicate_K=1 n_jobs=1 " + f"max_depth=2 xgb_verbosity=0 xgb_nthread=1", + flush=True, +) +m = ForestDiffusionModel( + X, n_t=2, n_estimators=1, duplicate_K=1, n_jobs=1, + model="xgboost", max_depth=2, tree_method="hist", cat_indexes=cat_indexes, + verbosity=0, nthread=1, +) +joblib.dump((m, meta), "/tmp/fd_model.joblib") +print("ForestDiffusion train OK") + +shutil.copy('/tmp/fd_model.joblib', r'/work/output-Benchmark-trainonly-v1/c16/forestdiffusion/forest-c16-20260510_210146/forestdiffusion_model.joblib') diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/forest-c16-5516-20260510_215647.csv b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/forest-c16-5516-20260510_215647.csv new file mode 100644 index 0000000000000000000000000000000000000000..bcbf1d7655ebf5cbc82093d09c9da1ee227286bb --- /dev/null +++ b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/forest-c16-5516-20260510_215647.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:08f10262eff30a820534b6b64661d1ed8e9838cf3b22bba9bfc6ebd7093a41a4 +size 875963 diff --git a/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/forestdiffusion_model.joblib b/SynthData0523/main/c16/forestdiffusion/forest-c16-20260510_210146/forestdiffusion_model.joblib new file mode 100644 index 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Earth)", "523": "01___CATEGORICAL___name___Barin Char (New Earth)", "524": "01___CATEGORICAL___name___Barium (New Earth)", "525": "01___CATEGORICAL___name___Barnabus (New Earth)", "526": "01___CATEGORICAL___name___Barnard Blaine (New Earth)", "527": "01___CATEGORICAL___name___Barney Ling (New Earth)", "528": "01___CATEGORICAL___name___Baron Bedlam II (New Earth)", "529": "01___CATEGORICAL___name___Baron Blitzkrieg (New Earth)", "530": "01___CATEGORICAL___name___Baron Gestapo (New Earth)", "531": "01___CATEGORICAL___name___Baron Tyrano (New Earth)", "532": "01___CATEGORICAL___name___Baron Winters (New Earth)", "533": "01___CATEGORICAL___name___Baroness Blitzkrieg (New Earth)", "534": "01___CATEGORICAL___name___Barracuda (New Earth)", "535": "01___CATEGORICAL___name___Barrage II (New Earth)", "536": "01___CATEGORICAL___name___Barreer Wot (New Earth)", "537": "01___CATEGORICAL___name___Barro Cruzz (New Earth)", "538": "01___CATEGORICAL___name___Barry LeSabre (New Earth)", "539": 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"01___CATEGORICAL___name___Bat-Mite (New Earth)", "556": "01___CATEGORICAL___name___Batiri (New Earth)", "557": "01___CATEGORICAL___name___Batman (Bruce Wayne)", "558": "01___CATEGORICAL___name___Batman Jones (New Earth)", "559": "01___CATEGORICAL___name___Battleax (New Earth)", "560": "01___CATEGORICAL___name___Batzarro (New Earth)", "561": "01___CATEGORICAL___name___Baud (New Earth)", "562": "01___CATEGORICAL___name___Bayfrentos (New Earth)", "563": "01___CATEGORICAL___name___Baytor (New Earth)", "564": "01___CATEGORICAL___name___Bazil (New Earth)", "565": "01___CATEGORICAL___name___Bazooka Joan (New Earth)", "566": "01___CATEGORICAL___name___Beaki (New Earth)", "567": "01___CATEGORICAL___name___Bear Boy (New Earth)", "568": "01___CATEGORICAL___name___Beast (New Earth)", "569": "01___CATEGORICAL___name___Beast With No Name (New Earth)", "570": "01___CATEGORICAL___name___Beaumont (New Earth)", "571": "01___CATEGORICAL___name___Becky Albright (New Earth)", "572": 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"621": "01___CATEGORICAL___name___Bibbo Bibbowski (New Earth)", "622": "01___CATEGORICAL___name___Biff Bailey (New Earth)", "623": "01___CATEGORICAL___name___Biff Bradley (New Earth)", "624": "01___CATEGORICAL___name___Big Atomic Lantern Boy (New Earth)", "625": "01___CATEGORICAL___name___Big Barda (New Earth)", "626": "01___CATEGORICAL___name___Big Bear (New Earth)", "627": "01___CATEGORICAL___name___Big Breeda (New Earth)", "628": "01___CATEGORICAL___name___Big Game (New Earth)", "629": "01___CATEGORICAL___name___Big Jim (New Earth)", "630": "01___CATEGORICAL___name___Big Mummy (New Earth)", "631": "01___CATEGORICAL___name___Big Top (New Earth)", "632": "01___CATEGORICAL___name___Bigfoot (New Earth)", "633": "01___CATEGORICAL___name___Bilal Asselah (New Earth)", "634": "01___CATEGORICAL___name___Billy (New Earth)", "635": "01___CATEGORICAL___name___Billy the Girl (New Earth)", "636": "01___CATEGORICAL___name___Bird (New Earth)", "637": "01___CATEGORICAL___name___Birgit Eisenmann (New 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Earth)", "684": "01___CATEGORICAL___name___Blacksmyth (New Earth)", "685": "01___CATEGORICAL___name___Blacksnake (New Earth)", "686": "01___CATEGORICAL___name___Blade (New Earth)", "687": "01___CATEGORICAL___name___Blade Master (New Earth)", "688": "01___CATEGORICAL___name___Blanca (New Earth)", "689": "01___CATEGORICAL___name___Blank Slate (New Earth)", "690": "01___CATEGORICAL___name___Blathoxi (New Earth)", "691": "01___CATEGORICAL___name___Bleez (New Earth)", "692": "01___CATEGORICAL___name___Blind Faith (New Earth)", "693": "01___CATEGORICAL___name___Blind Fury (New Earth)", "694": "01___CATEGORICAL___name___Blinder (New Earth)", "695": "01___CATEGORICAL___name___Blindspot (New Earth)", "696": "01___CATEGORICAL___name___Blish Rrab (New Earth)", "697": "01___CATEGORICAL___name___Blithe (New Earth)", "698": "01___CATEGORICAL___name___Blizzard (New Earth)", "699": "01___CATEGORICAL___name___Blockade (New Earth)", "700": "01___CATEGORICAL___name___Blockbuster IV (New Earth)", "701": 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Earth)", "1101": "01___CATEGORICAL___name___Clifford Zmeck (New Earth)", "1102": "01___CATEGORICAL___name___Clifton Lacey (New Earth)", "1103": "01___CATEGORICAL___name___Clio (New Earth)", "1104": "01___CATEGORICAL___name___Clipper (New Earth)", "1105": "01___CATEGORICAL___name___Clive (New Earth)", "1106": "01___CATEGORICAL___name___Clock King II (New Earth)", "1107": "01___CATEGORICAL___name___Clot (New Earth)", "1108": "01___CATEGORICAL___name___Clotho (New Earth)", "1109": "01___CATEGORICAL___name___Cloud (New Earth)", "1110": "01___CATEGORICAL___name___Cloudburst (New Earth)", "1111": "01___CATEGORICAL___name___Clownfish (New Earth)", "1112": "01___CATEGORICAL___name___Clyde Mardon (New Earth)", "1113": "01___CATEGORICAL___name___Clyde Phillips (New Earth)", "1114": "01___CATEGORICAL___name___Coalface (New Earth)", "1115": "01___CATEGORICAL___name___Cobalt (New Earth)", "1116": "01___CATEGORICAL___name___Cobi (New Earth)", "1117": "01___CATEGORICAL___name___Cockatoo (New Earth)", 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(New Earth)", "1135": "01___CATEGORICAL___name___Congorilla (New Earth)", "1136": "01___CATEGORICAL___name___Connie Noleski (New Earth)", "1137": "01___CATEGORICAL___name___Connor Hawke (New Earth)", "1138": "01___CATEGORICAL___name___Conrad Bortz (New Earth)", "1139": "01___CATEGORICAL___name___Conrad Cabel (New Earth)", "1140": "01___CATEGORICAL___name___Conrad Carapax (New Earth)", "1141": "01___CATEGORICAL___name___Conrad Mackay (New Earth)", "1142": "01___CATEGORICAL___name___Constance D'Aramis (New Earth)", "1143": "01___CATEGORICAL___name___Constance Hollis (New Earth)", "1144": "01___CATEGORICAL___name___Constantine Drakon (New Earth)", "1145": "01___CATEGORICAL___name___Constantine Stratos (New Earth)", "1146": "01___CATEGORICAL___name___Construct (New Earth)", "1147": "01___CATEGORICAL___name___Control (New Earth)", "1148": "01___CATEGORICAL___name___Conundrum (New Earth)", "1149": "01___CATEGORICAL___name___Copernicus the Dog (New Earth)", "1150": "01___CATEGORICAL___name___Copper (New Earth)", "1151": "01___CATEGORICAL___name___Copperhead (New Earth)", "1152": "01___CATEGORICAL___name___Cora (New Earth)", "1153": "01___CATEGORICAL___name___Corinthian (New Earth)", "1154": "01___CATEGORICAL___name___Corky Baxter (New Earth)", "1155": "01___CATEGORICAL___name___Corky Charles (New Earth)", "1156": "01___CATEGORICAL___name___Cornelius Stirk (New Earth)", "1157": "01___CATEGORICAL___name___Cornwall Boy (New Earth)", "1158": "01___CATEGORICAL___name___Cosmo Racer (New Earth)", "1159": "01___CATEGORICAL___name___Cossack (New Earth)", "1160": "01___CATEGORICAL___name___Cossack the Dark Rider (New Earth)", "1161": "01___CATEGORICAL___name___Cottus (New Earth)", "1162": "01___CATEGORICAL___name___Count von Steuben (New Earth)", "1163": "01___CATEGORICAL___name___Courtney Mason (New Earth)", "1164": "01___CATEGORICAL___name___Courtney Whitmore (New Earth)", "1165": "01___CATEGORICAL___name___Coven (New Earth)", "1166": "01___CATEGORICAL___name___Crackle (New Earth)", "1167": "01___CATEGORICAL___name___Crackshot (New Earth)", "1168": "01___CATEGORICAL___name___Craig Windrow (New Earth)", "1169": "01___CATEGORICAL___name___Cranius (New Earth)", "1170": "01___CATEGORICAL___name___Craydl (New Earth)", "1171": "01___CATEGORICAL___name___Crazy Quilt II (New Earth)", "1172": "01___CATEGORICAL___name___Crazy Shy Lolita Canary (New Earth)", "1173": "01___CATEGORICAL___name___Crazyface (New Earth)", "1174": "01___CATEGORICAL___name___Crazytop (New Earth)", "1175": "01___CATEGORICAL___name___Creed Phillips (New Earth)", "1176": "01___CATEGORICAL___name___Creighton Kendall (New Earth)", "1177": "01___CATEGORICAL___name___Cressida (New Earth)", "1178": "01___CATEGORICAL___name___Cricket (New Earth)", "1179": "01___CATEGORICAL___name___Cricket Kelly (New Earth)", "1180": "01___CATEGORICAL___name___Crimesmith (New Earth)", "1181": "01___CATEGORICAL___name___Crimson Fox III (New Earth)", "1182": "01___CATEGORICAL___name___Crimson Star (New Earth)", "1183": "01___CATEGORICAL___name___Crispus Allen (New Earth)", "1184": "01___CATEGORICAL___name___Crissy (New Earth)", "1185": "01___CATEGORICAL___name___Crius (New Earth)", "1186": "01___CATEGORICAL___name___Cron One-Eye (New Earth)", "1187": "01___CATEGORICAL___name___Crone (New Earth)", "1188": "01___CATEGORICAL___name___Cronus (New Earth)", "1189": "01___CATEGORICAL___name___Cross Williams (New Earth)", "1190": "01___CATEGORICAL___name___Crowdark (New Earth)", "1191": "01___CATEGORICAL___name___Crucifer (New Earth)", "1192": "01___CATEGORICAL___name___Crusader (New Earth)", "1193": "01___CATEGORICAL___name___Cryonic Man (New Earth)", "1194": "01___CATEGORICAL___name___Crypt (New Earth)", "1195": "01___CATEGORICAL___name___Crystal Frost (New Earth)", "1196": "01___CATEGORICAL___name___Cundiff Cood (New Earth)", "1197": "01___CATEGORICAL___name___Cunningham (New Earth)", "1198": "01___CATEGORICAL___name___Cupid (New Earth)", 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Earth)", "1215": "01___CATEGORICAL___name___Cyril Sheldrake (New Earth)", "1216": "01___CATEGORICAL___name___Cyrus Gold (New Earth)", "1217": "01___CATEGORICAL___name___Cyrus Pinkney (New Earth)", "1218": "01___CATEGORICAL___name___Cythonna (New Earth)", "1219": "01___CATEGORICAL___name___D'Kay D'Razz (New Earth)", "1220": "01___CATEGORICAL___name___D'Tilluh (New Earth)", "1221": "01___CATEGORICAL___name___D'all (New Earth)", "1222": "01___CATEGORICAL___name___D'aran Tuu (New Earth)", "1223": "01___CATEGORICAL___name___D'll (New Earth)", "1224": "01___CATEGORICAL___name___DJ Molecule (New Earth)", "1225": "01___CATEGORICAL___name___Dabney Donovan (New Earth)", "1226": "01___CATEGORICAL___name___Daedalus (New Earth)", "1227": "01___CATEGORICAL___name___Dagmar Procjnow (New Earth)", "1228": "01___CATEGORICAL___name___Dagon (New Earth)", "1229": "01___CATEGORICAL___name___Dagon-Ra (New Earth)", "1230": "01___CATEGORICAL___name___Dahak (New Earth)", "1231": "01___CATEGORICAL___name___Dahlia Lorens (New Earth)", "1232": "01___CATEGORICAL___name___Dakota Jamison (New Earth)", "1233": "01___CATEGORICAL___name___Dal Kir-Ta (New Earth)", "1234": "01___CATEGORICAL___name___Dal'en (New Earth)", "1235": "01___CATEGORICAL___name___Dala (New Earth)", "1236": "01___CATEGORICAL___name___Dale Biggler (New Earth)", "1237": "01___CATEGORICAL___name___Dale Colton (New Earth)", "1238": "01___CATEGORICAL___name___Dale Gunn (New Earth)", "1239": "01___CATEGORICAL___name___Dale Smith (New Earth)", "1240": "01___CATEGORICAL___name___Dalkriig-Hath (New Earth)", "1241": "01___CATEGORICAL___name___Dalor (New Earth)", "1242": "01___CATEGORICAL___name___Damara (New Earth)", "1243": "01___CATEGORICAL___name___Damien Darhk (New Earth)", "1244": "01___CATEGORICAL___name___Damien Kane (New Earth)", "1245": "01___CATEGORICAL___name___Damon Matthews (New Earth)", "1246": "01___CATEGORICAL___name___Damper (New Earth)", "1247": "01___CATEGORICAL___name___Dan (New Earth)", "1248": "01___CATEGORICAL___name___Dana Dearden (New Earth)", "1249": "01___CATEGORICAL___name___Dana Rubikskova (New Earth)", "1250": "01___CATEGORICAL___name___Dana Tan (New Earth)", "1251": "01___CATEGORICAL___name___Danae (New Earth)", "1252": "01___CATEGORICAL___name___Danette Reilly (New Earth)", "1253": "01___CATEGORICAL___name___Daniel Brickwell (New Earth)", "1254": "01___CATEGORICAL___name___Daniel Chase (New Earth)", "1255": "01___CATEGORICAL___name___Daniel Coleman (New Earth)", "1256": "01___CATEGORICAL___name___Daniel Cormac (New Earth)", "1257": "01___CATEGORICAL___name___Daniel Dickerson (New Earth)", "1258": "01___CATEGORICAL___name___Daniel Dunbar (New Earth)", "1259": "01___CATEGORICAL___name___Daniel Evans (New Earth)", "1260": "01___CATEGORICAL___name___Daniel Garrett (New Earth)", "1261": "01___CATEGORICAL___name___Daniel Geller (New Earth)", "1262": "01___CATEGORICAL___name___Daniel Hall (New Earth)", "1263": "01___CATEGORICAL___name___Daniel Khalifa (New Earth)", "1264": "01___CATEGORICAL___name___Daniel Leong (New Earth)", "1265": "01___CATEGORICAL___name___Daniel Maris (New Earth)", "1266": "01___CATEGORICAL___name___Daniel Paoulo (New Earth)", "1267": "01___CATEGORICAL___name___Daniel Rogers (New Earth)", "1268": "01___CATEGORICAL___name___Daniel Stone (New Earth)", "1269": "01___CATEGORICAL___name___Daniel Temple (New Earth)", "1270": "01___CATEGORICAL___name___Daniel Tran (New Earth)", "1271": "01___CATEGORICAL___name___Daniel Tsang (New Earth)", "1272": "01___CATEGORICAL___name___Daniel Turpin (New Earth)", "1273": "01___CATEGORICAL___name___Daniel William Ducannon (New Earth)", "1274": "01___CATEGORICAL___name___Daniel Young (New Earth)", "1275": "01___CATEGORICAL___name___Danielle Garrett (New Earth)", "1276": "01___CATEGORICAL___name___Dannel (New Earth)", "1277": "01___CATEGORICAL___name___Danny the Street (New Earth)", "1278": "01___CATEGORICAL___name___Dante (New Earth)", "1279": "01___CATEGORICAL___name___Danthis (New Earth)", "1280": "01___CATEGORICAL___name___Danton Black (New Earth)", "1281": "01___CATEGORICAL___name___Daphne Dean (New Earth)", "1282": "01___CATEGORICAL___name___Dardan (New Earth)", "1283": "01___CATEGORICAL___name___Dardanus (New Earth)", "1284": "01___CATEGORICAL___name___Daria Hernandez (New Earth)", "1285": "01___CATEGORICAL___name___Darius (New Earth)", "1286": "01___CATEGORICAL___name___Darius Caldera (New Earth)", "1287": "01___CATEGORICAL___name___Darius Tiko (New Earth)", "1288": "01___CATEGORICAL___name___Darius Wayne (New Earth)", "1289": "01___CATEGORICAL___name___Dark (New Earth)", "1290": "01___CATEGORICAL___name___Dark Druid (New Earth)", "1291": "01___CATEGORICAL___name___Dark Opal (New Earth)", "1292": "01___CATEGORICAL___name___Darklight (New Earth)", "1293": "01___CATEGORICAL___name___Darkstar (New Earth)", "1294": "01___CATEGORICAL___name___Darkstorm (New Earth)", "1295": "01___CATEGORICAL___name___Darla Aquista (New Earth)", "1296": "01___CATEGORICAL___name___Darla Dudley (New Earth)", "1297": "01___CATEGORICAL___name___Darlene Spritzer (New Earth)", "1298": "01___CATEGORICAL___name___Darrell Dane (New Earth)", "1299": "01___CATEGORICAL___name___Darren Jones (New Earth)", "1300": "01___CATEGORICAL___name___Darrin Profitt (New Earth)", "1301": "01___CATEGORICAL___name___Darryl Frye (New Earth)", "1302": "01___CATEGORICAL___name___Dartagnan (New Earth)", "1303": "01___CATEGORICAL___name___Database (New Earth)", "1304": "01___CATEGORICAL___name___Dava Sborsc (New Earth)", "1305": "01___CATEGORICAL___name___David Challoner (New Earth)", "1306": "01___CATEGORICAL___name___David Clark (New Earth)", "1307": "01___CATEGORICAL___name___David Clinton (New Earth)", "1308": "01___CATEGORICAL___name___David Drake (New Earth)", "1309": "01___CATEGORICAL___name___David Hand (New Earth)", "1310": "01___CATEGORICAL___name___David Hersch (New Earth)", "1311": "01___CATEGORICAL___name___David Kapatelis (New Earth)", "1312": "01___CATEGORICAL___name___David Kim (Dakotaverse)", "1313": "01___CATEGORICAL___name___David Knight (New Earth)", "1314": "01___CATEGORICAL___name___David Page (New Earth)", "1315": "01___CATEGORICAL___name___David Palmer (New Earth)", "1316": "01___CATEGORICAL___name___David Reid (New Earth)", "1317": "01___CATEGORICAL___name___David Rennington (New Earth)", "1318": "01___CATEGORICAL___name___David Said (New Earth)", "1319": "01___CATEGORICAL___name___David Singh (New Earth)", "1320": "01___CATEGORICAL___name___David Sutabi (New Earth)", "1321": "01___CATEGORICAL___name___David Winters (New Earth)", "1322": "01___CATEGORICAL___name___David Zavimbi (New Earth)", "1323": "01___CATEGORICAL___name___Davo Yull (New Earth)", "1324": "01___CATEGORICAL___name___Davood Nassur (New Earth)", "1325": "01___CATEGORICAL___name___Davroth Catto (New Earth)", "1326": "01___CATEGORICAL___name___Dawg (New Earth)", "1327": "01___CATEGORICAL___name___Dawn Allen (New Earth)", "1328": "01___CATEGORICAL___name___Dawn Driscoll (New Earth)", "1329": "01___CATEGORICAL___name___Dawn Golden (New Earth)", "1330": "01___CATEGORICAL___name___Dawn Granger (New Earth)", "1331": "01___CATEGORICAL___name___Dawur (New Earth)", "1332": "01___CATEGORICAL___name___Dax-Am (New Earth)", "1333": "01___CATEGORICAL___name___Daystar (New Earth)", "1334": "01___CATEGORICAL___name___De'cine (New Earth)", "1335": "01___CATEGORICAL___name___DeSaad (New Earth)", "1336": "01___CATEGORICAL___name___DeShaun Kendall (New Earth)", "1337": "01___CATEGORICAL___name___Deacon Dark (New Earth)", "1338": "01___CATEGORICAL___name___Deadcoil (New Earth)", "1339": "01___CATEGORICAL___name___Deadfall II (New Earth)", "1340": "01___CATEGORICAL___name___Deadline (New Earth)", "1341": "01___CATEGORICAL___name___Dean Farr (New Earth)", "1342": "01___CATEGORICAL___name___Dean Hunter (New Earth)", "1343": "01___CATEGORICAL___name___Dean Mayland (New Earth)", "1344": "01___CATEGORICAL___name___Deanna Barr (New Earth)", "1345": "01___CATEGORICAL___name___Death (New Earth)", "1346": "01___CATEGORICAL___name___Death Angel (New Earth)", "1347": "01___CATEGORICAL___name___Death Cap (New Earth)", "1348": "01___CATEGORICAL___name___Death Dealer (New Earth)", "1349": "01___CATEGORICAL___name___Death Man (New Earth)", "1350": "01___CATEGORICAL___name___Death Masque (New Earth)", "1351": "01___CATEGORICAL___name___Death Mayhew (New Earth)", "1352": "01___CATEGORICAL___name___Deathgrip (New Earth)", "1353": "01___CATEGORICAL___name___Deathstorm (New Earth)", "1354": "01___CATEGORICAL___name___Deb Kafka (New Earth)", "1355": "01___CATEGORICAL___name___Deborah Dancer (New Earth)", "1356": "01___CATEGORICAL___name___Deborah Morgna (New Earth)", "1357": "01___CATEGORICAL___name___Deborah Perkins (New Earth)", "1358": "01___CATEGORICAL___name___Deborah Poulos (New Earth)", "1359": "01___CATEGORICAL___name___Deborah Tiegel (New Earth)", "1360": "01___CATEGORICAL___name___Debra Sinclair (New Earth)", "1361": "01___CATEGORICAL___name___Decibel (New Earth)", "1362": "01___CATEGORICAL___name___Decreator (New Earth)", "1363": "01___CATEGORICAL___name___Dee Noyz (New Earth)", "1364": "01___CATEGORICAL___name___Deeter (New Earth)", "1365": "01___CATEGORICAL___name___Default (New Earth)", "1366": "01___CATEGORICAL___name___Deimos (New Earth)", "1367": "01___CATEGORICAL___name___Deimos, God of Terror (New Earth)", "1368": "01___CATEGORICAL___name___Dela Pharon (New Earth)", "1369": "01___CATEGORICAL___name___Delaken (New Earth)", "1370": "01___CATEGORICAL___name___Delbert Billings (New Earth)", "1371": "01___CATEGORICAL___name___Delia Ryan (New Earth)", "1372": "01___CATEGORICAL___name___Delilah Tyler (New Earth)", "1373": "01___CATEGORICAL___name___Delingis Jarouq (New Earth)", "1374": "01___CATEGORICAL___name___Delirium (New Earth)", "1375": "01___CATEGORICAL___name___Dell Merriwether (New Earth)", "1376": "01___CATEGORICAL___name___Delmore Redhorn (New Earth)", "1377": "01___CATEGORICAL___name___Delores Stebbins (New Earth)", "1378": "01___CATEGORICAL___name___Delores Winters (New Earth)", "1379": "01___CATEGORICAL___name___Delroy Amberson (New Earth)", "1380": "01___CATEGORICAL___name___Dementor (New Earth)", "1381": "01___CATEGORICAL___name___Demeter (New Earth)", "1382": "01___CATEGORICAL___name___Denise Howard (New Earth)", "1383": "01___CATEGORICAL___name___Denise de Sevigne (New Earth)", "1384": "01___CATEGORICAL___name___Dennap (New Earth)", "1385": "01___CATEGORICAL___name___Dennis Baintan (New Earth)", "1386": "01___CATEGORICAL___name___Dennis Blake (New Earth)", "1387": "01___CATEGORICAL___name___Dennis Samuel Ellis (New Earth)", "1388": "01___CATEGORICAL___name___Denton Fixx (New Earth)", "1389": "01___CATEGORICAL___name___Deraegis (New Earth)", "1390": "01___CATEGORICAL___name___Derek Bradbourne (New Earth)", "1391": "01___CATEGORICAL___name___Derek Mitchell (New Earth)", "1392": "01___CATEGORICAL___name___Derek Reston (New Earth)", "1393": "01___CATEGORICAL___name___Derek Tolliver (New Earth)", "1394": "01___CATEGORICAL___name___Derek Trevor (New Earth)", "1395": "01___CATEGORICAL___name___Deron Ved (Earth-One)", "1396": "01___CATEGORICAL___name___Derrick Coe (New Earth)", "1397": "01___CATEGORICAL___name___Dervish (New Earth)", "1398": "01___CATEGORICAL___name___Desdemona (New Earth)", "1399": "01___CATEGORICAL___name___Desmond Farr (New Earth)", "1400": "01___CATEGORICAL___name___Despero (New Earth)", "1401": "01___CATEGORICAL___name___Despotellis (New Earth)", "1402": "01___CATEGORICAL___name___Destiny (New Earth)", "1403": "01___CATEGORICAL___name___Destruction (New Earth)", "1404": "01___CATEGORICAL___name___Deuce (New Earth)", "1405": "01___CATEGORICAL___name___Deuce Canyard (New Earth)", "1406": "01___CATEGORICAL___name___Dev-Em (New Earth)", "1407": "01___CATEGORICAL___name___Devastation (New Earth)", "1408": "01___CATEGORICAL___name___Devem (New Earth)", "1409": "01___CATEGORICAL___name___Devil (Earth-One)", "1410": "01___CATEGORICAL___name___Devil Dog (New Earth)", "1411": "01___CATEGORICAL___name___Devlin (New Earth)", "1412": "01___CATEGORICAL___name___Devlos Ungol (New Earth)", "1413": "01___CATEGORICAL___name___Dex-Starr (New Earth)", "1414": "01___CATEGORICAL___name___Dexter Fairfax (New Earth)", "1415": "01___CATEGORICAL___name___Dexter Myles (New Earth)", "1416": "01___CATEGORICAL___name___Dexter Nichols (New Earth)", "1417": "01___CATEGORICAL___name___Diablo the Horse (New Earth)", "1418": "01___CATEGORICAL___name___Diade (New Earth)", "1419": "01___CATEGORICAL___name___Diamalon (New Earth)", "1420": "01___CATEGORICAL___name___Diamond (New Earth)", "1421": "01___CATEGORICAL___name___Diana (New Earth)", "1422": "01___CATEGORICAL___name___Diana Lincoln (New Earth)", "1423": "01___CATEGORICAL___name___Diana Lyon (New Earth)", "1424": "01___CATEGORICAL___name___Diana Prince (New Earth)", "1425": "01___CATEGORICAL___name___Diana Rockwell (New Earth)", "1426": "01___CATEGORICAL___name___Diana Theotocopoulos (New Earth)", "1427": "01___CATEGORICAL___name___Diana Tyler (New Earth)", "1428": "01___CATEGORICAL___name___Diana, Goddess of the Hunt (New Earth)", "1429": "01___CATEGORICAL___name___Diane Dorst (New Earth)", "1430": "01___CATEGORICAL___name___Diane Meade (New Earth)", "1431": "01___CATEGORICAL___name___Didiu (New Earth)", "1432": "01___CATEGORICAL___name___Diedre Vance (New Earth)", "1433": "01___CATEGORICAL___name___Diego Irigoyen (New Earth)", "1434": "01___CATEGORICAL___name___Diego Zhao (New Earth)", "1435": "01___CATEGORICAL___name___Diesel (New Earth)", "1436": "01___CATEGORICAL___name___Dimita (New Earth)", "1437": "01___CATEGORICAL___name___Dina Bell (New Earth)", "1438": "01___CATEGORICAL___name___Dinah Laurel Lance (New Earth)", "1439": "01___CATEGORICAL___name___Ding-Dong Daddy (New Earth)", "1440": "01___CATEGORICAL___name___Dinky (New Earth)", "1441": "01___CATEGORICAL___name___Dino-Mite I (New Earth)", "1442": "01___CATEGORICAL___name___Dino-Mite II (New Earth)", "1443": "01___CATEGORICAL___name___Dionysus (New Earth)", "1444": "01___CATEGORICAL___name___Director (New Earth)", "1445": "01___CATEGORICAL___name___Dirk Armstrong (New Earth)", "1446": "01___CATEGORICAL___name___Dirk Davis (New Earth)", "1447": "01___CATEGORICAL___name___Diro Yat (New Earth)", "1448": "01___CATEGORICAL___name___Disdain (New Earth)", "1449": "01___CATEGORICAL___name___Dispatcher (New Earth)", "1450": "01___CATEGORICAL___name___Distinguished Gentleman (New Earth)", "1451": "01___CATEGORICAL___name___Distortionex (New Earth)", "1452": "01___CATEGORICAL___name___Djo Dje (New Earth)", "1453": "01___CATEGORICAL___name___Djo Mek (New Earth)", "1454": "01___CATEGORICAL___name___Djo Sut (New Earth)", "1455": "01___CATEGORICAL___name___Djo Zha (New Earth)", "1456": "01___CATEGORICAL___name___Djuba (New Earth)", "1457": "01___CATEGORICAL___name___Dkrtzy Rrr (New Earth)", "1458": "01___CATEGORICAL___name___Dmane (Earth-Two)", "1459": "01___CATEGORICAL___name___Dmitri Mishkin (New Earth)", "1460": "01___CATEGORICAL___name___Dmitri Pushkin (New Earth)", "1461": "01___CATEGORICAL___name___Dob Zagil (New Earth)", "1462": "01___CATEGORICAL___name___Doc (New Earth)", "1463": "01___CATEGORICAL___name___Doc Dread (New Earth)", "1464": "01___CATEGORICAL___name___Doc Scary (New Earth)", "1465": "01___CATEGORICAL___name___Doctor Aesop (New Earth)", "1466": "01___CATEGORICAL___name___Doctor Aikens (New Earth)", "1467": "01___CATEGORICAL___name___Doctor Caligan (New Earth)", "1468": "01___CATEGORICAL___name___Doctor Canus (New Earth)", "1469": "01___CATEGORICAL___name___Doctor Chaos (New Earth)", "1470": "01___CATEGORICAL___name___Doctor Cummings (New Earth)", "1471": "01___CATEGORICAL___name___Doctor Cyclops (New Earth)", "1472": "01___CATEGORICAL___name___Doctor Deering (New Earth)", "1473": "01___CATEGORICAL___name___Doctor Demon (New Earth)", "1474": "01___CATEGORICAL___name___Doctor Drew (New Earth)", "1475": "01___CATEGORICAL___name___Doctor Excess (New Earth)", "1476": "01___CATEGORICAL___name___Doctor Gotham (New Earth)", "1477": "01___CATEGORICAL___name___Doctor Hutcheson (New Earth)", "1478": "01___CATEGORICAL___name___Doctor Iker (New Earth)", "1479": "01___CATEGORICAL___name___Doctor Impossible (New Earth)", "1480": "01___CATEGORICAL___name___Doctor Mephistopheles (New Earth)", "1481": "01___CATEGORICAL___name___Doctor Morpheus (New Earth)", "1482": "01___CATEGORICAL___name___Doctor Omega (New Earth)", "1483": "01___CATEGORICAL___name___Doctor Poison II (New Earth)", "1484": "01___CATEGORICAL___name___Doctor Retina (New Earth)", "1485": "01___CATEGORICAL___name___Doctor Rovin (New Earth)", "1486": "01___CATEGORICAL___name___Doctor Saucer (New Earth)", "1487": "01___CATEGORICAL___name___Doctor Silence (New Earth)", "1488": "01___CATEGORICAL___name___Doctor Spectron (New Earth)", "1489": "01___CATEGORICAL___name___Doctor Vortex (New Earth)", "1490": "01___CATEGORICAL___name___Doctor Zen (New Earth)", "1491": "01___CATEGORICAL___name___Dodger (New Earth)", "1492": "01___CATEGORICAL___name___Dogtag (New Earth)", "1493": "01___CATEGORICAL___name___Dogwelder (New Earth)", "1494": "01___CATEGORICAL___name___Doll Face (New Earth)", "1495": "01___CATEGORICAL___name___Doll Girl II (New Earth)", "1496": "01___CATEGORICAL___name___Doll Man II (New Earth)", "1497": "01___CATEGORICAL___name___Dolores Winters II (New Earth)", "1498": "01___CATEGORICAL___name___Dolphin (New Earth)", "1499": "01___CATEGORICAL___name___Domina Paris (New Earth)", "1500": "01___CATEGORICAL___name___Dominique St. Claire (New Earth)", "1501": "01___CATEGORICAL___name___Don Caballero (New Earth)", "1502": "01___CATEGORICAL___name___Donal (New Earth)", "1503": "01___CATEGORICAL___name___Donald Campbell (New Earth)", "1504": "01___CATEGORICAL___name___Donald Hall (New Earth)", "1505": "01___CATEGORICAL___name___Donald Richards (New Earth)", "1506": "01___CATEGORICAL___name___Donald Trollbridge (New Earth)", "1507": "01___CATEGORICAL___name___Donna Anderson (New Earth)", "1508": "01___CATEGORICAL___name___Donna Cabot (New Earth)", "1509": "01___CATEGORICAL___name___Donna Carol Force (New Earth)", "1510": "01___CATEGORICAL___name___Donna Omicidio (New Earth)", "1511": "01___CATEGORICAL___name___Donna Parker (New Earth)", "1512": "01___CATEGORICAL___name___Donna Troy (New Earth)", "1513": "01___CATEGORICAL___name___Donovan Caine (New Earth)", "1514": "01___CATEGORICAL___name___Donovan Wallace (New Earth)", "1515": "01___CATEGORICAL___name___Doomslayer (New Earth)", "1516": "01___CATEGORICAL___name___Doranchatok (New Earth)", "1517": "01___CATEGORICAL___name___Dorcas Leigh (New Earth)", "1518": "01___CATEGORICAL___name___Dore Allen (New Earth)", "1519": "01___CATEGORICAL___name___Doreen Day (New Earth)", "1520": "01___CATEGORICAL___name___Doris Lee (New Earth)", "1521": "01___CATEGORICAL___name___Doris Zuel (New Earth)", "1522": "01___CATEGORICAL___name___Dorothea Tane (New Earth)", "1523": "01___CATEGORICAL___name___Dorothea Wayne (New Earth)", "1524": "01___CATEGORICAL___name___Dorothy Hinckley (New Earth)", "1525": "01___CATEGORICAL___name___Dorothy Spinner (New Earth)", "1526": "01___CATEGORICAL___name___Douglas Hutton (New Earth)", "1527": "01___CATEGORICAL___name___Douglas Parker (New Earth)", "1528": "01___CATEGORICAL___name___Douglas Strange (New Earth)", "1529": "01___CATEGORICAL___name___Download (New Earth)", "1530": "01___CATEGORICAL___name___Download II (New Earth)", "1531": "01___CATEGORICAL___name___Draaga (New Earth)", "1532": "01___CATEGORICAL___name___Dragon King (New Earth)", "1533": "01___CATEGORICAL___name___Dragoneer (New Earth)", "1534": "01___CATEGORICAL___name___Dragonfly (New Earth)", "1535": "01___CATEGORICAL___name___Dragonfly II (New Earth)", "1536": "01___CATEGORICAL___name___Dragorin (New Earth)", "1537": "01___CATEGORICAL___name___Drakken (New Earth)", "1538": "01___CATEGORICAL___name___Drama King (New Earth)", "1539": "01___CATEGORICAL___name___Drax (New Earth)", "1540": "01___CATEGORICAL___name___Dream (New Earth)", "1541": "01___CATEGORICAL___name___Dreamcatcher (New Earth)", "1542": "01___CATEGORICAL___name___Dregz (New Earth)", "1543": "01___CATEGORICAL___name___Dren Keeg (New Earth)", "1544": "01___CATEGORICAL___name___Drin (New Earth)", "1545": "01___CATEGORICAL___name___Driq (New Earth)", "1546": "01___CATEGORICAL___name___Dro Dorno (New Earth)", "1547": "01___CATEGORICAL___name___Dropded (New Earth)", "1548": "01___CATEGORICAL___name___Drrt (New Earth)", "1549": "01___CATEGORICAL___name___Dru-Zod I (New Earth)", "1550": "01___CATEGORICAL___name___Dru-Zod II (New Earth)", "1551": "01___CATEGORICAL___name___Drury Walker (New Earth)", "1552": "01___CATEGORICAL___name___Druu (New Earth)", "1553": "01___CATEGORICAL___name___Duality (New Earth)", "1554": "01___CATEGORICAL___name___Duarmzshee-Paan (New Earth)", "1555": "01___CATEGORICAL___name___Dudley H. Dudley (New Earth)", "1556": "01___CATEGORICAL___name___Dudley Soames (New Earth)", "1557": "01___CATEGORICAL___name___Duel Eknham (New Earth)", "1558": "01___CATEGORICAL___name___Dufus P. Ratchet (New Earth)", "1559": "01___CATEGORICAL___name___Duma (New Earth)", "1560": "01___CATEGORICAL___name___Duncan Pramble (New Earth)", "1561": "01___CATEGORICAL___name___Dungeon (New Earth)", "1562": "01___CATEGORICAL___name___Dunya Mishkin (New Earth)", "1563": "01___CATEGORICAL___name___Duran (New Earth)", "1564": "01___CATEGORICAL___name___Durvella Cwion (New Earth)", "1565": "01___CATEGORICAL___name___Dusan al Ghul (New Earth)", "1566": "01___CATEGORICAL___name___Dust Devil (New Earth)", "1567": "01___CATEGORICAL___name___Dvorcek (New Earth)", "1568": "01___CATEGORICAL___name___Dwayne Geyer (New Earth)", "1569": "01___CATEGORICAL___name___Dwayne Wainwright (New Earth)", "1570": "01___CATEGORICAL___name___Dwight Eisenhower (New Earth)", "1571": "01___CATEGORICAL___name___Dybbuk (New Earth)", "1572": "01___CATEGORICAL___name___Dyctinna (New Earth)", "1573": "01___CATEGORICAL___name___Dyn-Xe (New Earth)", "1574": "01___CATEGORICAL___name___Dynamole (New Earth)", "1575": "01___CATEGORICAL___name___E.S. Pete (New Earth)", "1576": "01___CATEGORICAL___name___Eamon Garcia (New Earth)", "1577": "01___CATEGORICAL___name___Earl Clifford (New Earth)", "1578": "01___CATEGORICAL___name___Earl Dukeston (New Earth)", "1579": "01___CATEGORICAL___name___Earl James (New Earth)", "1580": "01___CATEGORICAL___name___Earl Povich (New Earth)", "1581": "01___CATEGORICAL___name___Ebeneezer Badde (New Earth)", "1582": "01___CATEGORICAL___name___Ebeneezer Darrk (New Earth)", "1583": "01___CATEGORICAL___name___Ebenezer Biggs (New Earth)", "1584": "01___CATEGORICAL___name___Ebrax (New Earth)", "1585": "01___CATEGORICAL___name___Echidna (New Earth)", "1586": "01___CATEGORICAL___name___Echielias (New Earth)", "1587": "01___CATEGORICAL___name___Echson Krystal (New Earth)", "1588": "01___CATEGORICAL___name___Eckstein (New Earth)", "1589": "01___CATEGORICAL___name___Eclipso (New Earth)", "1590": "01___CATEGORICAL___name___Eddore (New Earth)", "1591": "01___CATEGORICAL___name___Edgar Cizko (New Earth)", "1592": "01___CATEGORICAL___name___Edgar Rhodes (New Earth)", "1593": "01___CATEGORICAL___name___Edgar Warnock (New Earth)", "1594": "01___CATEGORICAL___name___Edison (New Earth)", "1595": "01___CATEGORICAL___name___Edmund Dorrance (New Earth)", "1596": "01___CATEGORICAL___name___Edogawa Sangaku (New Earth)", "1597": "01___CATEGORICAL___name___Edouard Laslo (New Earth)", "1598": "01___CATEGORICAL___name___Eduardo Reyes (New Earth)", "1599": "01___CATEGORICAL___name___Edwar Martinez (New Earth)", "1600": "01___CATEGORICAL___name___Edward Arling (New Earth)", "1601": "01___CATEGORICAL___name___Edward Bentama (New Earth)", "1602": "01___CATEGORICAL___name___Edward Bloomberg (New Earth)", "1603": "01___CATEGORICAL___name___Edward Burke (New Earth)", "1604": "01___CATEGORICAL___name___Edward Cantwell (New Earth)", "1605": "01___CATEGORICAL___name___Edward Clariss (New Earth)", "1606": "01___CATEGORICAL___name___Edward Dawson (New Earth)", "1607": "01___CATEGORICAL___name___Edward Deacon (New Earth)", "1608": "01___CATEGORICAL___name___Edward Earhart (New Earth)", "1609": "01___CATEGORICAL___name___Edward English (New Earth)", "1610": "01___CATEGORICAL___name___Edward Ferbel (New Earth)", "1611": "01___CATEGORICAL___name___Edward Fyers (New Earth)", "1612": "01___CATEGORICAL___name___Edward Hwang (New Earth)", "1613": "01___CATEGORICAL___name___Edward I (New Earth)", "1614": "01___CATEGORICAL___name___Edward Nashton (New Earth)", "1615": "01___CATEGORICAL___name___Edward Raymond (New Earth)", "1616": "01___CATEGORICAL___name___Edward Skeevers (New Earth)", "1617": "01___CATEGORICAL___name___Edward Slick (New Earth)", "1618": "01___CATEGORICAL___name___Edward Stargard (New Earth)", "1619": "01___CATEGORICAL___name___Edward Trane (New Earth)", "1620": "01___CATEGORICAL___name___Edward Walker (New Earth)", "1621": "01___CATEGORICAL___name___Edward Whit (New Earth)", "1622": "01___CATEGORICAL___name___Edward Wolfson (New Earth)", "1623": "01___CATEGORICAL___name___Edwardo Guzman (New Earth)", "1624": "01___CATEGORICAL___name___Edwin Gauss (New Earth)", "1625": "01___CATEGORICAL___name___Eight of Diamonds I (New Earth)", "1626": "01___CATEGORICAL___name___Eiji Hasegawa (New Earth)", "1627": "01___CATEGORICAL___name___Eileen Flowers (New Earth)", "1628": "01___CATEGORICAL___name___Ekin Tzu (New Earth)", "1629": "01___CATEGORICAL___name___Ekron (New Earth)", "1630": "01___CATEGORICAL___name___El Dorado (New Earth)", "1631": "01___CATEGORICAL___name___El Lobizon (New Earth)", "1632": "01___CATEGORICAL___name___El Papagayo II (New Earth)", "1633": "01___CATEGORICAL___name___El Sombrero (New Earth)", "1634": "01___CATEGORICAL___name___El Yaguarette (New Earth)", "1635": "01___CATEGORICAL___name___Elaine Belloc (New Earth)", "1636": "01___CATEGORICAL___name___Elaine Curry (New Earth)", "1637": "01___CATEGORICAL___name___Elaine Marsh-Morton (New Earth)", "1638": "01___CATEGORICAL___name___Elbiam (New Earth)", "1639": "01___CATEGORICAL___name___Eldon Adams (New Earth)", "1640": "01___CATEGORICAL___name___Eldon Peck (New Earth)", "1641": "01___CATEGORICAL___name___Eleanor Poole (New Earth)", "1642": "01___CATEGORICAL___name___Eleanor Shaw (New Earth)", "1643": "01___CATEGORICAL___name___Elemental Woman (New Earth)", "1644": "01___CATEGORICAL___name___Elena Leal (New Earth)", "1645": "01___CATEGORICAL___name___Elephant Man (New Earth)", "1646": "01___CATEGORICAL___name___Elias Orr (New Earth)", "1647": "01___CATEGORICAL___name___Elias Stone (New Earth)", "1648": "01___CATEGORICAL___name___Elihu Washburn (New Earth)", "1649": "01___CATEGORICAL___name___Elinore Lane (New Earth)", "1650": "01___CATEGORICAL___name___Elisabeth Saint-Marie (New Earth)", "1651": "01___CATEGORICAL___name___Elise Kimble (New Earth)", "1652": "01___CATEGORICAL___name___Eliza Harmon (New Earth)", "1653": "01___CATEGORICAL___name___Elizabeth Alderman (New Earth)", "1654": "01___CATEGORICAL___name___Elizabeth Chapel (New Earth)", "1655": "01___CATEGORICAL___name___Elizabeth Clawman (New Earth)", "1656": "01___CATEGORICAL___name___Elizabeth Fleischmann (New Earth)", "1657": "01___CATEGORICAL___name___Elizabeth Granger (New Earth)", "1658": "01___CATEGORICAL___name___Elizabeth Joyce (New Earth)", "1659": "01___CATEGORICAL___name___Elizabeth Kane (New Earth)", "1660": "01___CATEGORICAL___name___Elizabeth Thorne (New Earth)", "1661": "01___CATEGORICAL___name___Elizabeth Tremayne (New Earth)", "1662": "01___CATEGORICAL___name___Ellen Frazier (New Earth)", "1663": "01___CATEGORICAL___name___Ellie (New Earth)", "1664": "01___CATEGORICAL___name___Ellie Mae Skaggs (New Earth)", "1665": "01___CATEGORICAL___name___Elliot Caldwell (New Earth)", "1666": "01___CATEGORICAL___name___Elliot Taylor (New Earth)", "1667": "01___CATEGORICAL___name___Ellison (New Earth)", "1668": "01___CATEGORICAL___name___Elmer Pane (New Earth)", "1669": "01___CATEGORICAL___name___Elmira Cassiday (New Earth)", "1670": "01___CATEGORICAL___name___Eloise Longacre (New Earth)", "1671": "01___CATEGORICAL___name___Elpis (New Earth)", "1672": "01___CATEGORICAL___name___Elsa Magnusson (New Earth)", "1673": "01___CATEGORICAL___name___Elvira (New Earth)", "1674": "01___CATEGORICAL___name___Emba (New Earth)", "1675": "01___CATEGORICAL___name___Embargo (New Earth)", "1676": "01___CATEGORICAL___name___Embra (New Earth)", "1677": "01___CATEGORICAL___name___Emery Zackro (New Earth)", "1678": "01___CATEGORICAL___name___Emil Hamilton (New Earth)", "1679": "01___CATEGORICAL___name___Emil Veldt (New Earth)", "1680": "01___CATEGORICAL___name___Emily Briggs (New Earth)", "1681": "01___CATEGORICAL___name___Emily Rice (New Earth)", "1682": "01___CATEGORICAL___name___Emily Sung (New Earth)", "1683": "01___CATEGORICAL___name___Emily Washburn (New Earth)", "1684": "01___CATEGORICAL___name___Emma (New Earth)", "1685": "01___CATEGORICAL___name___Emma Glenn (New Earth)", "1686": "01___CATEGORICAL___name___Emmaline Brady (New Earth)", "1687": "01___CATEGORICAL___name___Emmett Vale (New Earth)", "1688": "01___CATEGORICAL___name___Emmylou Hartley (Earth-One)", "1689": "01___CATEGORICAL___name___Empathy (New Earth)", "1690": "01___CATEGORICAL___name___Enchantress (Prime Earth)", "1691": "01___CATEGORICAL___name___Enigma (New Earth)", "1692": "01___CATEGORICAL___name___Enkafos (New Earth)", "1693": "01___CATEGORICAL___name___Enrico Inzerillo (New Earth)", "1694": "01___CATEGORICAL___name___Entity (New Earth)", "1695": "01___CATEGORICAL___name___Enya Wazzo (New Earth)", "1696": "01___CATEGORICAL___name___Enyo (New Earth)", "1697": "01___CATEGORICAL___name___Eobard Thawne (New Earth)", "1698": "01___CATEGORICAL___name___Eochaid Bres (New Earth)", "1699": "01___CATEGORICAL___name___Epernix (New Earth)", "1700": "01___CATEGORICAL___name___Ephemera (New Earth)", "1701": "01___CATEGORICAL___name___Epione (New Earth)", "1702": "01___CATEGORICAL___name___Epiphany (New Earth)", "1703": "01___CATEGORICAL___name___Epoch (New Earth)", "1704": "01___CATEGORICAL___name___Epsilon (New Earth)", "1705": "01___CATEGORICAL___name___Equinox (New Earth)", "1706": "01___CATEGORICAL___name___Equus (New Earth)", "1707": "01___CATEGORICAL___name___Eraser (New Earth)", "1708": "01___CATEGORICAL___name___Erasmus Rayne (New Earth)", "1709": "01___CATEGORICAL___name___Erewhon (New Earth)", "1710": "01___CATEGORICAL___name___Eric Bolton (Earth-One)", "1711": "01___CATEGORICAL___name___Eric Cohen (New Earth)", "1712": "01___CATEGORICAL___name___Eric Fine (New Earth)", "1713": "01___CATEGORICAL___name___Eric Forrester (New Earth)", "1714": "01___CATEGORICAL___name___Eric Gunderson (New Earth)", "1715": "01___CATEGORICAL___name___Eric Moran (Prime Earth)", "1716": "01___CATEGORICAL___name___Eric Morden (New Earth)", "1717": "01___CATEGORICAL___name___Eric Needham (New Earth)", "1718": "01___CATEGORICAL___name___Eric Russell (New Earth)", "1719": "01___CATEGORICAL___name___Eric Strauss (New Earth)", "1720": "01___CATEGORICAL___name___Eric Trautmann (New Earth)", "1721": 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"01___CATEGORICAL___name___Eyra-L (New Earth)", "1771": "01___CATEGORICAL___name___F'ancha (New Earth)", "1772": "01___CATEGORICAL___name___F. 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of Diamonds II (New Earth)", "1842": "01___CATEGORICAL___name___Fixit (New Earth)", "1843": "01___CATEGORICAL___name___Flame (New Earth)", "1844": "01___CATEGORICAL___name___Flamebird (New Earth)", "1845": "01___CATEGORICAL___name___Flamesplasher (New Earth)", "1846": "01___CATEGORICAL___name___Flash (Wally West)", "1847": "01___CATEGORICAL___name___Flayt (New Earth)", "1848": "01___CATEGORICAL___name___Fledermaus (New Earth)", "1849": "01___CATEGORICAL___name___Flemgem (New Earth)", "1850": "01___CATEGORICAL___name___Fleshburn (New Earth)", "1851": "01___CATEGORICAL___name___Flex II (New Earth)", "1852": "01___CATEGORICAL___name___Flex III (New Earth)", "1853": "01___CATEGORICAL___name___Flex Mentallo (New Earth)", "1854": "01___CATEGORICAL___name___Flicker (New Earth)", "1855": "01___CATEGORICAL___name___Flodo Span (New Earth)", "1856": "01___CATEGORICAL___name___Flora Black (New Earth)", "1857": "01___CATEGORICAL___name___Florence Crawley (New Earth)", "1858": "01___CATEGORICAL___name___Floyd Barstow (New Earth)", "1859": "01___CATEGORICAL___name___Floyd Lawton (New Earth)", "1860": "01___CATEGORICAL___name___Fluxus (New Earth)", "1861": "01___CATEGORICAL___name___Fly Lord (New Earth)", "1862": "01___CATEGORICAL___name___Flying Buttress (New Earth)", "1863": "01___CATEGORICAL___name___Flying Cloud (New Earth)", "1864": "01___CATEGORICAL___name___Flying Fox (New Earth)", "1865": "01___CATEGORICAL___name___Flying Stag (New Earth)", "1866": "01___CATEGORICAL___name___Fong (New Earth)", "1867": "01___CATEGORICAL___name___Fool (Earth-One)", "1868": "01___CATEGORICAL___name___Forager I (New Earth)", "1869": "01___CATEGORICAL___name___Forager II (New Earth)", "1870": "01___CATEGORICAL___name___Force (New Earth)", "1871": "01___CATEGORICAL___name___Foreman (New Earth)", "1872": "01___CATEGORICAL___name___Fork (New Earth)", "1873": "01___CATEGORICAL___name___Four of Diamonds I (New Earth)", "1874": "01___CATEGORICAL___name___Four of Spades I (New Earth)", "1875": "01___CATEGORICAL___name___Four of Spades II (New Earth)", "1876": "01___CATEGORICAL___name___Four of Spades III (New Earth)", "1877": "01___CATEGORICAL___name___Four-Eyes (New Earth)", "1878": "01___CATEGORICAL___name___Fracture (New Earth)", "1879": "01___CATEGORICAL___name___Fran Russell (New Earth)", "1880": "01___CATEGORICAL___name___Frances Kane (New Earth)", "1881": "01___CATEGORICAL___name___Frances Monaghan (New Earth)", "1882": "01___CATEGORICAL___name___Francine Lee (New Earth)", "1883": "01___CATEGORICAL___name___Francis Beauvedere (New Earth)", "1884": "01___CATEGORICAL___name___Francis Dutton (New Earth)", "1885": "01___CATEGORICAL___name___Francisco Gracia (New Earth)", "1886": "01___CATEGORICAL___name___Frank Baker, Jr. (New Earth)", "1887": "01___CATEGORICAL___name___Frank Donovan (New Earth)", "1888": "01___CATEGORICAL___name___Frank Fitzsimmons (New Earth)", "1889": "01___CATEGORICAL___name___Frank Halloran (New Earth)", "1890": "01___CATEGORICAL___name___Frank Keller (New Earth)", "1891": "01___CATEGORICAL___name___Frank Verrano (New Earth)", "1892": "01___CATEGORICAL___name___Frankie Carbone (New Earth)", "1893": "01___CATEGORICAL___name___Frankie the Monkey (New Earth)", "1894": "01___CATEGORICAL___name___Franklin Berkowitz (New Earth)", "1895": "01___CATEGORICAL___name___Franklin Delano Roosevelt (New Earth)", "1896": "01___CATEGORICAL___name___Franklin North (New Earth)", "1897": "01___CATEGORICAL___name___Franklin Pierce (New Earth)", "1898": "01___CATEGORICAL___name___Franklin Rock (New Earth)", "1899": "01___CATEGORICAL___name___Franklin Stern (New Earth)", "1900": "01___CATEGORICAL___name___Freak (New Earth)", "1901": "01___CATEGORICAL___name___Fred (New Earth)", "1902": "01___CATEGORICAL___name___Fred Bentson (New Earth)", "1903": "01___CATEGORICAL___name___Fred Farrell, Jr. (New Earth)", "1904": "01___CATEGORICAL___name___Fred Kincaid (New Earth)", "1905": "01___CATEGORICAL___name___Fred, Ghost 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"1921": "01___CATEGORICAL___name___Fright Knight (New Earth)", "1922": "01___CATEGORICAL___name___Fringe (New Earth)", "1923": "01___CATEGORICAL___name___Fro (New Earth)", "1924": "01___CATEGORICAL___name___Front Page (New Earth)", "1925": "01___CATEGORICAL___name___Frostbite (New Earth)", "1926": "01___CATEGORICAL___name___Funerella (New Earth)", "1927": "01___CATEGORICAL___name___Funky Flashman (New Earth)", "1928": "01___CATEGORICAL___name___Funnyface (Earth-Two)", "1929": "01___CATEGORICAL___name___Fura (New Earth)", "1930": "01___CATEGORICAL___name___Fury-6 (New Earth)", "1931": "01___CATEGORICAL___name___Fuseli (New Earth)", "1932": "01___CATEGORICAL___name___Fusion (New Earth)", "1933": "01___CATEGORICAL___name___G'Nort (New Earth)", "1934": "01___CATEGORICAL___name___G'hu (New Earth)", "1935": "01___CATEGORICAL___name___Gabby the Monkey (New Earth)", "1936": "01___CATEGORICAL___name___Gabriel Santo (New Earth)", "1937": "01___CATEGORICAL___name___Gabrielle Doe (New Earth)", "1938": "01___CATEGORICAL___name___Gabrielle Kane (New Earth)", "1939": "01___CATEGORICAL___name___Gaea (New Earth)", "1940": "01___CATEGORICAL___name___Gagsworth A. Gagsworthy (New Earth)", "1941": "01___CATEGORICAL___name___Gaia (New Earth)", "1942": "01___CATEGORICAL___name___Gaius Marcus (New Earth)", "1943": "01___CATEGORICAL___name___Gala De (New Earth)", "1944": "01___CATEGORICAL___name___Galactic Golem (New Earth)", "1945": "01___CATEGORICAL___name___Galahad II (New Earth)", "1946": "01___CATEGORICAL___name___Galaxa (New Earth)", "1947": "01___CATEGORICAL___name___Galenthias (New Earth)", "1948": "01___CATEGORICAL___name___Galius Zed (New Earth)", "1949": "01___CATEGORICAL___name___Gallium (New Earth)", "1950": "01___CATEGORICAL___name___Galte-Re (New Earth)", "1951": "01___CATEGORICAL___name___Gamemnae (New Earth)", "1952": "01___CATEGORICAL___name___Gamesman (New Earth)", "1953": "01___CATEGORICAL___name___Gan Williams (New Earth)", "1954": "01___CATEGORICAL___name___Gan-M (New Earth)", "1955": "01___CATEGORICAL___name___Gangly Man (New Earth)", "1956": "01___CATEGORICAL___name___Ganthet (New Earth)", "1957": "01___CATEGORICAL___name___Gareth (New Earth)", "1958": "01___CATEGORICAL___name___Garfield Logan (New Earth)", "1959": "01___CATEGORICAL___name___Garfield Lynns (New Earth)", "1960": "01___CATEGORICAL___name___Gargon (New Earth)", "1961": "01___CATEGORICAL___name___Garl Rathbone (New Earth)", "1962": "01___CATEGORICAL___name___Garmin Vid (New Earth)", "1963": "01___CATEGORICAL___name___Garret Day (New Earth)", "1964": "01___CATEGORICAL___name___Garrett Sanford (New Earth)", "1965": "01___CATEGORICAL___name___Garrison Slate (New Earth)", "1966": "01___CATEGORICAL___name___Garryn Bek (New Earth)", "1967": "01___CATEGORICAL___name___Garth (New Earth)", "1968": "01___CATEGORICAL___name___Garth McGarth (New Earth)", "1969": "01___CATEGORICAL___name___Gary Concord, Jr. (New Earth)", "1970": "01___CATEGORICAL___name___Gary Washington (New Earth)", "1971": "01___CATEGORICAL___name___Gat Benson (New Earth)", "1972": "01___CATEGORICAL___name___Gavin King (New Earth)", "1973": "01___CATEGORICAL___name___Gavril Ivanovich (New Earth)", "1974": "01___CATEGORICAL___name___Gavyn (New Earth)", "1975": "01___CATEGORICAL___name___Gawain (New Earth)", "1976": "01___CATEGORICAL___name___Gayle Marsh (New Earth)", "1977": "01___CATEGORICAL___name___Gecko (New Earth)", "1978": "01___CATEGORICAL___name___Geiger (New Earth)", "1979": "01___CATEGORICAL___name___Gemini De Mille (New Earth)", "1980": "01___CATEGORICAL___name___Gemir (New Earth)", "1981": "01___CATEGORICAL___name___GenderTest", "1982": "01___CATEGORICAL___name___Gene LaBostrie (New Earth)", "1983": "01___CATEGORICAL___name___General (New Earth)", "1984": "01___CATEGORICAL___name___General Zahl (New Earth)", "1985": "01___CATEGORICAL___name___Genevieve Campbell (New Earth)", "1986": "01___CATEGORICAL___name___Genevieve Pitt (New Earth)", "1987": "01___CATEGORICAL___name___Gennes (New Earth)", "1988": "01___CATEGORICAL___name___Genocide (New Earth)", "1989": "01___CATEGORICAL___name___Geoffrey Barron (New Earth)", "1990": "01___CATEGORICAL___name___Geoffrey Thibodeux (New Earth)", "1991": "01___CATEGORICAL___name___Geoffrey de Cantonna (New Earth)", "1992": "01___CATEGORICAL___name___George Barrow (New Earth)", "1993": "01___CATEGORICAL___name___George Calderon (New Earth)", "1994": "01___CATEGORICAL___name___George Cross (New Earth)", "1995": "01___CATEGORICAL___name___George Flannery (New Earth)", "1996": "01___CATEGORICAL___name___George Harkness (New Earth)", "1997": "01___CATEGORICAL___name___George Tweedle (New Earth)", "1998": "01___CATEGORICAL___name___George Washington (New Earth)", "1999": "01___CATEGORICAL___name___George Yedziniak (New Earth)", "2000": "01___CATEGORICAL___name___Georgia Redmond (New Earth)", "2001": "01___CATEGORICAL___name___Gerald Ford (New Earth)", "2002": "01___CATEGORICAL___name___Gerald McWilliams (New Earth)", "2003": "01___CATEGORICAL___name___Gerald Shilling (New Earth)", "2004": "01___CATEGORICAL___name___Gerald Zimmerman (New Earth)", "2005": "01___CATEGORICAL___name___Gerri Brauer (Dakotaverse)", "2006": "01___CATEGORICAL___name___Getaway Jones (New Earth)", "2007": "01___CATEGORICAL___name___Ghast (New Earth)", "2008": "01___CATEGORICAL___name___Ghost Fox Killer (New Earth)", "2009": "01___CATEGORICAL___name___Ghost Hiding in the Rushes (New Earth)", "2010": "01___CATEGORICAL___name___Ghr'll (New Earth)", "2011": "01___CATEGORICAL___name___Ghrelk (New Earth)", "2012": "01___CATEGORICAL___name___Gideon (New Earth)", "2013": "01___CATEGORICAL___name___Gideon Rivers (New Earth)", "2014": "01___CATEGORICAL___name___Gigantus (New Earth)", "2015": "01___CATEGORICAL___name___Giggs (New Earth)", "2016": "01___CATEGORICAL___name___Gilda Gold (New Earth)", "2017": "01___CATEGORICAL___name___Gillespie (New Earth)", "2018": "01___CATEGORICAL___name___Gillian B. 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Earth)", "2052": "01___CATEGORICAL___name___Gonzalo Vasquez (New Earth)", "2053": "01___CATEGORICAL___name___Gonzo the Mechanical Bastard (New Earth)", "2054": "01___CATEGORICAL___name___Good Looks (New Earth)", "2055": "01___CATEGORICAL___name___Goode Ole Bernie (New Earth)", "2056": "01___CATEGORICAL___name___Gor (New Earth)", "2057": "01___CATEGORICAL___name___Goraiko (New Earth)", "2058": "01___CATEGORICAL___name___Gorflack (New Earth)", "2059": "01___CATEGORICAL___name___Gorgon (New Earth)", "2060": "01___CATEGORICAL___name___Gorilla Grodd (New Earth)", "2061": "01___CATEGORICAL___name___Gorr (New Earth)", "2062": "01___CATEGORICAL___name___Gpaak (New Earth)", "2063": "01___CATEGORICAL___name___Graak (New Earth)", "2064": "01___CATEGORICAL___name___Grace Balin (New Earth)", "2065": "01___CATEGORICAL___name___Grace Choi (New Earth)", "2066": "01___CATEGORICAL___name___Grace Guiness (New Earth)", "2067": "01___CATEGORICAL___name___Grace Kasaba (New Earth)", "2068": 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"01___CATEGORICAL___name___Green Gargoyle (New Earth)", "2085": "01___CATEGORICAL___name___Green Lantern (Hal Jordan)", "2086": "01___CATEGORICAL___name___Green Man (New Earth)", "2087": "01___CATEGORICAL___name___Green of the Rainbow Raiders (New Earth)", "2088": "01___CATEGORICAL___name___Greet (New Earth)", "2089": "01___CATEGORICAL___name___Gregor Dosynski (New Earth)", "2090": "01___CATEGORICAL___name___Gregori Eilovitch Rasputin (New Earth)", "2091": "01___CATEGORICAL___name___Gregorio de la Vega (New Earth)", "2092": "01___CATEGORICAL___name___Gregory Jupiter (New Earth)", "2093": "01___CATEGORICAL___name___Gregory Osborne (New Earth)", "2094": "01___CATEGORICAL___name___Gregory Sanders (New Earth)", "2095": "01___CATEGORICAL___name___Gregory Wolfe (New Earth)", "2096": "01___CATEGORICAL___name___Gregory the Gargoyle (New Earth)", "2097": "01___CATEGORICAL___name___Grendel (New Earth)", "2098": "01___CATEGORICAL___name___Greta Hayes (New Earth)", "2099": "01___CATEGORICAL___name___Gretchen Kelley (New Earth)", "2100": "01___CATEGORICAL___name___Gretti (New Earth)", "2101": "01___CATEGORICAL___name___Grey Elk (New Earth)", "2102": "01___CATEGORICAL___name___Grey Wolf (New Earth)", "2103": "01___CATEGORICAL___name___Griffin Grey (New Earth)", "2104": "01___CATEGORICAL___name___Grimm (New Earth)", "2105": "01___CATEGORICAL___name___Grockk (New Earth)", "2106": "01___CATEGORICAL___name___Grokk (New Earth)", "2107": "01___CATEGORICAL___name___Groundswell (New Earth)", "2108": "01___CATEGORICAL___name___Grover Baines (New Earth)", "2109": "01___CATEGORICAL___name___Growler (New Earth)", "2110": "01___CATEGORICAL___name___Grumb (New Earth)", "2111": "01___CATEGORICAL___name___Gu Lao (New Earth)", "2112": "01___CATEGORICAL___name___Gualicho (New Earth)", "2113": "01___CATEGORICAL___name___Guardian of Hy-Brasil (New Earth)", "2114": "01___CATEGORICAL___name___Gudra (New Earth)", "2115": "01___CATEGORICAL___name___Guillermo Barrera (New Earth)", 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(New Earth)", "2133": "01___CATEGORICAL___name___Haasp (New Earth)", "2134": "01___CATEGORICAL___name___Hackett (New Earth)", "2135": "01___CATEGORICAL___name___Hacohen (New Earth)", "2136": "01___CATEGORICAL___name___Hadley Jaggar (New Earth)", "2137": "01___CATEGORICAL___name___Hagen (New Earth)", "2138": "01___CATEGORICAL___name___Hallucinatra (New Earth)", "2139": "01___CATEGORICAL___name___Hamilton Drew (New Earth)", "2140": "01___CATEGORICAL___name___Hammer II (New Earth)", "2141": "01___CATEGORICAL___name___Hammeroon (New Earth)", "2142": "01___CATEGORICAL___name___Han-T (New Earth)", "2143": "01___CATEGORICAL___name___Hannibal Bates (New Earth)", "2144": "01___CATEGORICAL___name___Hannibal Hawk (New Earth)", "2145": "01___CATEGORICAL___name___Hannibal Hawkes (New Earth)", "2146": "01___CATEGORICAL___name___Hannibal Martin (New Earth)", "2147": "01___CATEGORICAL___name___Hannu (New Earth)", "2148": "01___CATEGORICAL___name___Hans Gerlicht (New Earth)", "2149": "01___CATEGORICAL___name___Hans Metis (New Earth)", "2150": "01___CATEGORICAL___name___Hans von Hammer (New Earth)", "2151": "01___CATEGORICAL___name___Hanuman (New Earth)", "2152": "01___CATEGORICAL___name___Hard Head (New Earth)", "2153": "01___CATEGORICAL___name___Hardhat (New Earth)", "2154": "01___CATEGORICAL___name___Hardwire (New Earth)", "2155": "01___CATEGORICAL___name___Harlan Brooks (New Earth)", "2156": "01___CATEGORICAL___name___Harlan Combs (New Earth)", "2157": "01___CATEGORICAL___name___Harleen Quinzel (New Earth)", "2158": "01___CATEGORICAL___name___Harlequin III (New Earth)", "2159": "01___CATEGORICAL___name___Harmon (New Earth)", "2160": "01___CATEGORICAL___name___Harmonia (New Earth)", "2161": "01___CATEGORICAL___name___Harold Allnut (New Earth)", "2162": "01___CATEGORICAL___name___Harold Carew (New Earth)", "2163": "01___CATEGORICAL___name___Harold Christos (New Earth)", "2164": "01___CATEGORICAL___name___Harold Halston (New Earth)", "2165": 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Truman (New Earth)", "2179": "01___CATEGORICAL___name___Hartley Rathaway (New Earth)", "2180": "01___CATEGORICAL___name___Harvest II (New Earth)", "2181": "01___CATEGORICAL___name___Harvey Bullock (New Earth)", "2182": "01___CATEGORICAL___name___Harvid (New Earth)", "2183": "01___CATEGORICAL___name___Hassan the Mummy (New Earth)", "2184": "01___CATEGORICAL___name___Hath-Set (New Earth)", "2185": "01___CATEGORICAL___name___Hathak (New Earth)", "2186": "01___CATEGORICAL___name___Hatshephut II (New Earth)", "2187": "01___CATEGORICAL___name___Haumond (New Earth)", "2188": "01___CATEGORICAL___name___Hawk Haukins (New Earth)", "2189": "01___CATEGORICAL___name___Hawkgod (New Earth)", "2190": "01___CATEGORICAL___name___Head (New Earth)", "2191": "01___CATEGORICAL___name___Headhunter I (New Earth)", "2192": "01___CATEGORICAL___name___Headhunter II (New Earth)", "2193": "01___CATEGORICAL___name___Headmaster (New Earth)", "2194": "01___CATEGORICAL___name___Hearse (New Earth)", "2195": "01___CATEGORICAL___name___Heather Farr (New Earth)", "2196": "01___CATEGORICAL___name___Heatmonger (New Earth)", "2197": "01___CATEGORICAL___name___Heatseeker (New Earth)", "2198": "01___CATEGORICAL___name___Heatstroke (New Earth)", "2199": "01___CATEGORICAL___name___Heatstroke, Renegades (New Earth)", "2200": "01___CATEGORICAL___name___Hecate (New Earth)", "2201": "01___CATEGORICAL___name___Hector (New Earth)", "2202": "01___CATEGORICAL___name___Hector Hammond (New Earth)", "2203": "01___CATEGORICAL___name___Hector Rivera (New Earth)", "2204": "01___CATEGORICAL___name___Heggra (New Earth)", "2205": "01___CATEGORICAL___name___Heimdall (New Earth)", "2206": "01___CATEGORICAL___name___Heino Okata (New Earth)", "2207": "01___CATEGORICAL___name___Heinrich Megala (New Earth)", "2208": "01___CATEGORICAL___name___Helen (New Earth)", "2209": "01___CATEGORICAL___name___Helen Angelico (New Earth)", "2210": "01___CATEGORICAL___name___Helen Belcanto (New Earth)", "2211": "01___CATEGORICAL___name___Helen Claiborne (New Earth)", "2212": "01___CATEGORICAL___name___Helen Helligan (New Earth)", "2213": "01___CATEGORICAL___name___Helen Jordan (New Earth)", "2214": "01___CATEGORICAL___name___Helen Shepherd (New Earth)", "2215": "01___CATEGORICAL___name___Helena Bertinelli (New Earth)", "2216": "01___CATEGORICAL___name___Helena Kyle (New Earth)", "2217": "01___CATEGORICAL___name___Helena Perrier (New Earth)", "2218": "01___CATEGORICAL___name___Helena Sandsmark (New Earth)", "2219": "01___CATEGORICAL___name___Helene (New Earth)", "2220": "01___CATEGORICAL___name___Helene Astar (New Earth)", "2221": "01___CATEGORICAL___name___Helga Jace (New Earth)", "2222": "01___CATEGORICAL___name___Hellbender (New Earth)", "2223": "01___CATEGORICAL___name___Hellen (New Earth)", "2224": "01___CATEGORICAL___name___Hellene (New Earth)", "2225": "01___CATEGORICAL___name___Heller (New Earth)", "2226": "01___CATEGORICAL___name___Helmond Kettering (New Earth)", "2227": "01___CATEGORICAL___name___Helmut Streicher (New Earth)", "2228": "01___CATEGORICAL___name___Henri Claude Tibet (New Earth)", "2229": "01___CATEGORICAL___name___Henri Doucette (New Earth)", "2230": "01___CATEGORICAL___name___Henri Ducard (New Earth)", "2231": "01___CATEGORICAL___name___Henri Ducart (New Earth)", "2232": "01___CATEGORICAL___name___Henri Zola (New Earth)", "2233": "01___CATEGORICAL___name___Henrietta Jessup (New Earth)", "2234": "01___CATEGORICAL___name___Henry Allen (New Earth)", "2235": "01___CATEGORICAL___name___Henry Bucher (New Earth)", "2236": "01___CATEGORICAL___name___Henry Claridge (New Earth)", "2237": "01___CATEGORICAL___name___Henry Cosgei (New Earth)", "2238": "01___CATEGORICAL___name___Henry Crawford (New Earth)", "2239": "01___CATEGORICAL___name___Henry Evans (New Earth)", "2240": "01___CATEGORICAL___name___Henry Hackenbacker (New Earth)", "2241": "01___CATEGORICAL___name___Henry Hall (New Earth)", "2242": "01___CATEGORICAL___name___Henry Hayes (New Earth)", "2243": "01___CATEGORICAL___name___Henry Henshaw (New Earth)", "2244": "01___CATEGORICAL___name___Henry Hewitt (New Earth)", "2245": "01___CATEGORICAL___name___Henry Heywood III (New Earth)", "2246": "01___CATEGORICAL___name___Henry Heywood, Jr. (New Earth)", "2247": "01___CATEGORICAL___name___Henry Heywood, Sr. (New Earth)", "2248": "01___CATEGORICAL___name___Henry Hogan (New Earth)", "2249": "01___CATEGORICAL___name___Henry King, Sr. (New Earth)", "2250": "01___CATEGORICAL___name___Henry Knight (New Earth)", "2251": "01___CATEGORICAL___name___Henry Kucharski (New Earth)", "2252": "01___CATEGORICAL___name___Henry Lee Jordan (New Earth)", "2253": "01___CATEGORICAL___name___Henry P. 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(New Earth)", "2332": "01___CATEGORICAL___name___Hurrambi Marlo (New Earth)", "2333": "01___CATEGORICAL___name___Hurricane (New Earth)", "2334": "01___CATEGORICAL___name___Huvah Jeddigar (New Earth)", "2335": "01___CATEGORICAL___name___Hwa Rang (New Earth)", "2336": "01___CATEGORICAL___name___Hyanthis (New Earth)", "2337": "01___CATEGORICAL___name___Hydra (New Earth)", "2338": "01___CATEGORICAL___name___Hymn (New Earth)", "2339": "01___CATEGORICAL___name___Hyperion (New Earth)", "2340": "01___CATEGORICAL___name___Hyve (New Earth)", "2341": "01___CATEGORICAL___name___I-Ching (New Earth)", "2342": "01___CATEGORICAL___name___Ian Karkull (New Earth)", "2343": "01___CATEGORICAL___name___Iapetus (New Earth)", "2344": "01___CATEGORICAL___name___Ice Sickle (New Earth)", "2345": "01___CATEGORICAL___name___Id (New Earth)", "2346": "01___CATEGORICAL___name___Ig'nea G'odd (New Earth)", "2347": "01___CATEGORICAL___name___Igor Medviedenko (New Earth)", "2348": "01___CATEGORICAL___name___Ill-Informed 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Earth)", "2365": "01___CATEGORICAL___name___Indigo (New Earth)", "2366": "01___CATEGORICAL___name___Indigo of the Rainbow Raiders (New Earth)", "2367": "01___CATEGORICAL___name___Inertia II (New Earth)", "2368": "01___CATEGORICAL___name___Inez Luisa (New Earth)", "2369": "01___CATEGORICAL___name___Inez Rhodes (New Earth)", "2370": "01___CATEGORICAL___name___Infernus (New Earth)", "2371": "01___CATEGORICAL___name___Infinity (New Earth)", "2372": "01___CATEGORICAL___name___Inkling (New Earth)", "2373": "01___CATEGORICAL___name___Insect Queen (New Earth)", "2374": "01___CATEGORICAL___name___Invunche (New Earth)", "2375": "01___CATEGORICAL___name___Inza Cramer (New Earth)", "2376": "01___CATEGORICAL___name___Io (New Earth)", "2377": "01___CATEGORICAL___name___Ion (New Earth)", "2378": "01___CATEGORICAL___name___Iona Vane (New Earth)", "2379": "01___CATEGORICAL___name___Iota (New Earth)", "2380": "01___CATEGORICAL___name___Iphthime (New Earth)", "2381": "01___CATEGORICAL___name___Iqula (New Earth)", "2382": "01___CATEGORICAL___name___Ira Quimby (New Earth)", "2383": "01___CATEGORICAL___name___Ira West (New Earth)", "2384": "01___CATEGORICAL___name___Irene Miller (New Earth)", "2385": "01___CATEGORICAL___name___Iris Jacobs (New Earth)", "2386": "01___CATEGORICAL___name___Iron (New Earth)", "2387": "01___CATEGORICAL___name___Iron Cross (New Earth)", "2388": "01___CATEGORICAL___name___Iron Jaws (New Earth)", "2389": "01___CATEGORICAL___name___Iron Maiden (New Earth)", "2390": "01___CATEGORICAL___name___Iron Major (New Earth)", "2391": "01___CATEGORICAL___name___Ironbolt (New Earth)", "2392": "01___CATEGORICAL___name___Iroque (New Earth)", "2393": "01___CATEGORICAL___name___Irwin Hall (New Earth)", "2394": "01___CATEGORICAL___name___Isaac Bowin (New Earth)", "2395": "01___CATEGORICAL___name___Isaac Fisher (New Earth)", "2396": "01___CATEGORICAL___name___Isabel Glenn (New Earth)", "2397": "01___CATEGORICAL___name___Isabel Rochev (New Earth)", "2398": "01___CATEGORICAL___name___Isabelle Cheranova (New Earth)", "2399": "01___CATEGORICAL___name___Isabelle Modini (New Earth)", "2400": "01___CATEGORICAL___name___Isadora Wellington-Smythe (Dakotaverse)", "2401": "01___CATEGORICAL___name___Isadore O'Toole (New Earth)", "2402": "01___CATEGORICAL___name___Isamot Kol (New Earth)", "2403": "01___CATEGORICAL___name___Ishi-Shujou (New Earth)", "2404": "01___CATEGORICAL___name___Ishido Maad (New Earth)", "2405": "01___CATEGORICAL___name___Ishmael (New Earth)", "2406": "01___CATEGORICAL___name___Ishtar (New Earth)", "2407": "01___CATEGORICAL___name___Isis, Goddess of Fertility (New Earth)", "2408": "01___CATEGORICAL___name___Ismure (New Earth)", "2409": "01___CATEGORICAL___name___Isuma Yasunari (New Earth)", "2410": "01___CATEGORICAL___name___Itty (New Earth)", "2411": "01___CATEGORICAL___name___Ixion (New Earth)", "2412": "01___CATEGORICAL___name___Izanami (New Earth)", "2413": "01___CATEGORICAL___name___J'ahrl J'onzz (New Earth)", "2414": "01___CATEGORICAL___name___J'onn J'onzz (New Earth)", "2415": "01___CATEGORICAL___name___J. Daniel Murphy (New Earth)", "2416": "01___CATEGORICAL___name___J. Devlin Davenport (New Earth)", "2417": "01___CATEGORICAL___name___J. Wilbur Wolfingham (New Earth)", "2418": "01___CATEGORICAL___name___J.A.K.E. 6.1 (New Earth)", "2419": "01___CATEGORICAL___name___J.A.K.E. I (New Earth)", "2420": "01___CATEGORICAL___name___J.A.K.E. II (New Earth)", "2421": "01___CATEGORICAL___name___J.J. Crook (New Earth)", "2422": "01___CATEGORICAL___name___J.P. Houston (New Earth)", "2423": "01___CATEGORICAL___name___JT Burns (New Earth)", "2424": "01___CATEGORICAL___name___Jack (New Earth)", "2425": "01___CATEGORICAL___name___Jack Chifford (New Earth)", "2426": "01___CATEGORICAL___name___Jack Drake (New Earth)", "2427": "01___CATEGORICAL___name___Jack Gold (New Earth)", "2428": "01___CATEGORICAL___name___Jack Knight (New Earth)", "2429": "01___CATEGORICAL___name___Jack Kovacs (New Earth)", "2430": "01___CATEGORICAL___name___Jack Latham (New Earth)", "2431": "01___CATEGORICAL___name___Jack Marshall (New Earth)", "2432": "01___CATEGORICAL___name___Jack Mobley (New Earth)", "2433": "01___CATEGORICAL___name___Jack Ryder (New Earth)", "2434": "01___CATEGORICAL___name___Jack Soo (New Earth)", "2435": "01___CATEGORICAL___name___Jack Spheer (New Earth)", "2436": "01___CATEGORICAL___name___Jack T. Chance (New Earth)", "2437": "01___CATEGORICAL___name___Jack Weston (New Earth)", "2438": "01___CATEGORICAL___name___Jack Wheeler (New Earth)", "2439": "01___CATEGORICAL___name___Jack Wyznowski (New Earth)", "2440": "01___CATEGORICAL___name___Jack of All Trades (New Earth)", "2441": "01___CATEGORICAL___name___Jack of Clubs II (New Earth)", "2442": "01___CATEGORICAL___name___Jack of Clubs IV (New Earth)", "2443": "01___CATEGORICAL___name___Jack of Diamonds III (New Earth)", "2444": "01___CATEGORICAL___name___Jack of Hearts I (New Earth)", "2445": "01___CATEGORICAL___name___Jack of Hearts II (New Earth)", "2446": "01___CATEGORICAL___name___Jack of Hearts III (New Earth)", "2447": "01___CATEGORICAL___name___Jack of Spades II (Earth-One)", "2448": "01___CATEGORICAL___name___Jack of Spades III (New Earth)", "2449": "01___CATEGORICAL___name___Jack of Spades IV (New Earth)", "2450": "01___CATEGORICAL___name___Jack of Spades IX (New Earth)", "2451": "01___CATEGORICAL___name___Jack of Spades V (New Earth)", "2452": "01___CATEGORICAL___name___Jack the Ripper (New Earth)", "2453": "01___CATEGORICAL___name___Jackal I (New Earth)", "2454": "01___CATEGORICAL___name___Jackal II (New Earth)", "2455": "01___CATEGORICAL___name___Jackal III (New Earth)", "2456": "01___CATEGORICAL___name___Jackanapes (New Earth)", "2457": "01___CATEGORICAL___name___Jackie Johnson (New Earth)", "2458": "01___CATEGORICAL___name___Jackson Davies (New Earth)", "2459": "01___CATEGORICAL___name___Jackson Jones (New Earth)", "2460": "01___CATEGORICAL___name___Jacob Baker (Earth-One)", "2461": "01___CATEGORICAL___name___Jacob Bernstein (New Earth)", "2462": "01___CATEGORICAL___name___Jacob Colby (New Earth)", "2463": "01___CATEGORICAL___name___Jacob Freeman (New Earth)", "2464": "01___CATEGORICAL___name___Jacob Kane (New Earth)", "2465": "01___CATEGORICAL___name___Jacqueline Pemberton (New Earth)", "2466": "01___CATEGORICAL___name___Jacques Reynard (New Earth)", "2467": "01___CATEGORICAL___name___Jaculi I (New Earth)", "2468": "01___CATEGORICAL___name___Jaculi II (New Earth)", "2469": "01___CATEGORICAL___name___Jade Emperor Impostor (New Earth)", "2470": "01___CATEGORICAL___name___Jade Nguyen (New Earth)", "2471": "01___CATEGORICAL___name___Jaffar (New Earth)", "2472": "01___CATEGORICAL___name___Jai West (New Earth)", "2473": "01___CATEGORICAL___name___Jaime Reyes (New Earth)", "2474": "01___CATEGORICAL___name___Jaime Sanchez (New Earth)", "2475": "01___CATEGORICAL___name___Jake Bennetti (New Earth)", "2476": "01___CATEGORICAL___name___Jake Jordan (New Earth)", "2477": "01___CATEGORICAL___name___Jake Ketchum (New Earth)", "2478": "01___CATEGORICAL___name___Jake Olsen (New Earth)", "2479": "01___CATEGORICAL___name___Jake Simmons (New Earth)", "2480": "01___CATEGORICAL___name___Jake Tyler (New Earth)", "2481": "01___CATEGORICAL___name___Jakeem Williams (New Earth)", "2482": "01___CATEGORICAL___name___Jakob Tolzmann (New Earth)", "2483": "01___CATEGORICAL___name___Jakob Whorrsman (New Earth)", "2484": "01___CATEGORICAL___name___Jamal Stuart (New Earth)", "2485": "01___CATEGORICAL___name___James (New Earth)", "2486": "01___CATEGORICAL___name___James Barr (New Earth)", "2487": "01___CATEGORICAL___name___James Buchanan Sawyer (New Earth)", "2488": "01___CATEGORICAL___name___James Butler Hickok (New Earth)", "2489": "01___CATEGORICAL___name___James Cameron (New Earth)", "2490": "01___CATEGORICAL___name___James Corrigan (Earth-One)", "2491": "01___CATEGORICAL___name___James Corrigan II (New Earth)", "2492": "01___CATEGORICAL___name___James Craddock II (New Earth)", "2493": "01___CATEGORICAL___name___James Daniels (New Earth)", "2494": "01___CATEGORICAL___name___James Ewell Brown Stuart (New Earth)", "2495": "01___CATEGORICAL___name___James Forrest (New Earth)", "2496": "01___CATEGORICAL___name___James Garfield (New Earth)", "2497": "01___CATEGORICAL___name___James Gordon, Jr. (New Earth)", "2498": "01___CATEGORICAL___name___James Harper Clone (New Earth)", "2499": "01___CATEGORICAL___name___James Highwater (New Earth)", "2500": "01___CATEGORICAL___name___James Jordan (New Earth)", "2501": "01___CATEGORICAL___name___James Kim (New Earth)", "2502": "01___CATEGORICAL___name___James Lenahan (New Earth)", "2503": "01___CATEGORICAL___name___James Lockhart (New Earth)", "2504": "01___CATEGORICAL___name___James Moon (New Earth)", "2505": "01___CATEGORICAL___name___James Olsen (New Earth)", "2506": "01___CATEGORICAL___name___James Rice (New Earth)", "2507": "01___CATEGORICAL___name___James Rook (New Earth)", "2508": "01___CATEGORICAL___name___James Shaw (New Earth)", "2509": "01___CATEGORICAL___name___James Slade (New Earth)", "2510": "01___CATEGORICAL___name___James Stark (New Earth)", "2511": "01___CATEGORICAL___name___James Wright (New Earth)", "2512": "01___CATEGORICAL___name___Jamie Harper (New Earth)", "2513": "01___CATEGORICAL___name___Jamm (New Earth)", "2514": "01___CATEGORICAL___name___Jan-L (New Earth)", "2515": "01___CATEGORICAL___name___Janet Drake (New Earth)", "2516": "01___CATEGORICAL___name___Janet Jones (New Earth)", "2517": "01___CATEGORICAL___name___Janissary (New Earth)", "2518": "01___CATEGORICAL___name___Janos Prohaska (New Earth)", "2519": "01___CATEGORICAL___name___Janu (New Earth)", "2520": "01___CATEGORICAL___name___Janus (New Earth)", "2521": "01___CATEGORICAL___name___Janwillem Kroef (New Earth)", "2522": "01___CATEGORICAL___name___Jared (New Earth)", "2523": "01___CATEGORICAL___name___Jared Stevens (New Earth)", "2524": "01___CATEGORICAL___name___Jared Walton (New Earth)", "2525": "01___CATEGORICAL___name___Jarod Dale (New Earth)", "2526": "01___CATEGORICAL___name___Jarras Minion (New Earth)", "2527": "01___CATEGORICAL___name___Jarrett Parker (New Earth)", "2528": "01___CATEGORICAL___name___Jarvis Kord (New Earth)", "2529": "01___CATEGORICAL___name___Jarvis Poker (New Earth)", "2530": "01___CATEGORICAL___name___Jasmine (New Earth)", "2531": "01___CATEGORICAL___name___Jason (New Earth)", "2532": "01___CATEGORICAL___name___Jason Blood (New Earth)", "2533": "01___CATEGORICAL___name___Jason Burr (New Earth)", "2534": "01___CATEGORICAL___name___Jason Grant, Jr. (New Earth)", "2535": "01___CATEGORICAL___name___Jason Hart (New Earth)", "2536": "01___CATEGORICAL___name___Jason Hex (New Earth)", "2537": "01___CATEGORICAL___name___Jason Jordan (New Earth)", "2538": "01___CATEGORICAL___name___Jason Praxis (New Earth)", "2539": "01___CATEGORICAL___name___Jason Woodrue (New Earth)", "2540": "01___CATEGORICAL___name___Jasper Dolan (New Earth)", "2541": "01___CATEGORICAL___name___Jasper Evans (New Earth)", "2542": "01___CATEGORICAL___name___Javelin (New Earth)", "2543": "01___CATEGORICAL___name___Jax-Ur (New Earth)", "2544": "01___CATEGORICAL___name___Jay Abrams (New Earth)", "2545": "01___CATEGORICAL___name___Jayna (New Earth)", "2546": "01___CATEGORICAL___name___Jean Hawkins (Dakotaverse)", "2547": "01___CATEGORICAL___name___Jean Loring (New Earth)", "2548": "01___CATEGORICAL___name___Jean de Baton-Baton (New Earth)", "2549": "01___CATEGORICAL___name___Jean-Louis Droo (New Earth)", "2550": "01___CATEGORICAL___name___Jean-Marc de Villars (New Earth)", "2551": "01___CATEGORICAL___name___Jean-Paul Ludovic Valley (New Earth)", "2552": "01___CATEGORICAL___name___Jean-Paul Valley (New Earth)", "2553": "01___CATEGORICAL___name___Jeanne Walker (New Earth)", "2554": "01___CATEGORICAL___name___Jeannette (New Earth)", "2555": "01___CATEGORICAL___name___Jeannie Kerr (New Earth)", "2556": "01___CATEGORICAL___name___Jeb Stuart (New Earth)", "2557": "01___CATEGORICAL___name___Jeb Turnbull (New Earth)", "2558": "01___CATEGORICAL___name___Jebediah Kent (New Earth)", "2559": "01___CATEGORICAL___name___Jebediah of Canaan (New Earth)", "2560": "01___CATEGORICAL___name___Jed Paulsen (New Earth)", "2561": "01___CATEGORICAL___name___Jefferson Jackson (New Earth)", "2562": "01___CATEGORICAL___name___Jefferson Pierce (New Earth)", "2563": "01___CATEGORICAL___name___Jefferson Skeevers (New Earth)", "2564": "01___CATEGORICAL___name___Jeffrey Goslin (New Earth)", "2565": "01___CATEGORICAL___name___Jeffrey Graham (New Earth)", "2566": "01___CATEGORICAL___name___Jeffrey Graves (New Earth)", "2567": "01___CATEGORICAL___name___Jeffrey Smith (New Earth)", "2568": "01___CATEGORICAL___name___Jenet Klyburn (New Earth)", "2569": "01___CATEGORICAL___name___Jenna Duffy (New Earth)", "2570": "01___CATEGORICAL___name___Jenna Raleigh (New Earth)", "2571": "01___CATEGORICAL___name___Jennifer Blitz (New Earth)", "2572": "01___CATEGORICAL___name___Jennifer Fletcher (New Earth)", "2573": "01___CATEGORICAL___name___Jennifer Jurden (New Earth)", "2574": "01___CATEGORICAL___name___Jennifer Morgan (New Earth)", "2575": "01___CATEGORICAL___name___Jennifer Myers (New Earth)", "2576": "01___CATEGORICAL___name___Jennifer Pierce (New Earth)", "2577": "01___CATEGORICAL___name___Jennifer Stuart (New Earth)", "2578": "01___CATEGORICAL___name___Jennifer Warren (New Earth)", "2579": "01___CATEGORICAL___name___Jennifer-Lynn Hayden (New Earth)", "2580": "01___CATEGORICAL___name___Jeq-Vay (New Earth)", "2581": "01___CATEGORICAL___name___Jeramey Chriqui (New Earth)", "2582": "01___CATEGORICAL___name___Jeremiah Arkham (New Earth)", "2583": "01___CATEGORICAL___name___Jeremiah Duncan (New Earth)", "2584": "01___CATEGORICAL___name___Jeremy Barlow (New Earth)", "2585": "01___CATEGORICAL___name___Jeremy Baxter (New Earth)", "2586": "01___CATEGORICAL___name___Jeremy Horton (New Earth)", "2587": "01___CATEGORICAL___name___Jeremy Tell (New Earth)", "2588": "01___CATEGORICAL___name___Jerome Cox (New Earth)", "2589": "01___CATEGORICAL___name___Jerrie Rathaway (New Earth)", "2590": "01___CATEGORICAL___name___Jerry Hennelly (New Earth)", "2591": "01___CATEGORICAL___name___Jerry McGee (New Earth)", "2592": "01___CATEGORICAL___name___Jerry White (New Earth)", "2593": "01___CATEGORICAL___name___Jervis Tetch (New Earth)", "2594": "01___CATEGORICAL___name___Jeryll (New Earth)", "2595": "01___CATEGORICAL___name___Jerzy Reganiewicz (New Earth)", "2596": "01___CATEGORICAL___name___Jesse Chambers (New Earth)", "2597": "01___CATEGORICAL___name___Jessica Jordan (New Earth)", "2598": "01___CATEGORICAL___name___Jessica Midnight (New Earth)", "2599": "01___CATEGORICAL___name___Jesus Valdez (New Earth)", "2600": "01___CATEGORICAL___name___Jesus of Nazareth (New Earth)", "2601": "01___CATEGORICAL___name___Jeven Ognats (Post-Zero Hour)", "2602": "01___CATEGORICAL___name___Jewelee (New Earth)", "2603": "01___CATEGORICAL___name___Jewelius Blak (New Earth)", "2604": "01___CATEGORICAL___name___Jezebel Jet (New Earth)", "2605": "01___CATEGORICAL___name___Jezebelle of New Genesis (New Earth)", "2606": "01___CATEGORICAL___name___Jia (New Earth)", "2607": "01___CATEGORICAL___name___Jigundus (New Earth)", "2608": "01___CATEGORICAL___name___Jill Carlyle (New Earth)", "2609": "01___CATEGORICAL___name___Jillian Conway (New Earth)", "2610": "01___CATEGORICAL___name___Jillian Jackson (New Earth)", "2611": "01___CATEGORICAL___name___Jillian Pearlman (New Earth)", "2612": "01___CATEGORICAL___name___Jinny Greenteeth (New Earth)", "2613": "01___CATEGORICAL___name___Jinx (New Earth)", "2614": "01___CATEGORICAL___name___Jinx II (New Earth)", "2615": "01___CATEGORICAL___name___Jitter (New Earth)", "2616": "01___CATEGORICAL___name___Jivan Shi (New Earth)", "2617": "01___CATEGORICAL___name___Joachim Hesse (New Earth)", "2618": "01___CATEGORICAL___name___Joan Dale (New Earth)", "2619": "01___CATEGORICAL___name___Joan Lincoln (New Earth)", "2620": "01___CATEGORICAL___name___Joan Ng (New Earth)", "2621": "01___CATEGORICAL___name___Joan Williams (New Earth)", "2622": "01___CATEGORICAL___name___Joanna Tanner (New Earth)", "2623": "01___CATEGORICAL___name___Joanqin (New Earth)", "2624": "01___CATEGORICAL___name___Joar Mahkent (New Earth)", "2625": "01___CATEGORICAL___name___Joatt (New Earth)", "2626": "01___CATEGORICAL___name___Jocasta (New Earth)", "2627": "01___CATEGORICAL___name___Jocasta of Themyscira (New Earth)", "2628": "01___CATEGORICAL___name___Jock (New Earth)", "2629": "01___CATEGORICAL___name___Joe Bandano (New Earth)", "2630": "01___CATEGORICAL___name___Joe Hollywood (New Earth)", "2631": "01___CATEGORICAL___name___Joe Public (New Earth)", "2632": "01___CATEGORICAL___name___Joel Cochin (New Earth)", "2633": "01___CATEGORICAL___name___Joel Weinberg (New Earth)", "2634": "01___CATEGORICAL___name___Jogarr (New Earth)", "2635": "01___CATEGORICAL___name___Johanna Constantine (New Earth)", "2636": "01___CATEGORICAL___name___John Adams (New Earth)", "2637": "01___CATEGORICAL___name___John Cassidy (New Earth)", "2638": "01___CATEGORICAL___name___John Chan (New Earth)", "2639": "01___CATEGORICAL___name___John Corben (New Earth)", "2640": "01___CATEGORICAL___name___John Dandy (New Earth)", "2641": "01___CATEGORICAL___name___John Dee (New Earth)", "2642": "01___CATEGORICAL___name___John Deleon (New Earth)", "2643": "01___CATEGORICAL___name___John Denetto (New Earth)", "2644": "01___CATEGORICAL___name___John Dolan (Earth-One)", "2645": "01___CATEGORICAL___name___John Economos (New Earth)", "2646": "01___CATEGORICAL___name___John Flint (New Earth)", "2647": "01___CATEGORICAL___name___John Grayson (New Earth)", "2648": "01___CATEGORICAL___name___John Henry Irons (New Earth)", "2649": "01___CATEGORICAL___name___John Henry Martin (New Earth)", "2650": "01___CATEGORICAL___name___John Hillary (New Earth)", "2651": "01___CATEGORICAL___name___John I (New Earth)", "2652": "01___CATEGORICAL___name___John Malone (New Earth)", "2653": "01___CATEGORICAL___name___John Mercado (New Earth)", "2654": "01___CATEGORICAL___name___John Monroe (New Earth)", "2655": "01___CATEGORICAL___name___John Nichol (New Earth)", "2656": "01___CATEGORICAL___name___John Oakes (New Earth)", "2657": "01___CATEGORICAL___name___John Pemberton (New Earth)", "2658": "01___CATEGORICAL___name___John Reed (New Earth)", "2659": "01___CATEGORICAL___name___John Sargent (New Earth)", "2660": "01___CATEGORICAL___name___John Smalls (New Earth)", "2661": "01___CATEGORICAL___name___John Wether (New Earth)", "2662": "01___CATEGORICAL___name___John Wilkes Booth (New Earth)", "2663": "01___CATEGORICAL___name___John Williamson (New Earth)", "2664": "01___CATEGORICAL___name___John Zatara (New Earth)", "2665": "01___CATEGORICAL___name___Johnny Blake (New Earth)", "2666": "01___CATEGORICAL___name___Johnny Cloud II (New Earth)", "2667": "01___CATEGORICAL___name___Johnny Riley (New Earth)", "2668": "01___CATEGORICAL___name___Johnny Vitti (New Earth)", "2669": "01___CATEGORICAL___name___Joker (New Earth)", "2670": "01___CATEGORICAL___name___Jolt II (New Earth)", "2671": "01___CATEGORICAL___name___Jon Riksson (New Earth)", "2672": "01___CATEGORICAL___name___Jon Standing Bear (New Earth)", "2673": "01___CATEGORICAL___name___Jonah (New Earth)", "2674": "01___CATEGORICAL___name___Jonah Hex (New Earth)", "2675": "01___CATEGORICAL___name___Jonah McCarthy (New Earth)", "2676": "01___CATEGORICAL___name___Jonar Jon Carter (New Earth)", "2677": "01___CATEGORICAL___name___Jonas Glim (New Earth)", "2678": "01___CATEGORICAL___name___Jonas Sloe (New Earth)", "2679": "01___CATEGORICAL___name___Jonathan Banks (New Earth)", "2680": "01___CATEGORICAL___name___Jonathan Chambers (New Earth)", "2681": "01___CATEGORICAL___name___Jonathan Cheval (New Earth)", "2682": "01___CATEGORICAL___name___Jonathan Crane (New Earth)", "2683": "01___CATEGORICAL___name___Jonathan Davis (New Earth)", "2684": "01___CATEGORICAL___name___Jonathan Drew (New Earth)", "2685": "01___CATEGORICAL___name___Jonathan Dubrovny (New Earth)", "2686": "01___CATEGORICAL___name___Jonathan Fox (New Earth)", "2687": "01___CATEGORICAL___name___Jonathan Gabrielli I (New Earth)", "2688": "01___CATEGORICAL___name___Jonathan Gunnarson (New Earth)", "2689": "01___CATEGORICAL___name___Jonathan Hedley (New Earth)", "2690": "01___CATEGORICAL___name___Jonathan Kellor (New Earth)", "2691": "01___CATEGORICAL___name___Jonathan Kelsey (Earth-One)", "2692": "01___CATEGORICAL___name___Jonathan Mann (New Earth)", "2693": "01___CATEGORICAL___name___Jonathan Mayhew (New Earth)", "2694": "01___CATEGORICAL___name___Jonathan Naissi (New Earth)", "2695": "01___CATEGORICAL___name___Jonathan Payton Dorrance (New Earth)", "2696": "01___CATEGORICAL___name___Jonathan Romero (New Earth)", "2697": "01___CATEGORICAL___name___Jonathan Tane (New Earth)", "2698": "01___CATEGORICAL___name___Jonathan Warrawa (New Earth)", "2699": "01___CATEGORICAL___name___Jonathan Warren (New Earth)", "2700": "01___CATEGORICAL___name___Jonathan Williams (New Earth)", "2701": "01___CATEGORICAL___name___Jong Li (Dragon Lord)", "2702": "01___CATEGORICAL___name___Jongleur (New Earth)", "2703": "01___CATEGORICAL___name___Jonni DC (New Earth)", "2704": "01___CATEGORICAL___name___Jonni Thunder (New Earth)", "2705": "01___CATEGORICAL___name___Jor-El (New Earth)", "2706": "01___CATEGORICAL___name___Jordan Reynolds (New Earth)", "2707": "01___CATEGORICAL___name___Jordan Wylie (New Earth)", "2708": "01___CATEGORICAL___name___Jordanna Spence (New Earth)", "2709": "01___CATEGORICAL___name___Jose Delgado (New Earth)", "2710": "01___CATEGORICAL___name___Jose Montez (New Earth)", "2711": "01___CATEGORICAL___name___Jose Ramirez (New Earth)", "2712": "01___CATEGORICAL___name___Josef Denisovich (New Earth)", "2713": "01___CATEGORICAL___name___Josef Muller (New Earth)", "2714": "01___CATEGORICAL___name___Joseph Abernathy (New Earth)", "2715": "01___CATEGORICAL___name___Joseph Carny (New Earth)", "2716": "01___CATEGORICAL___name___Joseph Chilton (New Earth)", "2717": "01___CATEGORICAL___name___Joseph Coyne (New Earth)", "2718": "01___CATEGORICAL___name___Joseph Gardner (New Earth)", "2719": "01___CATEGORICAL___name___Joseph Hand (New Earth)", "2720": "01___CATEGORICAL___name___Joseph Higgins (New Earth)", "2721": "01___CATEGORICAL___name___Joseph Jones (New Earth)", "2722": "01___CATEGORICAL___name___Joseph Kline (New Earth)", "2723": "01___CATEGORICAL___name___Joseph Martin (New Earth)", "2724": "01___CATEGORICAL___name___Joseph Mason (New Earth)", "2725": "01___CATEGORICAL___name___Joseph Minette (New Earth)", "2726": "01___CATEGORICAL___name___Joseph Monteleone (New Earth)", "2727": "01___CATEGORICAL___name___Joseph Morgan (New Earth)", "2728": "01___CATEGORICAL___name___Joseph Richani (New Earth)", "2729": "01___CATEGORICAL___name___Joseph Rigger (New Earth)", "2730": "01___CATEGORICAL___name___Joseph Toledo (New Earth)", "2731": "01___CATEGORICAL___name___Joseph Wilson (New Earth)", "2732": "01___CATEGORICAL___name___Joseph Zedno (New Earth)", "2733": "01___CATEGORICAL___name___Josephine MacDonald (New Earth)", "2734": "01___CATEGORICAL___name___Josh Azeveda (New Earth)", "2735": "01___CATEGORICAL___name___Joshua Barbazon (New Earth)", "2736": "01___CATEGORICAL___name___Joshua Clay (New Earth)", "2737": "01___CATEGORICAL___name___Joshua Hamman (New Earth)", "2738": "01___CATEGORICAL___name___Joshua Jackam (New Earth)", "2739": "01___CATEGORICAL___name___Joshua Morgan (New Earth)", "2740": "01___CATEGORICAL___name___Joshua Stanzland (New Earth)", "2741": "01___CATEGORICAL___name___Joshua Terrill (New Earth)", "2742": "01___CATEGORICAL___name___Joshua Turnbull (New Earth)", "2743": "01___CATEGORICAL___name___Joshua Walker (New Earth)", "2744": "01___CATEGORICAL___name___Joshua Wayne (New Earth)", "2745": "01___CATEGORICAL___name___Josiah Power (New Earth)", "2746": "01___CATEGORICAL___name___Jovita (New Earth)", "2747": "01___CATEGORICAL___name___Joy Page (New Earth)", "2748": "01___CATEGORICAL___name___Juan Vallambrosa (New Earth)", "2749": "01___CATEGORICAL___name___Judith (New Earth)", "2750": "01___CATEGORICAL___name___Judith Benoir (New Earth)", "2751": "01___CATEGORICAL___name___Judson Caspian (New Earth)", "2752": "01___CATEGORICAL___name___Judy Walton (New Earth)", "2753": "01___CATEGORICAL___name___Juggler (New Earth)", "2754": "01___CATEGORICAL___name___Jugular (New Earth)", "2755": "01___CATEGORICAL___name___Juju (New Earth)", "2756": "01___CATEGORICAL___name___Julia Deneiros (New Earth)", "2757": "01___CATEGORICAL___name___Julia Frostick (New Earth)", "2758": "01___CATEGORICAL___name___Julia of Daxam (New Earth)", "2759": "01___CATEGORICAL___name___Julian Day (New Earth)", "2760": "01___CATEGORICAL___name___Julian Hayden (New Earth)", "2761": "01___CATEGORICAL___name___Julianna Hut\\u00f6ff (New Earth)", "2762": "01___CATEGORICAL___name___Julie Crystal (New Earth)", "2763": "01___CATEGORICAL___name___Julie Greer (New Earth)", "2764": "01___CATEGORICAL___name___Julie Jackam (New Earth)", "2765": "01___CATEGORICAL___name___Julie Madison (New Earth)", "2766": "01___CATEGORICAL___name___Julie Robinson (New Earth)", "2767": "01___CATEGORICAL___name___June Robbins (New Earth)", "2768": "01___CATEGORICAL___name___Junior Jumbo (New Earth)", "2769": "01___CATEGORICAL___name___Juno (New Earth)", "2770": "01___CATEGORICAL___name___Jupiter (New Earth)", "2771": "01___CATEGORICAL___name___Justeen (New Earth)", "2772": "01___CATEGORICAL___name___Justin Arthur (New Earth)", "2773": "01___CATEGORICAL___name___Justin Ballantine (New Earth)", "2774": "01___CATEGORICAL___name___Justin Hanover (New Earth)", "2775": "01___CATEGORICAL___name___K'hym J'onzz (New Earth)", "2776": "01___CATEGORICAL___name___K'rkzar (New Earth)", "2777": "01___CATEGORICAL___name___K'ryssma (New Earth)", "2778": "01___CATEGORICAL___name___K'zandr (New Earth)", "2779": "01___CATEGORICAL___name___K-9 (New Earth)", "2780": "01___CATEGORICAL___name___K. Russell Abernathy (New Earth)", "2781": "01___CATEGORICAL___name___Kaargl (New Earth)", "2782": "01___CATEGORICAL___name___Kafka (New Earth)", "2783": "01___CATEGORICAL___name___Kagutsuchi (New Earth)", "2784": "01___CATEGORICAL___name___Kahina Eskandari (Dakotaverse)", "2785": "01___CATEGORICAL___name___Kahiri (New Earth)", "2786": "01___CATEGORICAL___name___Kai (New Earth)", "2787": "01___CATEGORICAL___name___Kajz Dox (Pre-Zero Hour)", "2788": "01___CATEGORICAL___name___Kako (New Earth)", "2789": "01___CATEGORICAL___name___Kaleeza Fashed (New Earth)", "2790": "01___CATEGORICAL___name___Kaleidoscope (New Earth)", "2791": "01___CATEGORICAL___name___Kali (New Earth)", "2792": "01___CATEGORICAL___name___Kali Gari (New Earth)", "2793": "01___CATEGORICAL___name___Kalia Campbell (New Earth)", "2794": "01___CATEGORICAL___name___Kalibak (New Earth)", "2795": "01___CATEGORICAL___name___Kaliber (New Earth)", "2796": "01___CATEGORICAL___name___Kaliber II (New Earth)", "2797": "01___CATEGORICAL___name___Kamah (New Earth)", "2798": "01___CATEGORICAL___name___Kan-Z (New Earth)", "2799": "01___CATEGORICAL___name___Kana (Earth-One)", "2800": "01___CATEGORICAL___name___Kancer (New Earth)", "2801": "01___CATEGORICAL___name___Kane Milohai (New Earth)", "2802": "01___CATEGORICAL___name___Kanis-Biz (New Earth)", "2803": "01___CATEGORICAL___name___Kanjar Ro (New Earth)", "2804": "01___CATEGORICAL___name___Kanto 13 (New Earth)", "2805": "01___CATEGORICAL___name___Kara Zor-El (New Earth)", "2806": "01___CATEGORICAL___name___Karen Beecher (New Earth)", "2807": "01___CATEGORICAL___name___Karen Lou Faulkner (New Earth)", "2808": "01___CATEGORICAL___name___Kari Limbo (New Earth)", "2809": "01___CATEGORICAL___name___Karin Preus (New Earth)", "2810": "01___CATEGORICAL___name___Karl Courtney (New Earth)", "2811": "01___CATEGORICAL___name___Karl Hellfern (New Earth)", "2812": "01___CATEGORICAL___name___Karl Ranck (New Earth)", "2813": "01___CATEGORICAL___name___Karna (New Earth)", "2814": "01___CATEGORICAL___name___Karon (New Earth)", "2815": "01___CATEGORICAL___name___Karras (New Earth)", "2816": "01___CATEGORICAL___name___Karrion (New Earth)", "2817": "01___CATEGORICAL___name___Karshon (New Earth)", "2818": "01___CATEGORICAL___name___Karsta Wor-Ul (New Earth)", "2819": "01___CATEGORICAL___name___Karu-Sil (New Earth)", "2820": "01___CATEGORICAL___name___Katar Hol (New Earth)", "2821": "01___CATEGORICAL___name___Kate Godwin (New Earth)", "2822": "01___CATEGORICAL___name___Kathana (New Earth)", "2823": "01___CATEGORICAL___name___Katharine Ferbel (New Earth)", "2824": "01___CATEGORICAL___name___Katherine Manser (New Earth)", "2825": "01___CATEGORICAL___name___Katherine Riordan (New Earth)", "2826": "01___CATEGORICAL___name___Katherine Viverrida (New Earth)", "2827": "01___CATEGORICAL___name___Katherine Webb (New Earth)", "2828": "01___CATEGORICAL___name___Kathryn George (New Earth)", "2829": "01___CATEGORICAL___name___Kathryn McAllister (New Earth)", "2830": "01___CATEGORICAL___name___Kathryn Monaghan (New Earth)", "2831": "01___CATEGORICAL___name___Katina Leikos (New Earth)", "2832": "01___CATEGORICAL___name___Katma Tui (New Earth)", "2833": "01___CATEGORICAL___name___Katydid (New Earth)", "2834": "01___CATEGORICAL___name___Kay (New Earth)", "2835": "01___CATEGORICAL___name___Kay Challis (New Earth)", "2836": "01___CATEGORICAL___name___Kaylark (New Earth)", "2837": "01___CATEGORICAL___name___Keane (New Earth)", "2838": "01___CATEGORICAL___name___Keerg (New Earth)", "2839": "01___CATEGORICAL___name___Keith Kalmaku (New Earth)", "2840": "01___CATEGORICAL___name___Keith Kenyon (New Earth)", "2841": "01___CATEGORICAL___name___Keith Robert White (New Earth)", "2842": "01___CATEGORICAL___name___Kekona (New Earth)", "2843": "01___CATEGORICAL___name___Kel Gand (New Earth)", "2844": "01___CATEGORICAL___name___Kelex (New Earth)", "2845": "01___CATEGORICAL___name___Kellogg (New Earth)", "2846": "01___CATEGORICAL___name___Kelor (New Earth)", "2847": "01___CATEGORICAL___name___Kelvin Mao (New Earth)", "2848": "01___CATEGORICAL___name___Kem-L (New Earth)", "2849": "01___CATEGORICAL___name___Kemper Von Cart (New Earth)", "2850": "01___CATEGORICAL___name___Kendall Stuart (New Earth)", "2851": "01___CATEGORICAL___name___Kendotha Kr'nek (New Earth)", "2852": "01___CATEGORICAL___name___Kendra Saunders (New Earth)", "2853": "01___CATEGORICAL___name___Keng Quan Chee (New Earth)", "2854": "01___CATEGORICAL___name___Kenn Kawa (New Earth)", "2855": "01___CATEGORICAL___name___Kenneth Braverman (New Earth)", "2856": "01___CATEGORICAL___name___Kenneth Wayne (New Earth)", "2857": "01___CATEGORICAL___name___Kenneth Wisdom (New Earth)", "2858": "01___CATEGORICAL___name___Kent Connor (New Earth)", "2859": "01___CATEGORICAL___name___Kent Nelson (New Earth)", "2860": "01___CATEGORICAL___name___Kent Thurston (New Earth)", "2861": "01___CATEGORICAL___name___Kentor Omoto (New Earth)", "2862": "01___CATEGORICAL___name___Kerry (New Earth)", "2863": "01___CATEGORICAL___name___Kestrel (New Earth)", "2864": "01___CATEGORICAL___name___Kevin Crow Clone (New Earth)", "2865": "01___CATEGORICAL___name___Kevin Franklin (Dakotaverse)", "2866": "01___CATEGORICAL___name___Kevin Soong (New Earth)", "2867": "01___CATEGORICAL___name___Key (New Earth)", "2868": "01___CATEGORICAL___name___Khaji Da (New Earth)", "2869": "01___CATEGORICAL___name___Khaji Eq (New Earth)", "2870": "01___CATEGORICAL___name___Khaji Kai (Prime Earth)", "2871": "01___CATEGORICAL___name___Khaji Ro (New Earth)", "2872": "01___CATEGORICAL___name___Khaji Tal (New Earth)", "2873": "01___CATEGORICAL___name___Khalid (New Earth)", "2874": "01___CATEGORICAL___name___Khen-To (New Earth)", "2875": "01___CATEGORICAL___name___Khimaera (New Earth)", "2876": "01___CATEGORICAL___name___Kho Kharhi (New Earth)", "2877": "01___CATEGORICAL___name___Khufu (New Earth)", "2878": "01___CATEGORICAL___name___Khyrana (New Earth)", "2879": "01___CATEGORICAL___name___Ki-Nilg (New Earth)", "2880": "01___CATEGORICAL___name___Kid Crusader (New Earth)", "2881": "01___CATEGORICAL___name___Kid Emotion (New Earth)", "2882": "01___CATEGORICAL___name___Kid Impala (New Earth)", "2883": "01___CATEGORICAL___name___Kid Scout (New Earth)", "2884": "01___CATEGORICAL___name___Kieran Marshall (New Earth)", "2885": "01___CATEGORICAL___name___Kieron Masterson (New Earth)", "2886": "01___CATEGORICAL___name___Kilg%re (New Earth)", "2887": "01___CATEGORICAL___name___Killa 'Nilla (New Earth)", "2888": "01___CATEGORICAL___name___Killa (New Earth)", "2889": "01___CATEGORICAL___name___Killer Wasp (New Earth)", "2890": "01___CATEGORICAL___name___Killerwatt (New Earth)", "2891": "01___CATEGORICAL___name___Killrok (New Earth)", "2892": "01___CATEGORICAL___name___Killshot (New Earth)", "2893": "01___CATEGORICAL___name___Kilowog (New Earth)", "2894": "01___CATEGORICAL___name___Kim Brand (New Earth)", "2895": "01___CATEGORICAL___name___Kim Liang (New Earth)", "2896": "01___CATEGORICAL___name___Kimberly Rebecki (Prime Earth)", "2897": "01___CATEGORICAL___name___Kimiyo Hoshi (New Earth)", "2898": "01___CATEGORICAL___name___Kimon Tanaka (New Earth)", "2899": "01___CATEGORICAL___name___Kindred Grim (New Earth)", "2900": "01___CATEGORICAL___name___Kindred Marx (New Earth)", "2901": "01___CATEGORICAL___name___King Billy (New Earth)", "2902": "01___CATEGORICAL___name___King Coal (New Earth)", "2903": "01___CATEGORICAL___name___King Kraken (New Earth)", "2904": "01___CATEGORICAL___name___King Savage (New Earth)", "2905": "01___CATEGORICAL___name___King Standish (New Earth)", "2906": "01___CATEGORICAL___name___King of Diamonds IV (New Earth)", "2907": "01___CATEGORICAL___name___King of Hearts I (New Earth)", "2908": "01___CATEGORICAL___name___King of Hearts II (New Earth)", "2909": "01___CATEGORICAL___name___King of Hearts III (New Earth)", "2910": "01___CATEGORICAL___name___King of Spades V (New Earth)", "2911": "01___CATEGORICAL___name___King of Spades VI (New Earth)", "2912": "01___CATEGORICAL___name___King of Spades VIII (New Earth)", "2913": "01___CATEGORICAL___name___King of Tears (New Earth)", "2914": "01___CATEGORICAL___name___King of the Cats II (New Earth)", "2915": "01___CATEGORICAL___name___Kingdom (New Earth)", "2916": "01___CATEGORICAL___name___Kingsley Faraday (New Earth)", "2917": "01___CATEGORICAL___name___Kiran Singh (New Earth)", "2918": "01___CATEGORICAL___name___Kirby (New Earth)", "2919": "01___CATEGORICAL___name___Kiriazis (New Earth)", "2920": "01___CATEGORICAL___name___Kirk DePaul (New Earth)", "2921": "01___CATEGORICAL___name___Kirtan-Rodd (New Earth)", "2922": "01___CATEGORICAL___name___Kit Ryan (New Earth)", "2923": "01___CATEGORICAL___name___Kitrina Falcone (New Earth)", "2924": "01___CATEGORICAL___name___Kitty Kumbata (New Earth)", "2925": "01___CATEGORICAL___name___Kittyhawk (New Earth)", "2926": "01___CATEGORICAL___name___Kkrudd (New Earth)", "2927": "01___CATEGORICAL___name___Klali (New Earth)", "2928": "01___CATEGORICAL___name___Klarion Bleak (New Earth)", "2929": "01___CATEGORICAL___name___Klarn Arg (New Earth)", "2930": "01___CATEGORICAL___name___Klaus Cornelius (New Earth)", "2931": "01___CATEGORICAL___name___Klaus Kristin (New Earth)", "2932": "01___CATEGORICAL___name___Klo (New Earth)", "2933": "01___CATEGORICAL___name___Knockout (New Earth)", "2934": "01___CATEGORICAL___name___Knodar (New Earth)", "2935": "01___CATEGORICAL___name___Know Man (New Earth)", "2936": "01___CATEGORICAL___name___Knowbuddy (New Earth)", "2937": "01___CATEGORICAL___name___Kobe Asuru (New Earth)", "2938": "01___CATEGORICAL___name___Kole Weathers (New Earth)", "2939": "01___CATEGORICAL___name___Komand'r (New Earth)", "2940": "01___CATEGORICAL___name___Komrade Krabb (New Earth)", "2941": "01___CATEGORICAL___name___Kondor (New Earth)", "2942": "01___CATEGORICAL___name___Kong (New Earth)", "2943": "01___CATEGORICAL___name___Kong II (New Earth)", "2944": "01___CATEGORICAL___name___Konvikt (New Earth)", "2945": "01___CATEGORICAL___name___Kordax (New Earth)", "2946": "01___CATEGORICAL___name___Koriand'r (New Earth)", "2947": "01___CATEGORICAL___name___Korrigan (New Earth)", "2948": "01___CATEGORICAL___name___Kradlock (New Earth)", "2949": "01___CATEGORICAL___name___Kraken (New Earth)", "2950": "01___CATEGORICAL___name___Krakkl (New Earth)", "2951": "01___CATEGORICAL___name___Krakko (New Earth)", "2952": "01___CATEGORICAL___name___Krakor (New Earth)", "2953": "01___CATEGORICAL___name___Krater (New Earth)", "2954": "01___CATEGORICAL___name___Kreon (New Earth)", "2955": "01___CATEGORICAL___name___Kretch (New Earth)", "2956": "01___CATEGORICAL___name___Kristin Castle (New Earth)", "2957": "01___CATEGORICAL___name___Kristopher Kross (Earth-One)", "2958": "01___CATEGORICAL___name___Kristopher Roderic (New Earth)", "2959": "01___CATEGORICAL___name___Kritter (New Earth)", "2960": "01___CATEGORICAL___name___Kru-El (New Earth)", "2961": "01___CATEGORICAL___name___Kruen Musenda (New Earth)", "2962": "01___CATEGORICAL___name___Krunch (New Earth)", "2963": "01___CATEGORICAL___name___Krusivax (New Earth)", "2964": "01___CATEGORICAL___name___Kruul (New Earth)", "2965": "01___CATEGORICAL___name___Kryb (New Earth)", "2966": "01___CATEGORICAL___name___Krydel-4 (New Earth)", "2967": "01___CATEGORICAL___name___Krypto (New Earth)", "2968": "01___CATEGORICAL___name___Krypto the Earth Dog (New Earth)", "2969": "01___CATEGORICAL___name___Krystal (New Earth)", "2970": "01___CATEGORICAL___name___Kuan Ti (New Earth)", "2971": "01___CATEGORICAL___name___Kuan Ti Impostor (New Earth)", "2972": "01___CATEGORICAL___name___Kuei (New Earth)", "2973": "01___CATEGORICAL___name___Kurt Heimlich (New Earth)", "2974": "01___CATEGORICAL___name___Kusanagi (New Earth)", "2975": "01___CATEGORICAL___name___Kushti (New Earth)", "2976": "01___CATEGORICAL___name___Kwaku Anansi (New Earth)", "2977": "01___CATEGORICAL___name___Kwintz (New Earth)", "2978": "01___CATEGORICAL___name___Kwo Varrikk (New Earth)", "2979": "01___CATEGORICAL___name___Kworri (New Earth)", "2980": "01___CATEGORICAL___name___Kyesha Salton (New Earth)", "2981": "01___CATEGORICAL___name___Kyle Abbot (New Earth)", "2982": "01___CATEGORICAL___name___Kyle Knight (New Earth)", "2983": "01___CATEGORICAL___name___Kyle Morgan (New Earth)", "2984": "01___CATEGORICAL___name___Kyle Spencer (New Earth)", "2985": "01___CATEGORICAL___name___Kylstar (New Earth)", "2986": "01___CATEGORICAL___name___L'Escargot (New Earth)", "2987": "01___CATEGORICAL___name___L-Ron (New Earth)", "2988": "01___CATEGORICAL___name___La Salamanca (New Earth)", "2989": "01___CATEGORICAL___name___La Sangre (New Earth)", "2990": "01___CATEGORICAL___name___Ladonna Jameal (New Earth)", "2991": "01___CATEGORICAL___name___Lady Amethyst (New Earth)", "2992": "01___CATEGORICAL___name___Lady Aquamarine (New Earth)", "2993": "01___CATEGORICAL___name___Lady Chian (New Earth)", "2994": "01___CATEGORICAL___name___Lady Dragon (New Earth)", "2995": "01___CATEGORICAL___name___Lady Liberty I (New Earth)", "2996": "01___CATEGORICAL___name___Lady Liberty II (New Earth)", "2997": "01___CATEGORICAL___name___Lady Liberty III (New Earth)", "2998": "01___CATEGORICAL___name___Lady Liberty IV (New Earth)", "2999": "01___CATEGORICAL___name___Lady Liberty V (New Earth)", "3000": "01___CATEGORICAL___name___Lady Sapphire (New Earth)", "3001": "01___CATEGORICAL___name___Lady Styx (New Earth)", "3002": "01___CATEGORICAL___name___Lady Viper (Earth-One)", "3003": "01___CATEGORICAL___name___Lady Voodoo (New Earth)", "3004": "01___CATEGORICAL___name___Lady Zand (New Earth)", "3005": "01___CATEGORICAL___name___Laethwen (New Earth)", "3006": "01___CATEGORICAL___name___Lagomorph (New Earth)", "3007": "01___CATEGORICAL___name___Lagoon Boy (New Earth)", "3008": "01___CATEGORICAL___name___Laham (New Earth)", "3009": "01___CATEGORICAL___name___Laira Omoto (New Earth)", "3010": "01___CATEGORICAL___name___Lakutha (New Earth)", "3011": "01___CATEGORICAL___name___Lambien (New Earth)", "3012": "01___CATEGORICAL___name___Lan Dibbux (New Earth)", "3013": "01___CATEGORICAL___name___Lana Lang (New Earth)", "3014": "01___CATEGORICAL___name___Lance Gallant (Earth-X)", "3015": "01___CATEGORICAL___name___Lance Harrower (New Earth)", "3016": "01___CATEGORICAL___name___Lancelot (New Earth)", "3017": "01___CATEGORICAL___name___Langford Terrill (New Earth)", "3018": "01___CATEGORICAL___name___Lani Gilbert (New Earth)", "3019": "01___CATEGORICAL___name___Laral (New Earth)", "3020": "01___CATEGORICAL___name___Larfleeze (New Earth)", "3021": "01___CATEGORICAL___name___Laris (New Earth)", "3022": "01___CATEGORICAL___name___Lark (New Earth)", "3023": "01___CATEGORICAL___name___Lart (New Earth)", "3024": "01___CATEGORICAL___name___Lartys (New Earth)", "3025": "01___CATEGORICAL___name___Larvanaut (New Earth)", "3026": "01___CATEGORICAL___name___Larvox (New Earth)", "3027": "01___CATEGORICAL___name___Lashawn Baez (New Earth)", "3028": "01___CATEGORICAL___name___Lashina (New Earth)", "3029": "01___CATEGORICAL___name___Lashorr (New Earth)", "3030": "01___CATEGORICAL___name___Lattea (New Earth)", "3031": "01___CATEGORICAL___name___Laura Klein (New Earth)", "3032": "01___CATEGORICAL___name___Laura Neilsen (New Earth)", "3033": "01___CATEGORICAL___name___Lawrence Belmont (New Earth)", "3034": "01___CATEGORICAL___name___Lawrence Bolatinsky (New Earth)", "3035": "01___CATEGORICAL___name___Lawrence Chin (New Earth)", "3036": "01___CATEGORICAL___name___Lawrence Crock (New Earth)", "3037": "01___CATEGORICAL___name___Lawrence Eden (New Earth)", "3038": "01___CATEGORICAL___name___Lawrence Jordan (New Earth)", "3039": "01___CATEGORICAL___name___Lawrence Lance (New Earth)", "3040": "01___CATEGORICAL___name___Lawrence Loman (New Earth)", "3041": "01___CATEGORICAL___name___Lawrence Rock (New Earth)", "3042": "01___CATEGORICAL___name___Lawrence Trainor (New Earth)", "3043": "01___CATEGORICAL___name___Lawrence Trapp (New Earth)", "3044": "01___CATEGORICAL___name___Lawrence Varvel (New Earth)", "3045": "01___CATEGORICAL___name___Layla (New Earth)", "3046": "01___CATEGORICAL___name___Layla Adams (New Earth)", "3047": "01___CATEGORICAL___name___Lazarus Lane (New Earth)", "3048": "01___CATEGORICAL___name___Lazlo Valentin (New Earth)", "3049": "01___CATEGORICAL___name___LeTonya Charles (New Earth)", "3050": "01___CATEGORICAL___name___Lea Corben (New Earth)", "3051": "01___CATEGORICAL___name___Lead (New Earth)", "3052": "01___CATEGORICAL___name___Leander (New Earth)", "3053": "01___CATEGORICAL___name___Leanore We (New Earth)", "3054": "01___CATEGORICAL___name___Leatherchap (New Earth)", "3055": "01___CATEGORICAL___name___Leberwurst (New Earth)", "3056": "01___CATEGORICAL___name___Lee Carver (New Earth)", "3057": "01___CATEGORICAL___name___Lee St. Lawrence (New Earth)", "3058": "01___CATEGORICAL___name___Lee Travis (New Earth)", "3059": "01___CATEGORICAL___name___Leezle Pon (New Earth)", "3060": "01___CATEGORICAL___name___Lefty (New Earth)", "3061": "01___CATEGORICAL___name___Legion (New Earth)", "3062": "01___CATEGORICAL___name___Legless Master (New Earth)", "3063": "01___CATEGORICAL___name___Legs (New Earth)", "3064": "01___CATEGORICAL___name___Lei Kung Impostor (New Earth)", "3065": "01___CATEGORICAL___name___Lei Zi Impostor (New Earth)", "3066": "01___CATEGORICAL___name___Leland McCauley (New Earth)", "3067": "01___CATEGORICAL___name___Lena Luthor I (New Earth)", "3068": "01___CATEGORICAL___name___Lennox (New Earth)", "3069": "01___CATEGORICAL___name___Lentra (New Earth)", "3070": "01___CATEGORICAL___name___Leona Dorsey (New Earth)", "3071": "01___CATEGORICAL___name___Leona Pierce (New Earth)", "3072": "01___CATEGORICAL___name___Leonard Carnell (New Earth)", "3073": "01___CATEGORICAL___name___Leonard Davis (New Earth)", "3074": "01___CATEGORICAL___name___Leonard Fiasco (New Earth)", "3075": "01___CATEGORICAL___name___Leonard Ruttman (New Earth)", "3076": "01___CATEGORICAL___name___Leonard Smalls (Dakotaverse)", "3077": "01___CATEGORICAL___name___Leonard Snart (New Earth)", "3078": "01___CATEGORICAL___name___Leonid Kovar (New Earth)", "3079": "01___CATEGORICAL___name___Leron (New Earth)", "3080": "01___CATEGORICAL___name___Leroy (New Earth)", "3081": "01___CATEGORICAL___name___Leroy Johnson (New Earth)", "3082": "01___CATEGORICAL___name___Les Perdu (New Earth)", "3083": "01___CATEGORICAL___name___Leslie Humphries (New Earth)", "3084": "01___CATEGORICAL___name___Leslie Thompkins (New Earth)", "3085": "01___CATEGORICAL___name___Leslie Willis (New Earth)", "3086": "01___CATEGORICAL___name___Lester Buchinsky (New Earth)", "3087": "01___CATEGORICAL___name___Lester Colt (New Earth)", "3088": "01___CATEGORICAL___name___Lester Davis (New Earth)", "3089": "01___CATEGORICAL___name___Lester Lee (New Earth)", "3090": "01___CATEGORICAL___name___Lethal (New Earth)", "3091": "01___CATEGORICAL___name___Letifos (New Earth)", "3092": "01___CATEGORICAL___name___Leviathan Entity (New Earth)", "3093": "01___CATEGORICAL___name___Lewis Bayard (New Earth)", "3094": "01___CATEGORICAL___name___Lewis Farnham (New Earth)", "3095": "01___CATEGORICAL___name___Lewis Moxon (New Earth)", "3096": "01___CATEGORICAL___name___Lewis Yarnell (New Earth)", "3097": "01___CATEGORICAL___name___Liam Hawkleigh (New Earth)", "3098": "01___CATEGORICAL___name___Liam McHugh (New Earth)", "3099": "01___CATEGORICAL___name___Liana (New Earth)", "3100": "01___CATEGORICAL___name___Liang Xih-K'ai (New Earth)", "3101": "01___CATEGORICAL___name___Lianna (New Earth)", "3102": "01___CATEGORICAL___name___Libertine (New Earth)", "3103": "01___CATEGORICAL___name___Lieutenant Carson (New Earth)", "3104": "01___CATEGORICAL___name___Light Fingers (New Earth)", "3105": "01___CATEGORICAL___name___Lighter Man (New Earth)", "3106": "01___CATEGORICAL___name___Lightning Bug (New Earth)", "3107": "01___CATEGORICAL___name___Lili de Neuve (New Earth)", "3108": "01___CATEGORICAL___name___Lilith Clay (New Earth)", "3109": "01___CATEGORICAL___name___Lillian Worth (New Earth)", "3110": "01___CATEGORICAL___name___Limina (New Earth)", "3111": "01___CATEGORICAL___name___Lin Canar (New Earth)", "3112": "01___CATEGORICAL___name___Linda Friitawa (New Earth)", "3113": "01___CATEGORICAL___name___Linda Olsen Ridge (New Earth)", "3114": "01___CATEGORICAL___name___Linda Park (New Earth)", "3115": "01___CATEGORICAL___name___Linda Strauss (New Earth)", "3116": "01___CATEGORICAL___name___Linus Powell (New Earth)", "3117": "01___CATEGORICAL___name___Lionel Hawkins (New Earth)", "3118": "01___CATEGORICAL___name___Lionel Luthor (New Earth)", "3119": "01___CATEGORICAL___name___Lisa Jennings (New Earth)", "3120": "01___CATEGORICAL___name___Lisa Morice (New Earth)", "3121": "01___CATEGORICAL___name___Lisa Snart (New Earth)", "3122": "01___CATEGORICAL___name___Lisa Sutton (New Earth)", "3123": "01___CATEGORICAL___name___Lisa Yurigama (New Earth)", "3124": "01___CATEGORICAL___name___Lissik (New Earth)", "3125": "01___CATEGORICAL___name___Lita Brand (New Earth)", "3126": "01___CATEGORICAL___name___Little Barda (New Earth)", "3127": "01___CATEGORICAL___name___Little Miss Redhead (New Earth)", "3128": "01___CATEGORICAL___name___Liu (New Earth)", "3129": "01___CATEGORICAL___name___Lloyd Jefferson (New Earth)", "3130": "01___CATEGORICAL___name___Loathing (New Earth)", "3131": "01___CATEGORICAL___name___Lobo (New Earth)", "3132": "01___CATEGORICAL___name___Lodar Monak (New Earth)", "3133": "01___CATEGORICAL___name___Lois Lane (New Earth)", "3134": "01___CATEGORICAL___name___Lois Lane Robot (New Earth)", "3135": "01___CATEGORICAL___name___Lok Neboora (New Earth)", "3136": "01___CATEGORICAL___name___Loki (New Earth)", "3137": "01___CATEGORICAL___name___Loma (New Earth)", "3138": "01___CATEGORICAL___name___Lonar (New Earth)", "3139": "01___CATEGORICAL___name___Lone-Eye Lincoln (New Earth)", "3140": "01___CATEGORICAL___name___Long Round (New Earth)", "3141": "01___CATEGORICAL___name___Long Tom (New Earth)", "3142": "01___CATEGORICAL___name___Longshadow (New Earth)", "3143": "01___CATEGORICAL___name___Lonnie Machin (New Earth)", "3144": "01___CATEGORICAL___name___Lor-Zod (New Earth)", "3145": "01___CATEGORICAL___name___Loral (New Earth)", "3146": "01___CATEGORICAL___name___Lord Amethyst (New Earth)", "3147": "01___CATEGORICAL___name___Lord Aquamarine (New Earth)", "3148": "01___CATEGORICAL___name___Lord Diamond (New Earth)", "3149": "01___CATEGORICAL___name___Lord Garnet (New Earth)", "3150": "01___CATEGORICAL___name___Lord Havok (New Earth)", "3151": "01___CATEGORICAL___name___Lord Moonstone (New Earth)", "3152": "01___CATEGORICAL___name___Lord Topaz (New Earth)", "3153": "01___CATEGORICAL___name___Lord of the Damned (New Earth)", "3154": "01___CATEGORICAL___name___Lorelei (New Earth)", "3155": "01___CATEGORICAL___name___Lorelei I (New Earth)", "3156": "01___CATEGORICAL___name___Loren Jupiter (New Earth)", "3157": "01___CATEGORICAL___name___Lorena Marquez (New Earth)", "3158": "01___CATEGORICAL___name___Lori Lemaris (New Earth)", "3159": "01___CATEGORICAL___name___Lori Luthor (New Earth)", "3160": "01___CATEGORICAL___name___Lorna Hill (New Earth)", "3161": "01___CATEGORICAL___name___Lorna Shore (New Earth)", "3162": "01___CATEGORICAL___name___Lorraine Reilly (New Earth)", "3163": "01___CATEGORICAL___name___Lotta (New Earth)", "3164": "01___CATEGORICAL___name___Louis Erikson (New Earth)", "3165": "01___CATEGORICAL___name___Louis Godder (New Earth)", "3166": "01___CATEGORICAL___name___Louis Kiyahani (New Earth)", "3167": "01___CATEGORICAL___name___Louis Martin (New Earth)", "3168": "01___CATEGORICAL___name___Louis Sendak (New Earth)", "3169": "01___CATEGORICAL___name___Louis Snipe (New Earth)", "3170": "01___CATEGORICAL___name___Louisa Falcone (New Earth)", "3171": "01___CATEGORICAL___name___Louise Lincoln (New Earth)", "3172": "01___CATEGORICAL___name___Lourdes Lucero (New Earth)", "3173": "01___CATEGORICAL___name___Luand'r (New Earth)", "3174": "01___CATEGORICAL___name___Luca Mareli (New Earth)", "3175": "01___CATEGORICAL___name___Lucas McGill (New Earth)", "3176": "01___CATEGORICAL___name___Lucas Terrel (New Earth)", "3177": "01___CATEGORICAL___name___Lucia Viti (New Earth)", "3178": "01___CATEGORICAL___name___Lucian Crawley (New Earth)", "3179": "01___CATEGORICAL___name___Lucien (New Earth)", "3180": "01___CATEGORICAL___name___Lucifar (New Earth)", "3181": "01___CATEGORICAL___name___Lucifer (New Earth)", "3182": "01___CATEGORICAL___name___Lucifer the Horse (New Earth)", "3183": "01___CATEGORICAL___name___Lucius (New Earth)", "3184": "01___CATEGORICAL___name___Lucius Best (New Earth)", "3185": "01___CATEGORICAL___name___Lucius Fox (New Earth)", "3186": "01___CATEGORICAL___name___Lucius Funk (New Earth)", "3187": "01___CATEGORICAL___name___Lucy Spears (New Earth)", "3188": "01___CATEGORICAL___name___Luke Hames (New Earth)", "3189": "01___CATEGORICAL___name___Luke McKendrick (New Earth)", "3190": "01___CATEGORICAL___name___Luke O'Brian (New Earth)", "3191": "01___CATEGORICAL___name___Luke Thatcher (New Earth)", "3192": "01___CATEGORICAL___name___Lumiun (New Earth)", "3193": "01___CATEGORICAL___name___Luna Nurblin (New Earth)", "3194": "01___CATEGORICAL___name___Lunkhead (New Earth)", "3195": "01___CATEGORICAL___name___Lupe (New Earth)", "3196": "01___CATEGORICAL___name___Lurgo (New Earth)", "3197": "01___CATEGORICAL___name___Luri Hoshid (New Earth)", "3198": "01___CATEGORICAL___name___Lurlan Dupo (New Earth)", "3199": "01___CATEGORICAL___name___Lutefisk (New Earth)", "3200": "01___CATEGORICAL___name___Luther Mannkin (New Earth)", "3201": "01___CATEGORICAL___name___Lyana (New Earth)", "3202": "01___CATEGORICAL___name___Lycus (New Earth)", "3203": "01___CATEGORICAL___name___Lydea Mallor (New Earth)", "3204": "01___CATEGORICAL___name___Lydia (New Earth)", "3205": "01___CATEGORICAL___name___Lyla (New Earth)", "3206": "01___CATEGORICAL___name___Lyla Michaels (New Earth)", "3207": "01___CATEGORICAL___name___Lyle Beedler (New Earth)", "3208": "01___CATEGORICAL___name___Lyle Blanco (New Earth)", "3209": "01___CATEGORICAL___name___Lyle Byrnes (New Earth)", "3210": "01___CATEGORICAL___name___Lyle Corley (New Earth)", "3211": "01___CATEGORICAL___name___Lyndon Johnson (New Earth)", "3212": "01___CATEGORICAL___name___Lynn Stewart (New Earth)", "3213": "01___CATEGORICAL___name___Lynx (New Earth)", "3214": "01___CATEGORICAL___name___Lynx II (New Earth)", "3215": "01___CATEGORICAL___name___Lyrissa Mallor (New Earth)", "3216": "01___CATEGORICAL___name___Lyssa Drak (New Earth)", "3217": "01___CATEGORICAL___name___M'Bulaze (New Earth)", "3218": "01___CATEGORICAL___name___M'gann M'orzz (New Earth)", "3219": "01___CATEGORICAL___name___M'hdahna (New Earth)", "3220": "01___CATEGORICAL___name___M'nagalah (New Earth)", "3221": "01___CATEGORICAL___name___M'yri'ah J'onzz (New Earth)", "3222": "01___CATEGORICAL___name___M.J. Lane (New Earth)", "3223": "01___CATEGORICAL___name___Ma'alefa'ak J'onzz (New Earth)", "3224": "01___CATEGORICAL___name___Maash (New Earth)", "3225": "01___CATEGORICAL___name___Maat Shadid (New Earth)", "3226": "01___CATEGORICAL___name___MacAlistaire (New Earth)", "3227": "01___CATEGORICAL___name___Mace Gardner (New Earth)", "3228": "01___CATEGORICAL___name___Machine Messiah (New Earth)", "3229": "01___CATEGORICAL___name___Machiste (New Earth)", "3230": "01___CATEGORICAL___name___Mack Harlin (New Earth)", "3231": "01___CATEGORICAL___name___Mackenzie Bock (New Earth)", "3232": "01___CATEGORICAL___name___Mackenzie Garrison (New Earth)", "3233": "01___CATEGORICAL___name___Macklin Arnot (New Earth)", "3234": "01___CATEGORICAL___name___Macro (New Earth)", "3235": "01___CATEGORICAL___name___Macro-Man (New Earth)", "3236": "01___CATEGORICAL___name___Mad Dog (New Earth)", "3237": "01___CATEGORICAL___name___Mad Harriet (New Earth)", "3238": "01___CATEGORICAL___name___Mad Hat Harry (New Earth)", "3239": "01___CATEGORICAL___name___Madame Waxahachie (New Earth)", "3240": "01___CATEGORICAL___name___Madame X (New Earth)", "3241": "01___CATEGORICAL___name___Madame Zodiac (New Earth)", "3242": "01___CATEGORICAL___name___Maddax the Destroyer (New Earth)", "3243": "01___CATEGORICAL___name___Madeline Benoir (New Earth)", "3244": "01___CATEGORICAL___name___Madeline Giles (New Earth)", "3245": "01___CATEGORICAL___name___Madison (Dakotaverse)", "3246": "01___CATEGORICAL___name___Madolyn Corbett (New Earth)", "3247": "01___CATEGORICAL___name___Maduvu (New Earth)", "3248": "01___CATEGORICAL___name___Maelstrom (New Earth)", "3249": "01___CATEGORICAL___name___Magala (New Earth)", "3250": "01___CATEGORICAL___name___Magdalene Kyle (New Earth)", "3251": "01___CATEGORICAL___name___Mage (New Earth)", "3252": "01___CATEGORICAL___name___Maggie Mxyzptlk (New Earth)", "3253": "01___CATEGORICAL___name___Magi (New Earth)", "3254": "01___CATEGORICAL___name___Magno II (New Earth)", "3255": "01___CATEGORICAL___name___Magus Eximus (New Earth)", "3256": "01___CATEGORICAL___name___Mahadevi (New Earth)", "3257": "01___CATEGORICAL___name___Mahayogi (New Earth)", "3258": "01___CATEGORICAL___name___Mai Miyazaki (New Earth)", "3259": "01___CATEGORICAL___name___Maia (New Earth)", "3260": "01___CATEGORICAL___name___Mainframe (New Earth)", "3261": "01___CATEGORICAL___name___Mainline (New Earth)", "3262": "01___CATEGORICAL___name___Maire Granger (New Earth)", "3263": "01___CATEGORICAL___name___Majistra (New Earth)", "3264": "01___CATEGORICAL___name___Major Flashback (New Earth)", "3265": "01___CATEGORICAL___name___Major Hubert (New Earth)", "3266": "01___CATEGORICAL___name___Major Victory II (New Earth)", "3267": "01___CATEGORICAL___name___Major Victory III (New Earth)", "3268": "01___CATEGORICAL___name___Major Victory IV (New Earth)", "3269": "01___CATEGORICAL___name___Makaira (New Earth)", "3270": "01___CATEGORICAL___name___Mala (New Earth)", "3271": "01___CATEGORICAL___name___Malachi Yandro (New Earth)", "3272": "01___CATEGORICAL___name___Malachi Zee (New Earth)", "3273": "01___CATEGORICAL___name___Malagigi (New Earth)", "3274": "01___CATEGORICAL___name___Malavar (New Earth)", "3275": "01___CATEGORICAL___name___Malcolm Allen (New Earth)", "3276": "01___CATEGORICAL___name___Malcolm Duncan (New Earth)", "3277": "01___CATEGORICAL___name___Malcolm Tandy (New Earth)", "3278": "01___CATEGORICAL___name___Malet Dasim (New Earth)", "3279": "01___CATEGORICAL___name___Malia (New Earth)", "3280": "01___CATEGORICAL___name___Malice Vundabar (New Earth)", "3281": "01___CATEGORICAL___name___Malik Al Thaka (New Earth)", "3282": "01___CATEGORICAL___name___Mallah (New Earth)", "3283": "01___CATEGORICAL___name___Mallory Kimball (New Earth)", "3284": "01___CATEGORICAL___name___Mallow (New Earth)", "3285": "01___CATEGORICAL___name___Mama Madame (New Earth)", "3286": "01___CATEGORICAL___name___Mammitu (New Earth)", "3287": "01___CATEGORICAL___name___Man o' War (New Earth)", "3288": "01___CATEGORICAL___name___Manchester Black (New Earth)", "3289": "01___CATEGORICAL___name___Manga Khan (New Earth)", "3290": "01___CATEGORICAL___name___Manhunter Highmaster (New Earth)", "3291": "01___CATEGORICAL___name___Manhunter Lud (New Earth)", "3292": "01___CATEGORICAL___name___Manitou Dawn (New Earth)", "3293": "01___CATEGORICAL___name___Manitou Raven (New Earth)", "3294": "01___CATEGORICAL___name___Manticore I (New Earth)", "3295": "01___CATEGORICAL___name___Manticore II (New Earth)", "3296": "01___CATEGORICAL___name___Manticore IV (New Earth)", "3297": "01___CATEGORICAL___name___Mantis (New Earth)", "3298": "01___CATEGORICAL___name___Manuel Carlito (New Earth)", "3299": "01___CATEGORICAL___name___Manuel Castillo (New Earth)", "3300": "01___CATEGORICAL___name___Manuel Esperanza (New Earth)", "3301": "01___CATEGORICAL___name___Manx (New Earth)", "3302": "01___CATEGORICAL___name___Mara II (New Earth)", "3303": "01___CATEGORICAL___name___Marauder Clone (New Earth)", "3304": "01___CATEGORICAL___name___Marauder I (New Earth)", "3305": "01___CATEGORICAL___name___Marauder II (New Earth)", "3306": "01___CATEGORICAL___name___March (New Earth)", "3307": "01___CATEGORICAL___name___Marcia Hargis (New Earth)", "3308": "01___CATEGORICAL___name___Marcia King (New Earth)", "3309": "01___CATEGORICAL___name___Marcia Long (New Earth)", "3310": "01___CATEGORICAL___name___Marcie Cooper (New Earth)", "3311": "01___CATEGORICAL___name___Marco Polo (New Earth)", "3312": "01___CATEGORICAL___name___Marcus Driver (New Earth)", "3313": "01___CATEGORICAL___name___Marcus Teman (New Earth)", "3314": "01___CATEGORICAL___name___Marcus Wise (New Earth)", "3315": "01___CATEGORICAL___name___Marcus of Rome (New Earth)", "3316": "01___CATEGORICAL___name___Marcy Reynolds (New Earth)", "3317": "01___CATEGORICAL___name___Mardin (New Earth)", "3318": "01___CATEGORICAL___name___Mareena (New Earth)", "3319": "01___CATEGORICAL___name___Marene Herald (New Earth)", "3320": "01___CATEGORICAL___name___Margaret Carle (New Earth)", "3321": "01___CATEGORICAL___name___Margaret Mahoney (New Earth)", "3322": "01___CATEGORICAL___name___Margaret Pye (New Earth)", "3323": "01___CATEGORICAL___name___Margaret Sawyer (New Earth)", "3324": "01___CATEGORICAL___name___Margaret Thatcher (New Earth)", "3325": "01___CATEGORICAL___name___Margaux de Mortain (New Earth)", "3326": "01___CATEGORICAL___name___Marge Dover (New Earth)", "3327": "01___CATEGORICAL___name___Margot Marceau (New Earth)", "3328": "01___CATEGORICAL___name___Mari McCabe (New Earth)", "3329": "01___CATEGORICAL___name___Maria Amardosa (New Earth)", "3330": "01___CATEGORICAL___name___Maria Montez (New Earth)", "3331": "01___CATEGORICAL___name___Maria Verdugo (New Earth)", "3332": "01___CATEGORICAL___name___Mariah Romanova (New Earth)", "3333": "01___CATEGORICAL___name___Marianne (New Earth)", "3334": "01___CATEGORICAL___name___Marie (New Earth)", "3335": "01___CATEGORICAL___name___Marie Leeds (New Earth)", "3336": "01___CATEGORICAL___name___Marie Logan (New Earth)", "3337": "01___CATEGORICAL___name___Marie Saloppe (New Earth)", "3338": "01___CATEGORICAL___name___Marij'n Bek (New Earth)", "3339": "01___CATEGORICAL___name___Marilyn Batson (New Earth)", "3340": "01___CATEGORICAL___name___Mario Falcone (New Earth)", "3341": "01___CATEGORICAL___name___Marion Grange (New Earth)", "3342": "01___CATEGORICAL___name___Marion Lane (New Earth)", "3343": "01___CATEGORICAL___name___Marionette (New Earth)", "3344": "01___CATEGORICAL___name___Mariposa Nichol (New Earth)", "3345": "01___CATEGORICAL___name___Marisius (New Earth)", "3346": "01___CATEGORICAL___name___Marisol Samuels (New Earth)", "3347": "01___CATEGORICAL___name___Marissa Nelson (New Earth)", "3348": "01___CATEGORICAL___name___Marita (New Earth)", "3349": "01___CATEGORICAL___name___Marius Dimeter (New Earth)", "3350": "01___CATEGORICAL___name___Marj (New Earth)", "3351": "01___CATEGORICAL___name___Mark Antaeus (New Earth)", "3352": "01___CATEGORICAL___name___Mark Armstrong (New Earth)", "3353": "01___CATEGORICAL___name___Mark Desmond (New Earth)", "3354": "01___CATEGORICAL___name___Mark Felps (New Earth)", "3355": "01___CATEGORICAL___name___Mark Logan (New Earth)", "3356": "01___CATEGORICAL___name___Mark Mandrill (New Earth)", "3357": "01___CATEGORICAL___name___Mark Mardon (New Earth)", "3358": "01___CATEGORICAL___name___Mark Merlin (New Earth)", "3359": "01___CATEGORICAL___name___Mark Moonrider (New Earth)", "3360": "01___CATEGORICAL___name___Mark Nagoya (New Earth)", "3361": "01___CATEGORICAL___name___Mark Scheffer (New Earth)", "3362": "01___CATEGORICAL___name___Mark Shaw (New Earth)", "3363": "01___CATEGORICAL___name___Mark Sunderland (New Earth)", "3364": "01___CATEGORICAL___name___Markot Five (New Earth)", "3365": "01___CATEGORICAL___name___Markus Clay (New Earth)", "3366": "01___CATEGORICAL___name___Marla Elliot (New Earth)", "3367": "01___CATEGORICAL___name___Marleah (New Earth)", "3368": "01___CATEGORICAL___name___Marlon Corbet (New Earth)", "3369": "01___CATEGORICAL___name___Marlon Dall (New Earth)", "3370": "01___CATEGORICAL___name___Marlus Randone (New Earth)", "3371": "01___CATEGORICAL___name___Marque (New Earth)", "3372": "01___CATEGORICAL___name___Mars (New Earth)", "3373": "01___CATEGORICAL___name___Marschall Saber (New Earth)", "3374": "01___CATEGORICAL___name___Marsosh (New Earth)", "3375": "01___CATEGORICAL___name___Marta (New Earth)", "3376": "01___CATEGORICAL___name___Martha Roberts (New Earth)", "3377": "01___CATEGORICAL___name___Martian Womanhunter (New Earth)", "3378": "01___CATEGORICAL___name___Martin Allard (New Earth)", "3379": "01___CATEGORICAL___name___Martin Campbell (New Earth)", "3380": "01___CATEGORICAL___name___Martin Garibaldi (New Earth)", "3381": "01___CATEGORICAL___name___Martin Hawkins (New Earth)", "3382": "01___CATEGORICAL___name___Martin Kramer (New Earth)", "3383": "01___CATEGORICAL___name___Martin Lewis (New Earth)", "3384": "01___CATEGORICAL___name___Martin Mantle, Jr. (New Earth)", "3385": "01___CATEGORICAL___name___Martin Mayne (New Earth)", "3386": "01___CATEGORICAL___name___Martin Phillips (New Earth)", "3387": "01___CATEGORICAL___name___Martin Somers (New Earth)", "3388": "01___CATEGORICAL___name___Martin van Wyck (New Earth)", "3389": "01___CATEGORICAL___name___Martina Mericloinka (New Earth)", "3390": "01___CATEGORICAL___name___Marvelous Marno (New Earth)", "3391": "01___CATEGORICAL___name___Marvin Kuttler (New Earth)", "3392": "01___CATEGORICAL___name___Mary Batson (New Earth)", "3393": "01___CATEGORICAL___name___Mary Frances Cassidy (New Earth)", "3394": "01___CATEGORICAL___name___Mary Harper (New Earth)", "3395": "01___CATEGORICAL___name___Mary James (New Earth)", "3396": "01___CATEGORICAL___name___Mary Kramer (New Earth)", "3397": "01___CATEGORICAL___name___Mary Loyd (New Earth)", "3398": "01___CATEGORICAL___name___Mary Seward (New Earth)", "3399": "01___CATEGORICAL___name___Mas y Menos (New Earth)", "3400": "01___CATEGORICAL___name___Mason O'Dare (New Earth)", "3401": "01___CATEGORICAL___name___Mason Trollbridge (New Earth)", "3402": "01___CATEGORICAL___name___Master Blaster (New Earth)", "3403": "01___CATEGORICAL___name___Master Jansen (New Earth)", "3404": "01___CATEGORICAL___name___Master Mayhem (New Earth)", "3405": "01___CATEGORICAL___name___Master Shoju (New Earth)", "3406": "01___CATEGORICAL___name___Master Task (New Earth)", "3407": "01___CATEGORICAL___name___Matango (New Earth)", "3408": "01___CATEGORICAL___name___Matatoa (New Earth)", "3409": "01___CATEGORICAL___name___Matchmaker (New Earth)", "3410": "01___CATEGORICAL___name___Mateo Burland (New Earth)", "3411": "01___CATEGORICAL___name___Materna Minnx (New Earth)", "3412": "01___CATEGORICAL___name___Matoo Pree (New Earth)", "3413": "01___CATEGORICAL___name___Matris Ater Clementia (New Earth)", "3414": "01___CATEGORICAL___name___Matrix (Pocket Universe)", "3415": "01___CATEGORICAL___name___Matteo Bischoff (New Earth)", "3416": "01___CATEGORICAL___name___Matthew Hagen (New Earth)", "3417": "01___CATEGORICAL___name___Matthew Logan (New Earth)", "3418": "01___CATEGORICAL___name___Matthew Michaelis (New Earth)", "3419": "01___CATEGORICAL___name___Matthew Nieman (New Earth)", "3420": "01___CATEGORICAL___name___Matthew O'Dare (New Earth)", "3421": "01___CATEGORICAL___name___Matthew Ryan (New Earth)", "3422": "01___CATEGORICAL___name___Matthew Ryder (Armageddon 2001)", "3423": "01___CATEGORICAL___name___Matthew Ryder (New Earth)", "3424": "01___CATEGORICAL___name___Matthew Savage (New Earth)", "3425": "01___CATEGORICAL___name___Matthew Shrieve (New Earth)", "3426": "01___CATEGORICAL___name___Matthew Stein (New Earth)", "3427": "01___CATEGORICAL___name___Matthew Stuart (New Earth)", "3428": "01___CATEGORICAL___name___Matthew Taylor (New Earth)", "3429": "01___CATEGORICAL___name___Matthew Tyler (New Earth)", "3430": "01___CATEGORICAL___name___Mattie Harcourt (New Earth)", "3431": "01___CATEGORICAL___name___Maude Stone (New Earth)", "3432": "01___CATEGORICAL___name___Maura Rayner (New Earth)", "3433": "01___CATEGORICAL___name___Maurice Douglas (New Earth)", "3434": "01___CATEGORICAL___name___Mawu (New Earth)", "3435": "01___CATEGORICAL___name___Mawzir (New Earth)", "3436": "01___CATEGORICAL___name___Max (New Earth)", "3437": "01___CATEGORICAL___name___Max Mercury (New Earth)", "3438": "01___CATEGORICAL___name___Max Roboto (New Earth)", "3439": "01___CATEGORICAL___name___Max Tuefeld (New Earth)", "3440": "01___CATEGORICAL___name___Maxi-Man II (New Earth)", "3441": "01___CATEGORICAL___name___Maxima (New Earth)", "3442": "01___CATEGORICAL___name___Maximillian G'odd (New Earth)", "3443": "01___CATEGORICAL___name___Maximillian Zeus (New Earth)", "3444": "01___CATEGORICAL___name___Maxine Baker (New Earth)", "3445": "01___CATEGORICAL___name___Maxine Gibson (New Earth)", "3446": "01___CATEGORICAL___name___Maxine Hunkel (New Earth)", "3447": "01___CATEGORICAL___name___Maxine Michaels (New Earth)", "3448": "01___CATEGORICAL___name___Maxine Sterenbuch (New Earth)", "3449": "01___CATEGORICAL___name___Maxwell Cort (New Earth)", "3450": "01___CATEGORICAL___name___Maxwell Fisher (New Earth)", "3451": "01___CATEGORICAL___name___Maxwell Loomis (New Earth)", "3452": "01___CATEGORICAL___name___Maxwell Lord III (New Earth)", "3453": "01___CATEGORICAL___name___Maxwell Lord IV (New Earth)", "3454": "01___CATEGORICAL___name___Maxwell Tremaine (New Earth)", "3455": "01___CATEGORICAL___name___Maxwell Veezey (New Earth)", "3456": "01___CATEGORICAL___name___Maxwell Williams (New Earth)", "3457": "01___CATEGORICAL___name___Maya (New Earth)", "3458": "01___CATEGORICAL___name___Mayfly (New Earth)", "3459": "01___CATEGORICAL___name___Mazdan (Earth-One)", "3460": "01___CATEGORICAL___name___Mazita (New Earth)", "3461": "01___CATEGORICAL___name___McCaffrey (New Earth)", "3462": "01___CATEGORICAL___name___Meadlux (New Earth)", "3463": "01___CATEGORICAL___name___Meat Cleaver (New Earth)", "3464": "01___CATEGORICAL___name___Mechanic (New Earth)", "3465": "01___CATEGORICAL___name___Meda (New Earth)", "3466": "01___CATEGORICAL___name___Medphyll (New Earth)", "3467": "01___CATEGORICAL___name___Meeno Monak (New Earth)", "3468": "01___CATEGORICAL___name___Meershom (New Earth)", "3469": "01___CATEGORICAL___name___Megaera (New Earth)", "3470": "01___CATEGORICAL___name___Megafire (New Earth)", "3471": "01___CATEGORICAL___name___Megalith (New Earth)", "3472": "01___CATEGORICAL___name___Megan Darrow (New Earth)", "3473": "01___CATEGORICAL___name___Megan O'Dell (New Earth)", "3474": "01___CATEGORICAL___name___Mei Ling (New Earth)", "3475": "01___CATEGORICAL___name___Mekanique (New Earth)", "3476": "01___CATEGORICAL___name___Mekros (New Earth)", "3477": "01___CATEGORICAL___name___Melanie Boulder (New Earth)", "3478": "01___CATEGORICAL___name___Melmoth (New Earth)", "3479": "01___CATEGORICAL___name___Melody Case (New Earth)", "3480": "01___CATEGORICAL___name___Meloni Thawne (New Earth)", "3481": "01___CATEGORICAL___name___Meltdown II (New Earth)", "3482": "01___CATEGORICAL___name___Memakata (New Earth)", "3483": "01___CATEGORICAL___name___Men's Room Louie (New Earth)", "3484": "01___CATEGORICAL___name___Menalippe (New Earth)", "3485": "01___CATEGORICAL___name___Mentor the Magnificent (Earth-Four)", "3486": "01___CATEGORICAL___name___Merayn Dethalis (New Earth)", "3487": "01___CATEGORICAL___name___Merc (New Earth)", "3488": "01___CATEGORICAL___name___Mercury (New Earth)", "3489": "01___CATEGORICAL___name___Mercury (Roman God) (New Earth)", "3490": "01___CATEGORICAL___name___Mercury Girl (New Earth)", "3491": "01___CATEGORICAL___name___Mercy Graves (New Earth)", "3492": "01___CATEGORICAL___name___Merd (New Earth)", "3493": "01___CATEGORICAL___name___Meredith Creamer (New Earth)", "3494": "01___CATEGORICAL___name___Meridian Mychaels (New Earth)", "3495": "01___CATEGORICAL___name___Merlin (New Earth)", "3496": "01___CATEGORICAL___name___Merlin the Leopard (New Earth)", "3497": "01___CATEGORICAL___name___Merritz (New Earth)", "3498": "01___CATEGORICAL___name___Mervyn Pumpkinhead (New Earth)", "3499": "01___CATEGORICAL___name___Metalhead (New Earth)", "3500": "01___CATEGORICAL___name___Metalhead II (New Earth)", "3501": "01___CATEGORICAL___name___Metalliferro (New Earth)", "3502": "01___CATEGORICAL___name___Metamorpheus (New Earth)", "3503": "01___CATEGORICAL___name___Mia Dearden (New Earth)", "3504": "01___CATEGORICAL___name___Mica Love (New Earth)", "3505": "01___CATEGORICAL___name___Mica'kel (New Earth)", "3506": "01___CATEGORICAL___name___Micah Rains (New Earth)", "3507": "01___CATEGORICAL___name___Michael Adams (New Earth)", "3508": "01___CATEGORICAL___name___Michael Akins (New Earth)", "3509": "01___CATEGORICAL___name___Michael Bailey (Earth-One)", "3510": "01___CATEGORICAL___name___Michael Beldon (New Earth)", "3511": "01___CATEGORICAL___name___Michael Christian Amar (New Earth)", "3512": "01___CATEGORICAL___name___Michael Desai (New Earth)", "3513": "01___CATEGORICAL___name___Michael Holt (New Earth)", "3514": "01___CATEGORICAL___name___Michael Jon Carter (New Earth)", "3515": "01___CATEGORICAL___name___Michael Lane (New Earth)", "3516": "01___CATEGORICAL___name___Michael Lasky (New Earth)", "3517": "01___CATEGORICAL___name___Michael Miller (New Earth)", "3518": "01___CATEGORICAL___name___Michael Morice (New Earth)", "3519": "01___CATEGORICAL___name___Michael Payson Maxwell (New Earth)", "3520": "01___CATEGORICAL___name___Michael Sanchez (New Earth)", "3521": "01___CATEGORICAL___name___Michael Schorr (New Earth)", "3522": "01___CATEGORICAL___name___Michael Sommers (New Earth)", "3523": "01___CATEGORICAL___name___Michael Sykes (New Earth)", "3524": "01___CATEGORICAL___name___Michael Tempest (New Earth)", "3525": "01___CATEGORICAL___name___Michael Tree (New Earth)", "3526": "01___CATEGORICAL___name___Michael Wheeler (New Earth)", "3527": "01___CATEGORICAL___name___Michelle Torres (New Earth)", "3528": "01___CATEGORICAL___name___Mick Rory (New Earth)", "3529": "01___CATEGORICAL___name___Mick Wong (New Earth)", "3530": "01___CATEGORICAL___name___Mickey Cannon (New Earth)", "3531": "01___CATEGORICAL___name___Mickey Sullivan (New Earth)", "3532": "01___CATEGORICAL___name___Mickey the Mouse (New Earth)", "3533": "01___CATEGORICAL___name___Micro (New Earth)", "3534": "01___CATEGORICAL___name___Micron (New Earth)", "3535": "01___CATEGORICAL___name___Midas (New Earth)", "3536": "01___CATEGORICAL___name___Mighty Mary (New Earth)", "3537": "01___CATEGORICAL___name___Mighty Morris (New Earth)", "3538": "01___CATEGORICAL___name___Miguel Devante (New Earth)", "3539": "01___CATEGORICAL___name___Mikaal Tomas (New Earth)", "3540": "01___CATEGORICAL___name___Mike Virgil (New Earth)", "3541": "01___CATEGORICAL___name___Mikhail Arkadin (New Earth)", "3542": "01___CATEGORICAL___name___Mikhail Gorbachev (New Earth)", "3543": "01___CATEGORICAL___name___Mikola Rostov (New Earth)", "3544": "01___CATEGORICAL___name___Mikron O'Jeneus (New Earth)", "3545": "01___CATEGORICAL___name___Milagro Reyes (New Earth)", "3546": "01___CATEGORICAL___name___Mildred of the Kindly Ones (New Earth)", "3547": "01___CATEGORICAL___name___Miles Duncan (New Earth)", "3548": "01___CATEGORICAL___name___Milkman (New Earth)", "3549": "01___CATEGORICAL___name___Millicent Mayne (New Earth)", "3550": "01___CATEGORICAL___name___Millions (New Earth)", "3551": "01___CATEGORICAL___name___Milo Armitage (New Earth)", "3552": "01___CATEGORICAL___name___Milo Shrevlak (New Earth)", "3553": "01___CATEGORICAL___name___Milton Kroft (New Earth)", "3554": "01___CATEGORICAL___name___Mimic (New Earth)", "3555": "01___CATEGORICAL___name___Mind Bullet (New Earth)", "3556": "01___CATEGORICAL___name___Mind Games (New Earth)", "3557": "01___CATEGORICAL___name___Mindancer (New Earth)", "3558": "01___CATEGORICAL___name___Minerva (New Earth)", "3559": "01___CATEGORICAL___name___Minerva (Roman Goddess) (New Earth)", "3560": "01___CATEGORICAL___name___Ming Dynasty (New Earth)", "3561": "01___CATEGORICAL___name___Mink (New Earth)", "3562": "01___CATEGORICAL___name___Minkis (New Earth)", "3563": "01___CATEGORICAL___name___Miranda (New Earth)", "3564": "01___CATEGORICAL___name___Miranda Ralston (New Earth)", "3565": "01___CATEGORICAL___name___Miranda Shrieve (New Earth)", "3566": "01___CATEGORICAL___name___Miri Riam (New Earth)", "3567": "01___CATEGORICAL___name___Miriam Delgado (Team Titans)", "3568": "01___CATEGORICAL___name___Mirror Monarch (New Earth)", "3569": "01___CATEGORICAL___name___Mirror-Man (New Earth)", "3570": "01___CATEGORICAL___name___Misa (New Earth)", "3571": "01___CATEGORICAL___name___Misanthrope (New Earth)", "3572": "01___CATEGORICAL___name___Mischa Dmitrovich Pushkin (New Earth)", "3573": "01___CATEGORICAL___name___Misfit (New Earth)", "3574": "01___CATEGORICAL___name___Miss Army Knife (New Earth)", "3575": "01___CATEGORICAL___name___Miss Bloss (New Earth)", "3576": "01___CATEGORICAL___name___Miss Fear (New Earth)", "3577": "01___CATEGORICAL___name___Miss Poltergeist (New Earth)", "3578": "01___CATEGORICAL___name___Mist I (New Earth)", "3579": "01___CATEGORICAL___name___Mister Action (New Earth)", "3580": "01___CATEGORICAL___name___Mister Atom (New Earth)", "3581": "01___CATEGORICAL___name___Mister Bones (New Earth)", "3582": "01___CATEGORICAL___name___Mister Choi (New Earth)", "3583": "01___CATEGORICAL___name___Mister E (New Earth)", "3584": "01___CATEGORICAL___name___Mister Esper (Earth-One)", "3585": "01___CATEGORICAL___name___Mister Finish (New Earth)", "3586": "01___CATEGORICAL___name___Mister Fowler (New Earth)", "3587": "01___CATEGORICAL___name___Mister Frost (New Earth)", "3588": "01___CATEGORICAL___name___Mister Fun (New Earth)", "3589": "01___CATEGORICAL___name___Mister Gilchrist (New Earth)", "3590": "01___CATEGORICAL___name___Mister Granite (New Earth)", "3591": "01___CATEGORICAL___name___Mister Ibis (New Earth)", "3592": "01___CATEGORICAL___name___Mister Keeper (New Earth)", "3593": "01___CATEGORICAL___name___Mister Magic (New Earth)", "3594": "01___CATEGORICAL___name___Mister Meteor (New Earth)", "3595": "01___CATEGORICAL___name___Mister Mind (New Earth)", "3596": "01___CATEGORICAL___name___Mister Mxyzptlk (New Earth)", "3597": "01___CATEGORICAL___name___Mister Smith (New Earth)", "3598": "01___CATEGORICAL___name___Mister Sprynt (New Earth)", "3599": "01___CATEGORICAL___name___Mister Toad (New Earth)", "3600": "01___CATEGORICAL___name___Mister Unknown (New Earth)", "3601": "01___CATEGORICAL___name___Mister ZZZ (New Earth)", "3602": "01___CATEGORICAL___name___Mitch Wacky (New Earth)", "3603": "01___CATEGORICAL___name___Mitchell Anderson (New Earth)", "3604": "01___CATEGORICAL___name___Mitchell Black (New Earth)", "3605": "01___CATEGORICAL___name___Mitchell Hoberman (New Earth)", "3606": "01___CATEGORICAL___name___Mitchell Lane (New Earth)", 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Earth)", "3947": "01___CATEGORICAL___name___Peggy Gardner (New Earth)", "3948": "01___CATEGORICAL___name___Pele (New Earth)", "3949": "01___CATEGORICAL___name___Pelle (New Earth)", "3950": "01___CATEGORICAL___name___Pellmell (New Earth)", "3951": "01___CATEGORICAL___name___Penelope (New Earth)", "3952": "01___CATEGORICAL___name___Penelope Black (New Earth)", "3953": "01___CATEGORICAL___name___Penn Maricc (New Earth)", "3954": "01___CATEGORICAL___name___Penn Selkirk (New Earth)", "3955": "01___CATEGORICAL___name___Penny Dreadful (New Earth)", "3956": "01___CATEGORICAL___name___Penthesilea (New Earth)", "3957": "01___CATEGORICAL___name___Percival (New Earth)", "3958": "01___CATEGORICAL___name___Percival Clearweather (New Earth)", "3959": "01___CATEGORICAL___name___Percival Pill (New Earth)", "3960": "01___CATEGORICAL___name___Percival Sutter (New Earth)", "3961": "01___CATEGORICAL___name___Percy Sheldrake (New Earth)", "3962": "01___CATEGORICAL___name___Perdoo (New Earth)", "3963": 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"01___CATEGORICAL___name___Peter Mortimer (New Earth)", "3980": "01___CATEGORICAL___name___Peter Ostine (New Earth)", "3981": "01___CATEGORICAL___name___Peter Pauling (New Earth)", "3982": "01___CATEGORICAL___name___Peter Rice (New Earth)", "3983": "01___CATEGORICAL___name___Peter Robinson (New Earth)", "3984": "01___CATEGORICAL___name___Peter Ross (New Earth)", "3985": "01___CATEGORICAL___name___Petey the Demon (New Earth)", "3986": "01___CATEGORICAL___name___Peyton Riley (New Earth)", "3987": "01___CATEGORICAL___name___Ph'yzzon (New Earth)", "3988": "01___CATEGORICAL___name___Phade (New Earth)", "3989": "01___CATEGORICAL___name___Phalanx (New Earth)", "3990": "01___CATEGORICAL___name___Phantasm (New Earth)", "3991": "01___CATEGORICAL___name___Phantom Stranger (New Earth)", "3992": "01___CATEGORICAL___name___Pharamond (New Earth)", "3993": "01___CATEGORICAL___name___Pharaoh I (New Earth)", "3994": "01___CATEGORICAL___name___Pharaoh II (New Earth)", "3995": "01___CATEGORICAL___name___Pharzoof (New Earth)", "3996": "01___CATEGORICAL___name___Phil (New Earth)", "3997": "01___CATEGORICAL___name___Philbert Hoskins (New Earth)", "3998": "01___CATEGORICAL___name___Philip Folger (New Earth)", "3999": "01___CATEGORICAL___name___Philip Rothstein (New Earth)", "4000": "01___CATEGORICAL___name___Philippus (New Earth)", "4001": "01___CATEGORICAL___name___Phillip Cobb (New Earth)", "4002": "01___CATEGORICAL___name___Phillip Darrow (New Earth)", "4003": "01___CATEGORICAL___name___Phillip Easton (New Earth)", "4004": "01___CATEGORICAL___name___Phillip Hunter (New Earth)", "4005": "01___CATEGORICAL___name___Phillip Karnowsky (New Earth)", "4006": "01___CATEGORICAL___name___Phillip Kramer (New Earth)", "4007": "01___CATEGORICAL___name___Phillip Lorens (New Earth)", "4008": "01___CATEGORICAL___name___Phillip Mason (New Earth)", "4009": "01___CATEGORICAL___name___Phillipe Mouton (New Earth)", "4010": "01___CATEGORICAL___name___Philo Zeiss (New Earth)", "4011": "01___CATEGORICAL___name___Philomela (New Earth)", "4012": "01___CATEGORICAL___name___Phinea (New Earth)", "4013": "01___CATEGORICAL___name___Phineas Quayle (New Earth)", "4014": "01___CATEGORICAL___name___Phobos (New Earth)", "4015": "01___CATEGORICAL___name___Phoebe (New Earth)", "4016": "01___CATEGORICAL___name___Phoebus Apollo (New Earth)", "4017": "01___CATEGORICAL___name___Phoney Baloney (New Earth)", "4018": "01___CATEGORICAL___name___Phosphorus Rex (New Earth)", "4019": "01___CATEGORICAL___name___Phreaking Phreddy (New Earth)", "4020": "01___CATEGORICAL___name___Phthia (New Earth)", "4021": "01___CATEGORICAL___name___Phyllis Baker (New Earth)", "4022": "01___CATEGORICAL___name___Phyllis Haller (New Earth)", "4023": "01___CATEGORICAL___name___Pi\\u00f1ata (New Earth)", "4024": "01___CATEGORICAL___name___Pierce I (New Earth)", "4025": "01___CATEGORICAL___name___Pierce II (New Earth)", "4026": "01___CATEGORICAL___name___Pierrot Lunaire (New Earth)", "4027": "01___CATEGORICAL___name___Pieter Cross (New Earth)", "4028": "01___CATEGORICAL___name___Pietr Brenovich (New Earth)", "4029": "01___CATEGORICAL___name___Piledriver (New Earth)", "4030": "01___CATEGORICAL___name___Pinball Wizard (Earth-One)", "4031": "01___CATEGORICAL___name___Pinky Butler (New Earth)", "4032": "01___CATEGORICAL___name___Pino Maroni (New Earth)", "4033": "01___CATEGORICAL___name___Piscator (New Earth)", "4034": "01___CATEGORICAL___name___Piston (New Earth)", "4035": "01___CATEGORICAL___name___Plasmax (New Earth)", "4036": "01___CATEGORICAL___name___Platinum (New Earth)", "4037": "01___CATEGORICAL___name___Platinum Man (New Earth)", "4038": "01___CATEGORICAL___name___Plunder (New Earth)", "4039": "01___CATEGORICAL___name___Plutonium (New Earth)", "4040": "01___CATEGORICAL___name___Plutonium Man (New Earth)", "4041": "01___CATEGORICAL___name___Pocket Pal (New Earth)", "4042": "01___CATEGORICAL___name___Poet II (New Earth)", "4043": "01___CATEGORICAL___name___Pol Manning (New Earth)", "4044": "01___CATEGORICAL___name___Poledancer (New Earth)", "4045": "01___CATEGORICAL___name___Pom Pom Girl (New Earth)", "4046": "01___CATEGORICAL___name___Pomoxis (New Earth)", "4047": "01___CATEGORICAL___name___Poprocket (New Earth)", "4048": "01___CATEGORICAL___name___Porcelain Doll (New Earth)", "4049": "01___CATEGORICAL___name___Porm (New Earth)", "4050": "01___CATEGORICAL___name___Porter Vito (New Earth)", "4051": "01___CATEGORICAL___name___Poseidon (New Earth)", "4052": "01___CATEGORICAL___name___Power Boy (New Earth)", "4053": "01___CATEGORICAL___name___Power Girl's Cat (New Earth)", "4054": "01___CATEGORICAL___name___Praetor (New Earth)", "4055": "01___CATEGORICAL___name___Pravda (New Earth)", "4056": "01___CATEGORICAL___name___Precious (New Earth)", "4057": "01___CATEGORICAL___name___Predator (New Earth)", "4058": "01___CATEGORICAL___name___Pren (New Earth)", "4059": "01___CATEGORICAL___name___Preston Lindsay (New Earth)", "4060": "01___CATEGORICAL___name___Preus (New Earth)", "4061": "01___CATEGORICAL___name___Priest (New Earth)", "4062": "01___CATEGORICAL___name___Primaid (New Earth)", "4063": "01___CATEGORICAL___name___Primat (New Earth)", "4064": "01___CATEGORICAL___name___Prime Number (New Earth)", "4065": "01___CATEGORICAL___name___Prime One (New Earth)", "4066": "01___CATEGORICAL___name___Prime-7 (New Earth)", "4067": "01___CATEGORICAL___name___Prince Aquamarine (New Earth)", "4068": "01___CATEGORICAL___name___Prince Inferno (New Earth)", "4069": "01___CATEGORICAL___name___Prince Peril (New Earth)", "4070": "01___CATEGORICAL___name___Prince Ruby (New Earth)", "4071": "01___CATEGORICAL___name___Prince Topaz (New Earth)", "4072": "01___CATEGORICAL___name___Princess Emerald II (New Earth)", "4073": "01___CATEGORICAL___name___Princess Emerald III (New Earth)", "4074": "01___CATEGORICAL___name___Princess Maru (New Earth)", "4075": "01___CATEGORICAL___name___Princess Topaz (New Earth)", "4076": "01___CATEGORICAL___name___Priscilla Stryker (New Earth)", "4077": "01___CATEGORICAL___name___Pritor (New Earth)", "4078": "01___CATEGORICAL___name___Probe (New Earth)", "4079": "01___CATEGORICAL___name___Procanon Kaa (New Earth)", "4080": "01___CATEGORICAL___name___Procne (New Earth)", "4081": "01___CATEGORICAL___name___Prof (New Earth)", "4082": "01___CATEGORICAL___name___Professor Ojo (New Earth)", "4083": "01___CATEGORICAL___name___Professor Powder (New Earth)", "4084": "01___CATEGORICAL___name___Prohl Gosgotha (New Earth)", "4085": "01___CATEGORICAL___name___Prom Queen (New Earth)", "4086": "01___CATEGORICAL___name___Prometheus (New Earth)", "4087": "01___CATEGORICAL___name___Propaganda (New Earth)", "4088": "01___CATEGORICAL___name___Proselyte (New Earth)", "4089": "01___CATEGORICAL___name___Proteus, God of Changes (New Earth)", "4090": "01___CATEGORICAL___name___Protex (New Earth)", "4091": "01___CATEGORICAL___name___Provoke (New Earth)", "4092": "01___CATEGORICAL___name___Prowley (New Earth)", "4093": "01___CATEGORICAL___name___Pryemaul (New Earth)", "4094": "01___CATEGORICAL___name___Psi-Phon (New Earth)", "4095": "01___CATEGORICAL___name___Psykosis (New Earth)", "4096": "01___CATEGORICAL___name___Purple Pilgrim (New Earth)", "4097": "01___CATEGORICAL___name___Putty (New Earth)", "4098": "01___CATEGORICAL___name___Pyotr Raskov (New Earth)", "4099": "01___CATEGORICAL___name___Pyra (New Earth)", "4100": "01___CATEGORICAL___name___Pyranis (New Earth)", "4101": "01___CATEGORICAL___name___Pythia I (New Earth)", "4102": "01___CATEGORICAL___name___Pytor Orloff (New Earth)", "4103": "01___CATEGORICAL___name___Qanda (New Earth)", "4104": "01___CATEGORICAL___name___Qi'Qi (New Earth)", "4105": "01___CATEGORICAL___name___Qi-Yu (New Earth)", "4106": "01___CATEGORICAL___name___Quake (New Earth)", "4107": "01___CATEGORICAL___name___Quaker (New Earth)", "4108": "01___CATEGORICAL___name___Quartzite (New Earth)", "4109": "01___CATEGORICAL___name___Queen Clea (New Earth)", "4110": "01___CATEGORICAL___name___Queen of Hearts I (New Earth)", "4111": "01___CATEGORICAL___name___Queen of Hearts II (New Earth)", "4112": "01___CATEGORICAL___name___Queen of Hearts III (New Earth)", "4113": "01___CATEGORICAL___name___Queen of Hearts IV (New Earth)", "4114": "01___CATEGORICAL___name___Queen of Hearts V (New Earth)", "4115": "01___CATEGORICAL___name___Queen of Spades III (New Earth)", "4116": "01___CATEGORICAL___name___Queenie (New Earth)", "4117": "01___CATEGORICAL___name___Queequeg (New Earth)", "4118": "01___CATEGORICAL___name___Quentin Quale (New Earth)", "4119": "01___CATEGORICAL___name___Quetzlotl (New Earth)", "4120": "01___CATEGORICAL___name___Quex-Ul (New Earth)", "4121": "01___CATEGORICAL___name___Quinn Thomas (New Earth)", "4122": "01___CATEGORICAL___name___Quislet (Pre-Zero Hour)", "4123": "01___CATEGORICAL___name___Quiz (New Earth)", "4124": "01___CATEGORICAL___name___Quond (New Earth)", "4125": "01___CATEGORICAL___name___Quote (New Earth)", "4126": "01___CATEGORICAL___name___Qurina Vint (New Earth)", "4127": "01___CATEGORICAL___name___Qwewq (New Earth)", "4128": "01___CATEGORICAL___name___Qwsp (New Earth)", "4129": "01___CATEGORICAL___name___R'amey Holl (New Earth)", "4130": "01___CATEGORICAL___name___RRU-9-2 (New Earth)", "4131": "01___CATEGORICAL___name___Ra's al Ghul (New Earth)", "4132": "01___CATEGORICAL___name___Rac Shade (New Earth)", "4133": "01___CATEGORICAL___name___Racer the Horse (New Earth)", "4134": "01___CATEGORICAL___name___Rachel Berkowitz (New Earth)", "4135": "01___CATEGORICAL___name___Rachel Caspian (New Earth)", "4136": "01___CATEGORICAL___name___Rachel Dodds (New Earth)", "4137": "01___CATEGORICAL___name___Rachel Keast (New Earth)", "4138": "01___CATEGORICAL___name___Rachel Niamo (Prime Earth)", "4139": "01___CATEGORICAL___name___Rachel Roth (New Earth)", "4140": "01___CATEGORICAL___name___Radiant (New Earth)", "4141": "01___CATEGORICAL___name___Radiant II (New Earth)", "4142": "01___CATEGORICAL___name___Radiant, Spirit of Mercy (New Earth)", "4143": "01___CATEGORICAL___name___Radiator (New Earth)", "4144": "01___CATEGORICAL___name___Radion (New Earth)", "4145": "01___CATEGORICAL___name___Radu Stancu (New Earth)", "4146": "01___CATEGORICAL___name___Rae Hall (New Earth)", "4147": "01___CATEGORICAL___name___Rafael Hardy (New Earth)", "4148": "01___CATEGORICAL___name___Rafael Harris (New Earth)", "4149": "01___CATEGORICAL___name___Rafael Sandoval (New Earth)", "4150": "01___CATEGORICAL___name___Rafael Santini (New Earth)", "4151": "01___CATEGORICAL___name___Rafael di Rienzi (New Earth)", "4152": "01___CATEGORICAL___name___Ragnar (Green Lantern Animated Series)", "4153": "01___CATEGORICAL___name___Ragnar (New Earth)", "4154": "01___CATEGORICAL___name___Railgun (New Earth)", "4155": "01___CATEGORICAL___name___Rajak Darkraven (New Earth)", "4156": "01___CATEGORICAL___name___Rak Arranya (New Earth)", "4157": "01___CATEGORICAL___name___Raker Qarrigat (New Earth)", "4158": "01___CATEGORICAL___name___Ral-Dar (New Earth)", "4159": "01___CATEGORICAL___name___Ralph Bundy (New Earth)", "4160": "01___CATEGORICAL___name___Ralph Dibny (New Earth)", "4161": "01___CATEGORICAL___name___Ralph Jackson (New Earth)", "4162": "01___CATEGORICAL___name___Rama Kushna (New Earth)", "4163": "01___CATEGORICAL___name___Ramban (New Earth)", "4164": "01___CATEGORICAL___name___Ramia (New Earth)", "4165": "01___CATEGORICAL___name___Ramon Bracuda (New Earth)", "4166": "01___CATEGORICAL___name___Ramon Solomano (New Earth)", "4167": "01___CATEGORICAL___name___Ramona (New Earth)", "4168": "01___CATEGORICAL___name___Rampotatek (New Earth)", "4169": "01___CATEGORICAL___name___Ramsey Murdoch (New Earth)", "4170": "01___CATEGORICAL___name___Ramsey Robinson (New Earth)", "4171": "01___CATEGORICAL___name___Ramulus (New Earth)", "4172": "01___CATEGORICAL___name___Ran-L (New Earth)", "4173": "01___CATEGORICAL___name___Ranakar (New Earth)", "4174": "01___CATEGORICAL___name___Randall Adam (New Earth)", "4175": "01___CATEGORICAL___name___Randall Mikavic (New Earth)", "4176": "01___CATEGORICAL___name___Randall Stagg (New Earth)", "4177": "01___CATEGORICAL___name___Randall Truman (New Earth)", "4178": "01___CATEGORICAL___name___Randolph Ormsby (New Earth)", "4179": "01___CATEGORICAL___name___Randu Singh (New Earth)", "4180": "01___CATEGORICAL___name___Randy Hanrahan (New Earth)", "4181": "01___CATEGORICAL___name___Ranger (New Earth)", "4182": "01___CATEGORICAL___name___Rani (New Earth)", "4183": "01___CATEGORICAL___name___Ranx (New Earth)", "4184": "01___CATEGORICAL___name___Rao (New Earth)", "4185": "01___CATEGORICAL___name___Raquel Ervin (Dakotaverse)", "4186": "01___CATEGORICAL___name___Rasa Nekroy (New Earth)", "4187": "01___CATEGORICAL___name___Rashira (New Earth)", "4188": "01___CATEGORICAL___name___Ratchet (New Earth)", "4189": "01___CATEGORICAL___name___Rath (New Earth)", "4190": "01___CATEGORICAL___name___Ratira (New Earth)", "4191": "01___CATEGORICAL___name___Rava (New Earth)", "4192": "01___CATEGORICAL___name___Ravager II (New Earth)", "4193": "01___CATEGORICAL___name___Ravan (New Earth)", "4194": "01___CATEGORICAL___name___Ray Carson (New Earth)", "4195": "01___CATEGORICAL___name___Rayhan Mazin (New Earth)", "4196": "01___CATEGORICAL___name___Raymond Gibson (New Earth)", "4197": "01___CATEGORICAL___name___Raymond Kessler (New Earth)", "4198": "01___CATEGORICAL___name___Raymond Palmer (New Earth)", "4199": "01___CATEGORICAL___name___Rayyana (New Earth)", "4200": "01___CATEGORICAL___name___Razer (New Earth)", "4201": "01___CATEGORICAL___name___Razerkut (New Earth)", "4202": "01___CATEGORICAL___name___Razor (New Earth)", "4203": "01___CATEGORICAL___name___Razorback (New Earth)", "4204": "01___CATEGORICAL___name___Razorburn (New Earth)", "4205": "01___CATEGORICAL___name___Rebecca Carstairs (New Earth)", "4206": "01___CATEGORICAL___name___Rebecca Jones (New Earth)", "4207": "01___CATEGORICAL___name___Rebecca McFadden (New Earth)", "4208": "01___CATEGORICAL___name___Rebecca Muldoon (New Earth)", "4209": "01___CATEGORICAL___name___Rebecca Sharpe (New Earth)", "4210": "01___CATEGORICAL___name___Rebel I (New Earth)", "4211": "01___CATEGORICAL___name___Rebel II (New Earth)", "4212": "01___CATEGORICAL___name___Recca (New Earth)", "4213": "01___CATEGORICAL___name___Recluse (New Earth)", "4214": "01___CATEGORICAL___name___Red Bailey (New Earth)", "4215": "01___CATEGORICAL___name___Red Death (New Earth)", "4216": "01___CATEGORICAL___name___Red Dragon (New Earth)", "4217": "01___CATEGORICAL___name___Red Jack (New Earth)", "4218": "01___CATEGORICAL___name___Red Mask (New Earth)", "4219": "01___CATEGORICAL___name___Red Panzer II (New Earth)", "4220": "01___CATEGORICAL___name___Red Panzer III (New Earth)", "4221": "01___CATEGORICAL___name___Red Tornado (New Earth)", "4222": "01___CATEGORICAL___name___Red Torpedo (New Earth)", "4223": "01___CATEGORICAL___name___Red of the Rainbow Raiders (New Earth)", "4224": "01___CATEGORICAL___name___Red-Eye (New Earth)", "4225": "01___CATEGORICAL___name___Redback Spider (New Earth)", "4226": "01___CATEGORICAL___name___Redblade (New Earth)", "4227": "01___CATEGORICAL___name___Redzone (New Earth)", "4228": "01___CATEGORICAL___name___Reemuz (New Earth)", "4229": "01___CATEGORICAL___name___Rees-Van (New Earth)", "4230": "01___CATEGORICAL___name___Reever (New Earth)", "4231": "01___CATEGORICAL___name___Reg H'Rr (New Earth)", "4232": "01___CATEGORICAL___name___Reggie (New Earth)", "4233": "01___CATEGORICAL___name___Regin (New Earth)", "4234": "01___CATEGORICAL___name___Regulator II (New Earth)", "4235": "01___CATEGORICAL___name___Reichsmark (New Earth)", "4236": "01___CATEGORICAL___name___Reiko Yamashiro (New Earth)", "4237": "01___CATEGORICAL___name___Relok Hag (New Earth)", "4238": "01___CATEGORICAL___name___Rema (New Earth)", "4239": "01___CATEGORICAL___name___Remiel (New Earth)", "4240": "01___CATEGORICAL___name___Remnant (New Earth)", "4241": "01___CATEGORICAL___name___Remnant Nod (New Earth)", "4242": "01___CATEGORICAL___name___Rena (New Earth)", "4243": "01___CATEGORICAL___name___Renard Traquer (Earth-One)", "4244": "01___CATEGORICAL___name___Renata Takamori (New Earth)", "4245": "01___CATEGORICAL___name___Rene Carpenter (New Earth)", "4246": "01___CATEGORICAL___name___Renee Montoya (New Earth)", "4247": "01___CATEGORICAL___name___Reno Rosetti (New Earth)", "4248": "01___CATEGORICAL___name___Repo (New Earth)", "4249": "01___CATEGORICAL___name___Retro (New Earth)", "4250": "01___CATEGORICAL___name___Revenant (New Earth)", "4251": "01___CATEGORICAL___name___Rex Leech (New Earth)", "4252": "01___CATEGORICAL___name___Rex Mason (New Earth)", "4253": "01___CATEGORICAL___name___Rex Stewart (New Earth)", "4254": "01___CATEGORICAL___name___Rex Tyler (New Earth)", "4255": "01___CATEGORICAL___name___Rhea Jones (New Earth)", "4256": "01___CATEGORICAL___name___Rhoark (New Earth)", "4257": "01___CATEGORICAL___name___Rhodri Llewelyn (New Earth)", "4258": "01___CATEGORICAL___name___Rhombus (New Earth)", "4259": "01___CATEGORICAL___name___Ri (New Earth)", "4260": "01___CATEGORICAL___name___Ribalvei (New Earth)", "4261": "01___CATEGORICAL___name___Richard Benson (New Earth)", "4262": "01___CATEGORICAL___name___Richard Beren (New Earth)", "4263": "01___CATEGORICAL___name___Richard Carter (Earth-One)", "4264": "01___CATEGORICAL___name___Richard Craemer (New Earth)", "4265": "01___CATEGORICAL___name___Richard Daniel (New Earth)", "4266": "01___CATEGORICAL___name___Richard Dare (New Earth)", "4267": "01___CATEGORICAL___name___Richard Destine (New Earth)", "4268": "01___CATEGORICAL___name___Richard Drakunovski (New Earth)", "4269": "01___CATEGORICAL___name___Richard Faulkner (New Earth)", "4270": "01___CATEGORICAL___name___Richard Flag, Jr. (New Earth)", "4271": "01___CATEGORICAL___name___Richard Flag, Sr. (New Earth)", "4272": "01___CATEGORICAL___name___Richard Grant (New Earth)", "4273": "01___CATEGORICAL___name___Richard Grey, Jr. (New Earth)", "4274": "01___CATEGORICAL___name___Richard Hertz (New Earth)", "4275": "01___CATEGORICAL___name___Richard Malverne (New Earth)", "4276": "01___CATEGORICAL___name___Richard Mehlville (New Earth)", "4277": "01___CATEGORICAL___name___Richard Mission (New Earth)", "4278": "01___CATEGORICAL___name___Richard Occult (New Earth)", "4279": "01___CATEGORICAL___name___Richard Perignon (New Earth)", "4280": "01___CATEGORICAL___name___Richard Plante (New Earth)", "4281": "01___CATEGORICAL___name___Richard Raleigh (New Earth)", "4282": "01___CATEGORICAL___name___Richard Rawlins (New Earth)", "4283": "01___CATEGORICAL___name___Richard Redditch (New Earth)", "4284": "01___CATEGORICAL___name___Richard Simpson (New Earth)", "4285": "01___CATEGORICAL___name___Richard Stanton (New Earth)", "4286": "01___CATEGORICAL___name___Richard Starr (New Earth)", "4287": "01___CATEGORICAL___name___Richard Swift (New Earth)", "4288": "01___CATEGORICAL___name___Richard Tyler (New Earth)", "4289": "01___CATEGORICAL___name___Rico Strada (New Earth)", "4290": "01___CATEGORICAL___name___Ricochet II (New Earth)", "4291": "01___CATEGORICAL___name___Rikkard Rynders (New Earth)", "4292": "01___CATEGORICAL___name___Rina (New Earth)", "4293": "01___CATEGORICAL___name___Ringo Chen (New Earth)", "4294": "01___CATEGORICAL___name___Rio Ferdinand (New Earth)", "4295": "01___CATEGORICAL___name___Riot (New Earth)", "4296": "01___CATEGORICAL___name___Rip Carter (New Earth)", "4297": "01___CATEGORICAL___name___Rip Hunter (New Earth)", "4298": "01___CATEGORICAL___name___Rip Roar (New Earth)", "4299": "01___CATEGORICAL___name___Ripjak (New Earth)", "4300": "01___CATEGORICAL___name___Risque (New Earth)", "4301": "01___CATEGORICAL___name___Rita Beckman (New Earth)", "4302": "01___CATEGORICAL___name___Rita Lopez (New Earth)", "4303": "01___CATEGORICAL___name___Ritar (New Earth)", "4304": "01___CATEGORICAL___name___Ritter 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Earth)", "4320": "01___CATEGORICAL___name___Robert Lee (New Earth)", "4321": "01___CATEGORICAL___name___Robert Long (New Earth)", "4322": "01___CATEGORICAL___name___Robert Mason (New Earth)", "4323": "01___CATEGORICAL___name___Robert Queen (New Earth)", "4324": "01___CATEGORICAL___name___Robert Reed (New Earth)", "4325": "01___CATEGORICAL___name___Robert Smith (New Earth)", "4326": "01___CATEGORICAL___name___Robert West (New Earth)", "4327": "01___CATEGORICAL___name___Robin Hood (New Earth)", "4328": "01___CATEGORICAL___name___Robo-Octo-Ape (New Earth)", "4329": "01___CATEGORICAL___name___Robot 32198 (New Earth)", "4330": "01___CATEGORICAL___name___Robot F2324 (New Earth)", "4331": "01___CATEGORICAL___name___Rockface (New Earth)", "4332": "01___CATEGORICAL___name___Rockslide (Post-Zero Hour)", "4333": "01___CATEGORICAL___name___Rocky (New Earth)", "4334": "01___CATEGORICAL___name___Rod Reilly (New Earth)", "4335": "01___CATEGORICAL___name___Rodan Katatami (New Earth)", "4336": 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(New Earth)", "4353": "01___CATEGORICAL___name___Roland (New Earth)", "4354": "01___CATEGORICAL___name___Roland Desmond (New Earth)", "4355": "01___CATEGORICAL___name___Rollo (New Earth)", "4356": "01___CATEGORICAL___name___Roman Cavallo (New Earth)", "4357": "01___CATEGORICAL___name___Roman Sionis (New Earth)", "4358": "01___CATEGORICAL___name___Romana Vrezhenski (New Earth)", "4359": "01___CATEGORICAL___name___Romat-Ru (New Earth)", "4360": "01___CATEGORICAL___name___Romy Chandler (New Earth)", "4361": "01___CATEGORICAL___name___Ronal (New Earth)", "4362": "01___CATEGORICAL___name___Ronald Evers (New Earth)", "4363": "01___CATEGORICAL___name___Ronald Houston (New Earth)", "4364": "01___CATEGORICAL___name___Ronald Probson (New Earth)", "4365": "01___CATEGORICAL___name___Ronald Raymond (New Earth)", "4366": "01___CATEGORICAL___name___Ronald Reagan (New Earth)", "4367": "01___CATEGORICAL___name___Ronald Sweet (New Earth)", "4368": "01___CATEGORICAL___name___Ronel (New Earth)", "4369": "01___CATEGORICAL___name___Ronnie Sarasky (New Earth)", "4370": "01___CATEGORICAL___name___Ronzin Daark (New Earth)", "4371": "01___CATEGORICAL___name___Roo (New Earth)", "4372": "01___CATEGORICAL___name___Rook (New Earth)", "4373": "01___CATEGORICAL___name___Rori Dag (New Earth)", "4374": "01___CATEGORICAL___name___Rori Stroh (New Earth)", "4375": "01___CATEGORICAL___name___Rory Regan (New Earth)", "4376": "01___CATEGORICAL___name___Rosa Rubikskova (New Earth)", "4377": "01___CATEGORICAL___name___Rosabelle Mendez (New Earth)", "4378": "01___CATEGORICAL___name___Rosalyn Mays (New Earth)", "4379": "01___CATEGORICAL___name___Roscoe Barrow (New Earth)", "4380": "01___CATEGORICAL___name___Roscoe Chiara (New Earth)", "4381": "01___CATEGORICAL___name___Roscoe Dillon (New Earth)", "4382": "01___CATEGORICAL___name___Rose Beryl (New Earth)", "4383": "01___CATEGORICAL___name___Rose Canton (New Earth)", "4384": "01___CATEGORICAL___name___Rose D'Angelo (New Earth)", "4385": "01___CATEGORICAL___name___Rose Levin (New Earth)", "4386": "01___CATEGORICAL___name___Rose Lewis (New Earth)", "4387": "01___CATEGORICAL___name___Rose Psychic (New Earth)", "4388": "01___CATEGORICAL___name___Rose Shaw (New Earth)", "4389": "01___CATEGORICAL___name___Rose Walker (New Earth)", "4390": "01___CATEGORICAL___name___Rose Wilson (New Earth)", "4391": "01___CATEGORICAL___name___Rosemary Fields (New Earth)", "4392": "01___CATEGORICAL___name___Roshanna Chatterji (New Earth)", "4393": "01___CATEGORICAL___name___Ross Llwellyn (New Earth)", "4394": "01___CATEGORICAL___name___Ross Richman (New Earth)", "4395": "01___CATEGORICAL___name___Rot Lop Fan (New Earth)", "4396": "01___CATEGORICAL___name___Rott (New Earth)", "4397": "01___CATEGORICAL___name___Rovo Quashi (New Earth)", "4398": "01___CATEGORICAL___name___Roxanne Leech (New Earth)", "4399": "01___CATEGORICAL___name___Roxanne Snow (New Earth)", "4400": "01___CATEGORICAL___name___Roxanne Sutton (New Earth)", "4401": "01___CATEGORICAL___name___Roxy (New Earth)", "4402": "01___CATEGORICAL___name___Roy G. 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"4442": "01___CATEGORICAL___name___Saffron Bell (New Earth)", "4443": "01___CATEGORICAL___name___Saint Columba (New Earth)", "4444": "01___CATEGORICAL___name___Sakki (New Earth)", "4445": "01___CATEGORICAL___name___Sala Nisaba (New Earth)", "4446": "01___CATEGORICAL___name___Salah Miandad (New Earth)", "4447": "01___CATEGORICAL___name___Salima Baranizar (New Earth)", "4448": "01___CATEGORICAL___name___Sally Marsden (New Earth)", "4449": "01___CATEGORICAL___name___Sally Milton (New Earth)", "4450": "01___CATEGORICAL___name___Salt of the Earth (New Earth)", "4451": "01___CATEGORICAL___name___Salvo (New Earth)", "4452": "01___CATEGORICAL___name___Sam Simeon (New Earth)", "4453": "01___CATEGORICAL___name___Samantha Collins (New Earth)", "4454": "01___CATEGORICAL___name___Samantha Morgan (New Earth)", "4455": "01___CATEGORICAL___name___Sami Mousawi (New Earth)", "4456": "01___CATEGORICAL___name___Sammy Jaye (New Earth)", "4457": "01___CATEGORICAL___name___Samuel Bradley (New Earth)", 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Earth)", "4474": "01___CATEGORICAL___name___Sandro Batorn (New Earth)", "4475": "01___CATEGORICAL___name___Sandstorm (New Earth)", "4476": "01___CATEGORICAL___name___Sanjeet Bhatia (New Earth)", "4477": "01___CATEGORICAL___name___Santa Claus", "4478": "01___CATEGORICAL___name___Santa Klaus (New Earth)", "4479": "01___CATEGORICAL___name___Santiago Vargas (New Earth)", "4480": "01___CATEGORICAL___name___Sapling (New Earth)", "4481": "01___CATEGORICAL___name___Sapphire Stagg (New Earth)", "4482": "01___CATEGORICAL___name___Sara Butters (New Earth)", "4483": "01___CATEGORICAL___name___Sara Descarl (New Earth)", "4484": "01___CATEGORICAL___name___Sara Furness (New Earth)", "4485": "01___CATEGORICAL___name___Sara Smart (New Earth)", "4486": "01___CATEGORICAL___name___Saraday (New Earth)", "4487": "01___CATEGORICAL___name___Sarah Charles (New Earth)", "4488": "01___CATEGORICAL___name___Sarah Essen (New Earth)", "4489": "01___CATEGORICAL___name___Sarah Moss (New Earth)", "4490": 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Earth)", "4507": "01___CATEGORICAL___name___Sazu (New Earth)", "4508": "01___CATEGORICAL___name___Scandal Savage (New Earth)", "4509": "01___CATEGORICAL___name___Scar (New Earth)", "4510": "01___CATEGORICAL___name___Scarab (New Earth)", "4511": "01___CATEGORICAL___name___Scarabus (New Earth)", "4512": "01___CATEGORICAL___name___Scareware (New Earth)", "4513": "01___CATEGORICAL___name___Scarlet Rose (New Earth)", "4514": "01___CATEGORICAL___name___Scarlet Scythe (New Earth)", "4515": "01___CATEGORICAL___name___Scatter (New Earth)", "4516": "01___CATEGORICAL___name___Scavenger (New Earth)", "4517": "01___CATEGORICAL___name___Schlagg-Man (New Earth)", "4518": "01___CATEGORICAL___name___Scivor (New Earth)", "4519": "01___CATEGORICAL___name___Scoopshovel (New Earth)", "4520": "01___CATEGORICAL___name___Scorcher I (New Earth)", "4521": "01___CATEGORICAL___name___Scorcher III (New Earth)", "4522": "01___CATEGORICAL___name___Scott Fischer (New Earth)", "4523": "01___CATEGORICAL___name___Scott Free (New Earth)", "4524": "01___CATEGORICAL___name___Scott Jameson (New Earth)", "4525": "01___CATEGORICAL___name___Scott Laughlin (New Earth)", "4526": "01___CATEGORICAL___name___Scott Lowe (New Earth)", "4527": "01___CATEGORICAL___name___Scott Sawyer (New Earth)", "4528": "01___CATEGORICAL___name___Scott Scanlon (New Earth)", "4529": "01___CATEGORICAL___name___Scott Spencer (New Earth)", "4530": "01___CATEGORICAL___name___Scott Tucker (New Earth)", "4531": "01___CATEGORICAL___name___Scour (New Earth)", "4532": "01___CATEGORICAL___name___Scourge (New Earth)", "4533": "01___CATEGORICAL___name___Scramjet (New Earth)", "4534": "01___CATEGORICAL___name___Scratch (New Earth)", "4535": "01___CATEGORICAL___name___Screaming Skull (New Earth)", "4536": "01___CATEGORICAL___name___Scribbly Jibbet (New Earth)", "4537": "01___CATEGORICAL___name___Scylla (New Earth)", "4538": "01___CATEGORICAL___name___Scythe (New Earth)", "4539": "01___CATEGORICAL___name___Sea Imp (New Earth)", "4540": "01___CATEGORICAL___name___Sea Wolf (New Earth)", "4541": "01___CATEGORICAL___name___Seagrin (New Earth)", "4542": "01___CATEGORICAL___name___Sean Noonan (New Earth)", "4543": "01___CATEGORICAL___name___Sean Sonus (New Earth)", "4544": "01___CATEGORICAL___name___Sebastian Blood IX (New Earth)", "4545": "01___CATEGORICAL___name___Sebastian Blood VIII (New Earth)", "4546": "01___CATEGORICAL___name___Sebastian Faust (New Earth)", "4547": "01___CATEGORICAL___name___Sebastian Hady (New Earth)", "4548": "01___CATEGORICAL___name___Sebastian Ives (New Earth)", "4549": "01___CATEGORICAL___name___Sebastian Rothschild (New Earth)", "4550": "01___CATEGORICAL___name___Seducer (New Earth)", "4551": "01___CATEGORICAL___name___Seductress (New Earth)", "4552": "01___CATEGORICAL___name___Sela (New Earth)", "4553": "01___CATEGORICAL___name___Sela Allen (New Earth)", "4554": "01___CATEGORICAL___name___Selaya (New Earth)", "4555": "01___CATEGORICAL___name___Selinda Flinders (New Earth)", "4556": "01___CATEGORICAL___name___Selma Tolon (New Earth)", "4557": "01___CATEGORICAL___name___Sem-Re (New Earth)", "4558": "01___CATEGORICAL___name___Sen-M (New Earth)", "4559": "01___CATEGORICAL___name___Sendrina (New Earth)", "4560": "01___CATEGORICAL___name___Seneca (New Earth)", "4561": "01___CATEGORICAL___name___Senior Citizen (New Earth)", "4562": "01___CATEGORICAL___name___Sensei (New Earth)", "4563": "01___CATEGORICAL___name___Senses-Taker (New Earth)", "4564": "01___CATEGORICAL___name___Seong Barclay (New Earth)", "4565": "01___CATEGORICAL___name___Serafina Arkadin (New Earth)", "4566": "01___CATEGORICAL___name___Seraph (New Earth)", "4567": "01___CATEGORICAL___name___Sercy (New Earth)", "4568": "01___CATEGORICAL___name___Sergeant Mack (New Earth)", "4569": "01___CATEGORICAL___name___Serifan (New Earth)", "4570": "01___CATEGORICAL___name___Serina Grant (New Earth)", "4571": "01___CATEGORICAL___name___Serling Roquette (New Earth)", "4572": "01___CATEGORICAL___name___Serpenteen (New Earth)", "4573": "01___CATEGORICAL___name___Servitor (New Earth)", "4574": "01___CATEGORICAL___name___Settler I (New Earth)", "4575": "01___CATEGORICAL___name___Settler II (New Earth)", "4576": "01___CATEGORICAL___name___Settler III (New Earth)", "4577": "01___CATEGORICAL___name___Settler IV (New Earth)", "4578": "01___CATEGORICAL___name___Settler V (New Earth)", "4579": "01___CATEGORICAL___name___Seven of Spades I (New Earth)", "4580": "01___CATEGORICAL___name___Sewer King (New Earth)", "4581": "01___CATEGORICAL___name___Seyg-El (New Earth)", "4582": "01___CATEGORICAL___name___Sh'ri Valkyr (New Earth)", "4583": "01___CATEGORICAL___name___Sha'sheen J'onzz (New Earth)", "4584": "01___CATEGORICAL___name___Shaar Q (New Earth)", "4585": "01___CATEGORICAL___name___Shado (New Earth)", "4586": "01___CATEGORICAL___name___Shadow of War (New Earth)", "4587": "01___CATEGORICAL___name___Shadower II (New Earth)", "4588": "01___CATEGORICAL___name___Shadowstryke (New Earth)", "4589": "01___CATEGORICAL___name___Shadrack Hightower (New Earth)", "4590": "01___CATEGORICAL___name___Shaggy Man I (New Earth)", "4591": "01___CATEGORICAL___name___Shaggy Man II (New Earth)", "4592": "01___CATEGORICAL___name___Shaggy Man III (New Earth)", "4593": "01___CATEGORICAL___name___Shakes (New Earth)", "4594": "01___CATEGORICAL___name___Shalako (New Earth)", "4595": "01___CATEGORICAL___name___Shaligo (New Earth)", "4596": "01___CATEGORICAL___name___Shalimar (New Earth)", "4597": "01___CATEGORICAL___name___Shalir (New Earth)", "4598": "01___CATEGORICAL___name___Shamus (New Earth)", "4599": "01___CATEGORICAL___name___Shane Sellers (New Earth)", "4600": "01___CATEGORICAL___name___Shane Thompson (New Earth)", "4601": "01___CATEGORICAL___name___Shango (New Earth)", "4602": "01___CATEGORICAL___name___Shaolin Robot (New Earth)", "4603": "01___CATEGORICAL___name___Sharon Hawkins (Dakotaverse)", "4604": "01___CATEGORICAL___name___Sharon Parker (New Earth)", "4605": 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Gaynor (New Earth)", "4622": "01___CATEGORICAL___name___Shen Chi (New Earth)", "4623": "01___CATEGORICAL___name___Shen Li Po (New Earth)", "4624": "01___CATEGORICAL___name___Sherlock Holmes (New Earth)", "4625": "01___CATEGORICAL___name___Shiera Sanders (New Earth)", "4626": "01___CATEGORICAL___name___Shift (New Earth)", "4627": "01___CATEGORICAL___name___Shilandra Thane (New Earth)", "4628": "01___CATEGORICAL___name___Shilo Norman (New Earth)", "4629": "01___CATEGORICAL___name___Shim'tar (New Earth)", "4630": "01___CATEGORICAL___name___Shirea Vaas (New Earth)", "4631": "01___CATEGORICAL___name___Shirley Rice (New Earth)", "4632": "01___CATEGORICAL___name___Shiv II (New Earth)", "4633": "01___CATEGORICAL___name___Shiva Nataraja (New Earth)", "4634": "01___CATEGORICAL___name___Shivering Jemmy (New Earth)", "4635": "01___CATEGORICAL___name___Shock Trauma (New Earth)", "4636": "01___CATEGORICAL___name___Shor (New Earth)", "4637": "01___CATEGORICAL___name___Shorm (New Earth)", "4638": "01___CATEGORICAL___name___Short Cut (New Earth)", "4639": "01___CATEGORICAL___name___Short Round (New Earth)", "4640": "01___CATEGORICAL___name___Shuja (New Earth)", "4641": "01___CATEGORICAL___name___Shyleen Lao (New Earth)", "4642": "01___CATEGORICAL___name___Sidearm (New Earth)", "4643": "01___CATEGORICAL___name___Sidewinder (New Earth)", "4644": "01___CATEGORICAL___name___Sidney Shiang (New Earth)", "4645": "01___CATEGORICAL___name___Siegfried Horatio Hunch III (New Earth)", "4646": "01___CATEGORICAL___name___Sierra (New Earth)", "4647": "01___CATEGORICAL___name___Sif (New Earth)", "4648": "01___CATEGORICAL___name___Signal Ray (New Earth)", "4649": "01___CATEGORICAL___name___Sigourney Amundsen (New Earth)", "4650": "01___CATEGORICAL___name___Sigrid Nansen (New Earth)", "4651": "01___CATEGORICAL___name___Sigyn (New Earth)", "4652": "01___CATEGORICAL___name___Silas Kent (New Earth)", "4653": "01___CATEGORICAL___name___Silas Stone (New Earth)", "4654": "01___CATEGORICAL___name___Silent Majority (New Earth)", "4655": "01___CATEGORICAL___name___Silken Spider (New Earth)", "4656": "01___CATEGORICAL___name___Silver (New Earth)", "4657": "01___CATEGORICAL___name___Silver Dragon (New Earth)", "4658": "01___CATEGORICAL___name___Silver Scarab II (New Earth)", "4659": "01___CATEGORICAL___name___Silver Shannon (New Earth)", "4660": "01___CATEGORICAL___name___Silversmith (New Earth)", "4661": "01___CATEGORICAL___name___Simon Culp (New Earth)", "4662": "01___CATEGORICAL___name___Simon Ecks (New Earth)", "4663": "01___CATEGORICAL___name___Simon Hurt (New Earth)", "4664": "01___CATEGORICAL___name___Simon Jones (New Earth)", "4665": "01___CATEGORICAL___name___Simon LaGrieve (New Earth)", "4666": "01___CATEGORICAL___name___Simon Lippman (New Earth)", "4667": "01___CATEGORICAL___name___Simon Peters (New Earth)", "4668": "01___CATEGORICAL___name___Simon Petrarch (New Earth)", "4669": "01___CATEGORICAL___name___Simon Stagg (New Earth)", "4670": 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Earth)", "4687": "01___CATEGORICAL___name___Six of Spades II (New Earth)", "4688": "01___CATEGORICAL___name___Sizematic (New Earth)", "4689": "01___CATEGORICAL___name___Skallox (New Earth)", "4690": "01___CATEGORICAL___name___Skeets (New Earth)", "4691": "01___CATEGORICAL___name___Skeleton (New Earth)", "4692": "01___CATEGORICAL___name___Skid Row Slasher (New Earth)", "4693": "01___CATEGORICAL___name___Skinwalker (New Earth)", "4694": "01___CATEGORICAL___name___Skirl (New Earth)", "4695": "01___CATEGORICAL___name___Skitch Benson (New Earth)", "4696": "01___CATEGORICAL___name___Skizm (New Earth)", "4697": "01___CATEGORICAL___name___Skokiaan (New Earth)", "4698": "01___CATEGORICAL___name___Skr'kl (New Earth)", "4699": "01___CATEGORICAL___name___Skull (New Earth)", "4700": "01___CATEGORICAL___name___Sky Pirate (New Earth)", "4701": "01___CATEGORICAL___name___Sky Raider (New Earth)", "4702": "01___CATEGORICAL___name___Skyrd (New Earth)", "4703": "01___CATEGORICAL___name___Slade Wilson (New Earth)", "4704": "01___CATEGORICAL___name___Slash (New Earth)", "4705": "01___CATEGORICAL___name___Slasher (New Earth)", "4706": "01___CATEGORICAL___name___Slasher II (New Earth)", "4707": "01___CATEGORICAL___name___Slats Mehlville (New Earth)", "4708": "01___CATEGORICAL___name___Slaughter (New Earth)", "4709": "01___CATEGORICAL___name___Sledge (New Earth)", "4710": "01___CATEGORICAL___name___Sleer Prigatz (New Earth)", "4711": "01___CATEGORICAL___name___Sleez (New Earth)", "4712": "01___CATEGORICAL___name___Slicer (New Earth)", "4713": "01___CATEGORICAL___name___Slim Kilkenny Stryker (New Earth)", "4714": "01___CATEGORICAL___name___Slim, Ghost Patrol (New Earth)", "4715": "01___CATEGORICAL___name___Slingshot (New Earth)", "4716": "01___CATEGORICAL___name___Slipknot II (New Earth)", "4717": "01___CATEGORICAL___name___Slizzath (New Earth)", "4718": "01___CATEGORICAL___name___Slobo (New Earth)", "4719": "01___CATEGORICAL___name___Slodd (New Earth)", "4720": "01___CATEGORICAL___name___Slow Go Smith (New Earth)", "4721": "01___CATEGORICAL___name___Slugger Dunn (New Earth)", "4722": "01___CATEGORICAL___name___Slushh (New Earth)", "4723": "01___CATEGORICAL___name___Slyfox (New Earth)", "4724": "01___CATEGORICAL___name___Smite (New Earth)", "4725": "01___CATEGORICAL___name___Smother (New Earth)", "4726": "01___CATEGORICAL___name___Sn'Hoj (New Earth)", "4727": "01___CATEGORICAL___name___Snake Girl (New Earth)", "4728": "01___CATEGORICAL___name___Snake-Oil (New Earth)", "4729": "01___CATEGORICAL___name___Snow Owl (New Earth)", "4730": "01___CATEGORICAL___name___Snowflame (New Earth)", "4731": "01___CATEGORICAL___name___Snurff (New Earth)", "4732": "01___CATEGORICAL___name___Soapy (New Earth)", "4733": "01___CATEGORICAL___name___Socker Smith (New Earth)", "4734": "01___CATEGORICAL___name___Sodium (New Earth)", "4735": "01___CATEGORICAL___name___Solar Dynamo (New Earth)", "4736": "01___CATEGORICAL___name___Solaris (DC One Million)", "4737": 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Earth)", "4754": "01___CATEGORICAL___name___Sool (New Earth)", "4755": "01___CATEGORICAL___name___Soranik Natu (New Earth)", "4756": "01___CATEGORICAL___name___Soseh Mykros (New Earth)", "4757": "01___CATEGORICAL___name___Source (New Earth)", "4758": "01___CATEGORICAL___name___Space Cadet (New Earth)", "4759": "01___CATEGORICAL___name___Spak-Drom (New Earth)", "4760": "01___CATEGORICAL___name___Spangle (New Earth)", "4761": "01___CATEGORICAL___name___Sparkler (New Earth)", "4762": "01___CATEGORICAL___name___Sparkplug (New Earth)", "4763": "01___CATEGORICAL___name___Sparta (New Earth)", "4764": "01___CATEGORICAL___name___Spaulding (New Earth)", "4765": "01___CATEGORICAL___name___Spawn of Frankenstein (Earth-One)", "4766": "01___CATEGORICAL___name___Spear (New Earth)", "4767": "01___CATEGORICAL___name___Speed Queen (New Earth)", "4768": "01___CATEGORICAL___name___Spellbinder II (New Earth)", "4769": "01___CATEGORICAL___name___Spider (New Earth)", "4770": "01___CATEGORICAL___name___Spike 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"01___CATEGORICAL___name___Stephen Forrest Lee (New Earth)", "4821": "01___CATEGORICAL___name___Stephen Lime (New Earth)", "4822": "01___CATEGORICAL___name___Steppe (New Earth)", "4823": "01___CATEGORICAL___name___Steppenwolf (New Earth)", "4824": "01___CATEGORICAL___name___Sterling Silver (New Earth)", "4825": "01___CATEGORICAL___name___Steve Claiborne (New Earth)", "4826": "01___CATEGORICAL___name___Steven Brockman (New Earth)", "4827": "01___CATEGORICAL___name___Steven Dayton (New Earth)", "4828": "01___CATEGORICAL___name___Steven Frank (New Earth)", "4829": "01___CATEGORICAL___name___Steven Hazard (New Earth)", "4830": "01___CATEGORICAL___name___Steven Kernahan (New Earth)", "4831": "01___CATEGORICAL___name___Steven Savage (New Earth)", "4832": "01___CATEGORICAL___name___Steven Sharpe III (New Earth)", "4833": "01___CATEGORICAL___name___Steven Smith (New Earth)", "4834": "01___CATEGORICAL___name___Steven Trevor (New Earth)", "4835": "01___CATEGORICAL___name___Sthula (New Earth)", 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Earth)", "4853": "01___CATEGORICAL___name___Strobe (New Earth)", "4854": "01___CATEGORICAL___name___Strong Bow (New Earth)", "4855": "01___CATEGORICAL___name___Strongbox (New Earth)", "4856": "01___CATEGORICAL___name___Stuart Mosely (New Earth)", "4857": "01___CATEGORICAL___name___Submissionary Judah (New Earth)", "4858": "01___CATEGORICAL___name___Sugar Plumm (New Earth)", "4859": "01___CATEGORICAL___name___Suit (New Earth)", "4860": "01___CATEGORICAL___name___Sujatmi Sunowaparti (New Earth)", "4861": "01___CATEGORICAL___name___Suli (New Earth)", "4862": "01___CATEGORICAL___name___Suli Stellamaris (New Earth)", "4863": "01___CATEGORICAL___name___Sumaan Harjavti (New Earth)", "4864": "01___CATEGORICAL___name___Summer Day (New Earth)", "4865": "01___CATEGORICAL___name___Summer Gleeson (New Earth)", "4866": "01___CATEGORICAL___name___Sumo (New Earth)", "4867": "01___CATEGORICAL___name___Sun King (New Earth)", "4868": "01___CATEGORICAL___name___Sunburst IV (New Earth)", "4869": "01___CATEGORICAL___name___Sunny Jim (New Earth)", "4870": "01___CATEGORICAL___name___Sunshine (New Earth)", "4871": "01___CATEGORICAL___name___Sunspot (New Earth)", "4872": "01___CATEGORICAL___name___Super Annuator (New Earth)", "4873": "01___CATEGORICAL___name___Superman (Clark Kent)", "4874": "01___CATEGORICAL___name___Supreme One (New Earth)", "4875": "01___CATEGORICAL___name___Sureshot (New Earth)", "4876": "01___CATEGORICAL___name___Susan Dearbon (New Earth)", "4877": "01___CATEGORICAL___name___Susan Kent (New Earth)", "4878": "01___CATEGORICAL___name___Susan King (New Earth)", "4879": "01___CATEGORICAL___name___Susan Lawton (New Earth)", "4880": "01___CATEGORICAL___name___Susan Linden I (New Earth)", "4881": "01___CATEGORICAL___name___Susan Linden II (New Earth)", "4882": "01___CATEGORICAL___name___Susan Morrison (New Earth)", "4883": "01___CATEGORICAL___name___Susan Palmer (New Earth)", "4884": "01___CATEGORICAL___name___Susan Williams (New Earth)", "4885": 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Earth)", "4918": "01___CATEGORICAL___name___Taia (New Earth)", "4919": "01___CATEGORICAL___name___Taj-Ze (New Earth)", "4920": "01___CATEGORICAL___name___Takahata (New Earth)", "4921": "01___CATEGORICAL___name___Takeo Sato (New Earth)", "4922": "01___CATEGORICAL___name___Takeo Yakata (New Earth)", "4923": "01___CATEGORICAL___name___Takeo Yamashiro (New Earth)", "4924": "01___CATEGORICAL___name___Taker (New Earth)", "4925": "01___CATEGORICAL___name___Tala (New Earth)", "4926": "01___CATEGORICAL___name___Talbot Cantrip (New Earth)", "4927": "01___CATEGORICAL___name___Taleb Beni Khalid (New Earth)", "4928": "01___CATEGORICAL___name___Talia al Ghul (New Earth)", "4929": "01___CATEGORICAL___name___Tall Bird (New Earth)", "4930": "01___CATEGORICAL___name___Tallulah Black (New Earth)", "4931": "01___CATEGORICAL___name___Tally Man II (New Earth)", "4932": "01___CATEGORICAL___name___Talmadge (New Earth)", "4933": "01___CATEGORICAL___name___Talon the Falcon (New Earth)", "4934": 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Spades VIII (New Earth)", "4968": "01___CATEGORICAL___name___Ten-R (New Earth)", "4969": "01___CATEGORICAL___name___Tender Mercy (New Earth)", "4970": "01___CATEGORICAL___name___Tengu II (New Earth)", "4971": "01___CATEGORICAL___name___Terataya (New Earth)", "4972": "01___CATEGORICAL___name___Termina (New Earth)", "4973": "01___CATEGORICAL___name___Terrence Berg (New Earth)", "4974": "01___CATEGORICAL___name___Terrence Bolatinsky (New Earth)", "4975": "01___CATEGORICAL___name___Terrence Carbone (New Earth)", "4976": "01___CATEGORICAL___name___Terrence Kurtzberger (New Earth)", "4977": "01___CATEGORICAL___name___Terrence Long (New Earth)", "4978": "01___CATEGORICAL___name___Terrence McGinnis (New Earth)", "4979": "01___CATEGORICAL___name___Terrence Pritchard (New Earth)", "4980": "01___CATEGORICAL___name___Terrence Sloane (New Earth)", "4981": "01___CATEGORICAL___name___Terrence Thirteen (New Earth)", "4982": "01___CATEGORICAL___name___Terri Eckhart (New Earth)", "4983": "01___CATEGORICAL___name___Terri Henshaw (New Earth)", "4984": "01___CATEGORICAL___name___Terri Kurtzberger (New Earth)", "4985": "01___CATEGORICAL___name___Terri Thirteen (New Earth)", "4986": "01___CATEGORICAL___name___Tes Ak-Var (New Earth)", "4987": "01___CATEGORICAL___name___Teshom\\u00e9 Hawkins (New Earth)", "4988": "01___CATEGORICAL___name___Teth-Adam (New Earth)", "4989": "01___CATEGORICAL___name___Tethys (New Earth)", "4990": "01___CATEGORICAL___name___Tetsujiro Yoneda (New Earth)", "4991": "01___CATEGORICAL___name___Tex (New Earth)", "4992": "01___CATEGORICAL___name___Tezcatlipoca (New Earth)", "4993": "01___CATEGORICAL___name___Tezumak (New Earth)", "4994": "01___CATEGORICAL___name___Thaal Sinestro (New Earth)", "4995": "01___CATEGORICAL___name___Thaddeus Brown (New Earth)", "4996": "01___CATEGORICAL___name___Thaddeus Hoskins (New Earth)", "4997": "01___CATEGORICAL___name___Thaddeus Sivana, Jr. (New Earth)", "4998": "01___CATEGORICAL___name___Thaddeus Sivana, Sr. (New Earth)", "4999": "01___CATEGORICAL___name___Thaddeus Thawne II (New Earth)", "5000": "01___CATEGORICAL___name___Thaddeus Trigger (New Earth)", "5001": "01___CATEGORICAL___name___Thanatos (New Earth)", "5002": "01___CATEGORICAL___name___Thara Ak-Var (New Earth)", "5003": "01___CATEGORICAL___name___Thayer Jost (New Earth)", "5004": "01___CATEGORICAL___name___The Thief (New Earth)", "5005": "01___CATEGORICAL___name___Thelma Gordon (New Earth)", "5006": "01___CATEGORICAL___name___Themis (New Earth)", "5007": "01___CATEGORICAL___name___Theodora Twidgett (New Earth)", "5008": "01___CATEGORICAL___name___Theodore Bruder (New Earth)", "5009": "01___CATEGORICAL___name___Theodore Cobblepot (New Earth)", "5010": "01___CATEGORICAL___name___Theodore Gavlin (New Earth)", "5011": "01___CATEGORICAL___name___Theodore Gaynor (New Earth)", "5012": "01___CATEGORICAL___name___Theodore Knight (New Earth)", "5013": "01___CATEGORICAL___name___Theodore Kord (New Earth)", "5014": "01___CATEGORICAL___name___Theodore Roosevelt (New Earth)", "5015": "01___CATEGORICAL___name___Theodoric (New Earth)", "5016": "01___CATEGORICAL___name___Theophilus Warly (New Earth)", "5017": "01___CATEGORICAL___name___Theresa Bua Trinh (New Earth)", "5018": "01___CATEGORICAL___name___Theresa Collins (New Earth)", "5019": "01___CATEGORICAL___name___Theresa Gomez (New Earth)", "5020": "01___CATEGORICAL___name___Theresa Shane (New Earth)", "5021": "01___CATEGORICAL___name___Theresa Zimmer (New Earth)", "5022": "01___CATEGORICAL___name___Therestra (New Earth)", "5023": "01___CATEGORICAL___name___Thermal (New Earth)", "5024": "01___CATEGORICAL___name___Theseus (New Earth)", "5025": "01___CATEGORICAL___name___Thessaly (New Earth)", "5026": "01___CATEGORICAL___name___Theta (New Earth)", "5027": "01___CATEGORICAL___name___Thia (New Earth)", "5028": "01___CATEGORICAL___name___Thomas Blake (New Earth)", "5029": "01___CATEGORICAL___name___Thomas Bolt (New Earth)", "5030": "01___CATEGORICAL___name___Thomas Bronson (New Earth)", "5031": "01___CATEGORICAL___name___Thomas Burke (New Earth)", "5032": "01___CATEGORICAL___name___Thomas Corbett (New Earth)", "5033": "01___CATEGORICAL___name___Thomas Dillon (New Earth)", "5034": "01___CATEGORICAL___name___Thomas Elliot (New Earth)", "5035": "01___CATEGORICAL___name___Thomas Emery (New Earth)", "5036": "01___CATEGORICAL___name___Thomas Hart (New Earth)", "5037": "01___CATEGORICAL___name___Thomas Haukins (New Earth)", "5038": "01___CATEGORICAL___name___Thomas Jagger (New Earth)", "5039": "01___CATEGORICAL___name___Thomas Jarred (New Earth)", "5040": "01___CATEGORICAL___name___Thomas Jefferson (New Earth)", "5041": "01___CATEGORICAL___name___Thomas Kalmaku (New Earth)", "5042": "01___CATEGORICAL___name___Thomas Kirk (New Earth)", "5043": "01___CATEGORICAL___name___Thomas Larson (New Earth)", "5044": "01___CATEGORICAL___name___Thomas Longacre (New Earth)", "5045": "01___CATEGORICAL___name___Thomas Longstreet (New Earth)", "5046": "01___CATEGORICAL___name___Thomas Ludlow Dalt (New Earth)", "5047": "01___CATEGORICAL___name___Thomas Ludlow Hallaway (New Earth)", "5048": "01___CATEGORICAL___name___Thomas Manchester (New Earth)", "5049": "01___CATEGORICAL___name___Thomas Morita (New Earth)", "5050": "01___CATEGORICAL___name___Thomas N. Thomas (New Earth)", "5051": "01___CATEGORICAL___name___Thomas O'Brien (New Earth)", "5052": "01___CATEGORICAL___name___Thomas Oscar Morrow (New Earth)", "5053": "01___CATEGORICAL___name___Thomas Quigley (Earth-One)", "5054": "01___CATEGORICAL___name___Thomas Raymond Chatham (New Earth)", "5055": "01___CATEGORICAL___name___Thomas Rogers (New Earth)", "5056": "01___CATEGORICAL___name___Thomas Thompkins I (New Earth)", "5057": "01___CATEGORICAL___name___Thomas Tinker (New Earth)", "5058": "01___CATEGORICAL___name___Thomas Tomorrow (New Earth)", "5059": "01___CATEGORICAL___name___Thomas Tresser (New Earth)", "5060": "01___CATEGORICAL___name___Thomas Trigger (New Earth)", "5061": "01___CATEGORICAL___name___Thomas Wayne (New Earth)", "5062": "01___CATEGORICAL___name___Thor (New Earth)", "5063": "01___CATEGORICAL___name___Thor the Thunder Dog (New Earth)", "5064": "01___CATEGORICAL___name___Thormon Tox (New Earth)", "5065": "01___CATEGORICAL___name___Thorndyke Thompkins (New Earth)", "5066": "01___CATEGORICAL___name___Thorne (New Earth)", "5067": "01___CATEGORICAL___name___Thorvall (New Earth)", "5068": "01___CATEGORICAL___name___Thought Terror (New Earth)", "5069": "01___CATEGORICAL___name___Thrax (New Earth)", "5070": "01___CATEGORICAL___name___Three Faces of Evil (New Earth)", "5071": "01___CATEGORICAL___name___Three of Diamonds I (New Earth)", "5072": "01___CATEGORICAL___name___Three of Spades I (New Earth)", "5073": "01___CATEGORICAL___name___Three of Spades II (New Earth)", "5074": "01___CATEGORICAL___name___Threllian (New Earth)", "5075": "01___CATEGORICAL___name___Throttle (New Earth)", "5076": "01___CATEGORICAL___name___Thrudvang (New Earth)", "5077": "01___CATEGORICAL___name___Thrust (New Earth)", "5078": "01___CATEGORICAL___name___Thula (New Earth)", "5079": "01___CATEGORICAL___name___Thulka Re (New Earth)", "5080": "01___CATEGORICAL___name___Thumbelina (New Earth)", "5081": "01___CATEGORICAL___name___Thunder Axe (New Earth)", "5082": "01___CATEGORICAL___name___Thunder II (New Earth)", "5083": "01___CATEGORICAL___name___Thunderer II (New Earth)", "5084": "01___CATEGORICAL___name___Thunderer the Horse (New Earth)", "5085": "01___CATEGORICAL___name___Thurber Avian (New Earth)", "5086": "01___CATEGORICAL___name___Thwarcharchura (New Earth)", "5087": "01___CATEGORICAL___name___Tiffany Evans (Dakotaverse)", "5088": "01___CATEGORICAL___name___Tiffany Fox (New Earth)", "5089": "01___CATEGORICAL___name___Tiger (New Earth)", "5090": "01___CATEGORICAL___name___Tiger Moth (New Earth)", "5091": "01___CATEGORICAL___name___Tiger Shark (New Earth)", "5092": "01___CATEGORICAL___name___Tigra (New Earth)", "5093": "01___CATEGORICAL___name___Tigris (New Earth)", "5094": "01___CATEGORICAL___name___Till'all (New Earth)", "5095": "01___CATEGORICAL___name___Tilt Shimura (New Earth)", "5096": "01___CATEGORICAL___name___Timandra (New Earth)", "5097": "01___CATEGORICAL___name___Timebomb (New Earth)", "5098": "01___CATEGORICAL___name___Timothy Drake (New Earth)", "5099": "01___CATEGORICAL___name___Timothy Fox (New Earth)", "5100": "01___CATEGORICAL___name___Timothy Hunter (New Earth)", "5101": "01___CATEGORICAL___name___Timothy Karnes (New Earth)", "5102": "01___CATEGORICAL___name___Timothy Ravenwind (New Earth)", "5103": "01___CATEGORICAL___name___Timothy Simms (New Earth)", "5104": "01___CATEGORICAL___name___Timothy Townsend (New Earth)", "5105": "01___CATEGORICAL___name___Timothy Trench (New Earth)", "5106": "01___CATEGORICAL___name___Timothy Walton (New Earth)", "5107": "01___CATEGORICAL___name___Timothy Zanetti (New Earth)", "5108": "01___CATEGORICAL___name___Tin (New Earth)", "5109": "01___CATEGORICAL___name___Tin Bib (New Earth)", "5110": "01___CATEGORICAL___name___Tiny (New Earth)", "5111": "01___CATEGORICAL___name___Tisiphone (New Earth)", "5112": "01___CATEGORICAL___name___Titan (New Earth)", "5113": "01___CATEGORICAL___name___Titaness (New Earth)", "5114": "01___CATEGORICAL___name___Titus (New Earth)", "5115": "01___CATEGORICAL___name___Titus Czonka (New Earth)", "5116": "01___CATEGORICAL___name___Toad-In-the-Hole (New Earth)", "5117": "01___CATEGORICAL___name___Tobias Manning (New Earth)", "5118": "01___CATEGORICAL___name___Tobias Whale (New Earth)", "5119": "01___CATEGORICAL___name___Toby Henston (New Earth)", "5120": "01___CATEGORICAL___name___Toby Raynes (New Earth)", "5121": "01___CATEGORICAL___name___Todd Martin (New Earth)", "5122": "01___CATEGORICAL___name___Todd Oszechorski (New Earth)", "5123": "01___CATEGORICAL___name___Todd Rice (New Earth)", "5124": "01___CATEGORICAL___name___Todd Rice (Some Years Later)", "5125": "01___CATEGORICAL___name___Todd Walton (New Earth)", "5126": "01___CATEGORICAL___name___Tolteca (New Earth)", "5127": "01___CATEGORICAL___name___Tomar-Re (New Earth)", "5128": "01___CATEGORICAL___name___Tomar-Tu (New Earth)", "5129": "01___CATEGORICAL___name___Tommy Moon (New Earth)", "5130": "01___CATEGORICAL___name___Tomy-Fai (New Earth)", "5131": "01___CATEGORICAL___name___Tongs (New Earth)", "5132": "01___CATEGORICAL___name___Tony Bressi (New Earth)", "5133": "01___CATEGORICAL___name___Tooley Wilson (New Earth)", "5134": "01___CATEGORICAL___name___Topaz (New Earth)", "5135": "01___CATEGORICAL___name___Topkick (New Earth)", "5136": "01___CATEGORICAL___name___Topo (New Earth)", "5137": "01___CATEGORICAL___name___Topo II (New Earth)", "5138": "01___CATEGORICAL___name___Tor-An (New Earth)", "5139": "01___CATEGORICAL___name___Tora Olafsdotter (New Earth)", "5140": "01___CATEGORICAL___name___Torpedoman (New Earth)", "5141": "01___CATEGORICAL___name___Torquemada (New Earth)", "5142": "01___CATEGORICAL___name___Toxic Tucker (New Earth)", "5143": "01___CATEGORICAL___name___Toxxin (New Earth)", "5144": "01___CATEGORICAL___name___Toy (New Earth)", "5145": "01___CATEGORICAL___name___Toyboy (New Earth)", "5146": "01___CATEGORICAL___name___Toymaster (Earth-One)", "5147": "01___CATEGORICAL___name___Tracey Graham (New Earth)", "5148": "01___CATEGORICAL___name___Traci Thirteen (New Earth)", "5149": "01___CATEGORICAL___name___Trang Jones (New Earth)", "5150": "01___CATEGORICAL___name___Travis Clevenger (New Earth)", "5151": "01___CATEGORICAL___name___Travis Cody (New Earth)", "5152": "01___CATEGORICAL___name___Travis Morgan (New Earth)", "5153": "01___CATEGORICAL___name___Travis O'Connell (New Earth)", "5154": "01___CATEGORICAL___name___Travis Thomas (New Earth)", "5155": "01___CATEGORICAL___name___Travonn Williams (New Earth)", "5156": "01___CATEGORICAL___name___Traxx (New Earth)", "5157": "01___CATEGORICAL___name___Traya Sutton (New Earth)", "5158": "01___CATEGORICAL___name___Tremor (New Earth)", "5159": "01___CATEGORICAL___name___Trevis (New Earth)", "5160": "01___CATEGORICAL___name___Trevor Barnes (New Earth)", "5161": "01___CATEGORICAL___name___Trey Thompson (New Earth)", "5162": "01___CATEGORICAL___name___Tri-Eye (New Earth)", "5163": "01___CATEGORICAL___name___Trident III (New Earth)", "5164": "01___CATEGORICAL___name___Trigon (New Earth)", "5165": "01___CATEGORICAL___name___Trigona (New Earth)", "5166": "01___CATEGORICAL___name___Trinity (Virus) (New Earth)", "5167": "01___CATEGORICAL___name___Tristessa Delicias (New Earth)", "5168": "01___CATEGORICAL___name___Triton (New Earth)", "5169": "01___CATEGORICAL___name___Trixster (New Earth)", "5170": "01___CATEGORICAL___name___Trogg (New Earth)", "5171": "01___CATEGORICAL___name___Trok (New Earth)", "5172": "01___CATEGORICAL___name___Troll (New Earth)", "5173": "01___CATEGORICAL___name___Tronix (New Earth)", "5174": "01___CATEGORICAL___name___Trouble (New Earth)", "5175": "01___CATEGORICAL___name___Troy Stewart (Pre-Zero Hour)", "5176": "01___CATEGORICAL___name___Trudy Powell (New Earth)", "5177": "01___CATEGORICAL___name___Trygg (New Earth)", "5178": "01___CATEGORICAL___name___Tsaritsa (New Earth)", "5179": "01___CATEGORICAL___name___Tsuki-yomi (New Earth)", "5180": "01___CATEGORICAL___name___Tuatara II (New Earth)", "5181": "01___CATEGORICAL___name___Tucker Long (New Earth)", "5182": "01___CATEGORICAL___name___Tucker Stone (New Earth)", "5183": "01___CATEGORICAL___name___Tuebeen (New Earth)", "5184": "01___CATEGORICAL___name___Tuftan (New Earth)", "5185": "01___CATEGORICAL___name___Tula (New Earth)", "5186": "01___CATEGORICAL___name___Tumult (New Earth)", "5187": "01___CATEGORICAL___name___Tundra (New Earth)", "5188": "01___CATEGORICAL___name___Tuprolix (New Earth)", "5189": "01___CATEGORICAL___name___Turbeau (New Earth)", "5190": "01___CATEGORICAL___name___Turk (New Earth)", "5191": "01___CATEGORICAL___name___Turtle (New Earth)", "5192": "01___CATEGORICAL___name___Turtle Man (New Earth)", "5193": "01___CATEGORICAL___name___Tusk (New Earth)", "5194": "01___CATEGORICAL___name___Tusky (New Earth)", "5195": "01___CATEGORICAL___name___Tweedledum and Tweedledee (New Earth)", "5196": "01___CATEGORICAL___name___Twelfth Knight (New Earth)", "5197": "01___CATEGORICAL___name___Twilight (New Earth)", "5198": "01___CATEGORICAL___name___Twilight II (New Earth)", "5199": "01___CATEGORICAL___name___Two of Hearts I (New Earth)", "5200": "01___CATEGORICAL___name___Two-Ton Ted (New Earth)", "5201": "01___CATEGORICAL___name___Tybalt Bak'sar (New Earth)", "5202": "01___CATEGORICAL___name___Tylot (New Earth)", "5203": "01___CATEGORICAL___name___Typhon (New Earth)", "5204": "01___CATEGORICAL___name___Typhoon (O.G.R.E.) (New Earth)", "5205": "01___CATEGORICAL___name___Tyr-N (New Earth)", "5206": "01___CATEGORICAL___name___Tyr-Van (New Earth)", "5207": "01___CATEGORICAL___name___Tyrus (New Earth)", "5208": "01___CATEGORICAL___name___Tyson Sykes (New Earth)", "5209": "01___CATEGORICAL___name___Ubermensch (New Earth)", "5210": "01___CATEGORICAL___name___Ubermensch II (New Earth)", "5211": "01___CATEGORICAL___name___Ubu (New Earth)", "5212": "01___CATEGORICAL___name___Ugg-I (New Earth)", "5213": "01___CATEGORICAL___name___Ugly Man (New Earth)", "5214": "01___CATEGORICAL___name___Uglyhead (New Earth)", "5215": "01___CATEGORICAL___name___Ulgo (New Earth)", "5216": "01___CATEGORICAL___name___Ulla Paske (New Earth)", "5217": "01___CATEGORICAL___name___Ultivac (New Earth)", "5218": "01___CATEGORICAL___name___Ulysses Hadrian Armstrong (New Earth)", "5219": "01___CATEGORICAL___name___Ulysses Trevor (New Earth)", "5220": "01___CATEGORICAL___name___Umberto Maroni (New Earth)", "5221": "01___CATEGORICAL___name___Umitu (New Earth)", "5222": "01___CATEGORICAL___name___Una Nemo (New Earth)", "5223": "01___CATEGORICAL___name___Uncle Sam (New Earth)", "5224": "01___CATEGORICAL___name___Unimaginable (New Earth)", "5225": "01___CATEGORICAL___name___Unimate (New Earth)", "5226": "01___CATEGORICAL___name___Unity Kincaid (New Earth)", "5227": "01___CATEGORICAL___name___Unknown Lantern (New Earth)", "5228": "01___CATEGORICAL___name___Uptown (New Earth)", "5229": "01___CATEGORICAL___name___Urania Blackwell (New Earth)", "5230": "01___CATEGORICAL___name___Uriah (New Earth)", "5231": "01___CATEGORICAL___name___Ursa (New Earth)", "5232": "01___CATEGORICAL___name___Urzkartaga (New Earth)", "5233": "01___CATEGORICAL___name___Usil (New Earth)", "5234": "01___CATEGORICAL___name___Uxas (New Earth)", "5235": "01___CATEGORICAL___name___V'lana (New Earth)", "5236": "01___CATEGORICAL___name___Val Kaliban (New Earth)", "5237": "01___CATEGORICAL___name___Val-Ty (New Earth)", "5238": "01___CATEGORICAL___name___Valadin (New Earth)", "5239": "01___CATEGORICAL___name___Valcan (New Earth)", "5240": "01___CATEGORICAL___name___Valda (New Earth)", "5241": "01___CATEGORICAL___name___Valentina Vostok (New Earth)", "5242": "01___CATEGORICAL___name___Valerie Beaudry (New Earth)", "5243": "01___CATEGORICAL___name___Valerie Perez (New Earth)", "5244": "01___CATEGORICAL___name___Valerie Van Haaften (New Earth)", "5245": "01___CATEGORICAL___name___Valkus (New Earth)", "5246": "01___CATEGORICAL___name___Valoric (New Earth)", "5247": "01___CATEGORICAL___name___Vance Vanucci (New Earth)", "5248": "01___CATEGORICAL___name___Vandar Adg (New Earth)", "5249": "01___CATEGORICAL___name___Vandor (New Earth)", "5250": "01___CATEGORICAL___name___Vanessa Kingsbury (New Earth)", "5251": "01___CATEGORICAL___name___Vanessa Tremont (New Earth)", "5252": "01___CATEGORICAL___name___Vanessa van Helsing (New Earth)", "5253": "01___CATEGORICAL___name___Vanguard (New Earth)", "5254": "01___CATEGORICAL___name___Vara (New Earth)", "5255": "01___CATEGORICAL___name___Vari Dzerchenko (New Earth)", "5256": "01___CATEGORICAL___name___Varix (New Earth)", "5257": "01___CATEGORICAL___name___Vartan Kevork (New Earth)", "5258": "01___CATEGORICAL___name___Vartox (New Earth)", "5259": "01___CATEGORICAL___name___Vashnu (New Earth)", "5260": "01___CATEGORICAL___name___Vasily Kosov (New Earth)", "5261": "01___CATEGORICAL___name___Vath Sarn (New Earth)", "5262": "01___CATEGORICAL___name___Vaughn (New Earth)", "5263": "01___CATEGORICAL___name___Vault (New Earth)", "5264": "01___CATEGORICAL___name___Vayla (New Earth)", "5265": "01___CATEGORICAL___name___Vegar (New Earth)", "5266": "01___CATEGORICAL___name___Veil (New Earth)", "5267": "01___CATEGORICAL___name___Venelia (New Earth)", "5268": "01___CATEGORICAL___name___Venev (New Earth)", "5269": "01___CATEGORICAL___name___Vengeance (New Earth)", "5270": "01___CATEGORICAL___name___Venus (New Earth)", "5271": "01___CATEGORICAL___name___Venus Sivana (New Earth)", "5272": "01___CATEGORICAL___name___Veon (New Earth)", "5273": "01___CATEGORICAL___name___Vera Klopis (New Earth)", "5274": "01___CATEGORICAL___name___Vera Lynn Black (New Earth)", "5275": "01___CATEGORICAL___name___Vera Sweet (New Earth)", "5276": "01___CATEGORICAL___name___Vernon Questor (New Earth)", "5277": "01___CATEGORICAL___name___Vernon Wells (New Earth)", "5278": "01___CATEGORICAL___name___Veronica Cale (New Earth)", "5279": "01___CATEGORICAL___name___Veronica Dale (New Earth)", "5280": "01___CATEGORICAL___name___Veronica Sinclair (New Earth)", "5281": "01___CATEGORICAL___name___Vesper Fairchild (New Earth)", "5282": "01___CATEGORICAL___name___Vestina (New Earth)", "5283": "01___CATEGORICAL___name___Vext (New Earth)", "5284": "01___CATEGORICAL___name___Vial (New Earth)", "5285": "01___CATEGORICAL___name___Vice (New Earth)", "5286": "01___CATEGORICAL___name___Victor Bragg (New Earth)", "5287": "01___CATEGORICAL___name___Victor Christianson (New Earth)", "5288": "01___CATEGORICAL___name___Victor Cypher (New Earth)", "5289": "01___CATEGORICAL___name___Victor Darge (New Earth)", "5290": "01___CATEGORICAL___name___Victor Fries (New Earth)", "5291": "01___CATEGORICAL___name___Victor Gover (New Earth)", "5292": "01___CATEGORICAL___name___Victor Sommers (New Earth)", "5293": "01___CATEGORICAL___name___Victor Sono (New Earth)", "5294": "01___CATEGORICAL___name___Victor Stone (New Earth)", "5295": "01___CATEGORICAL___name___Victor Volcanum (New Earth)", "5296": "01___CATEGORICAL___name___Victor Zehrhard (New Earth)", "5297": "01___CATEGORICAL___name___Victoria Grant (New Earth)", "5298": "01___CATEGORICAL___name___Victoria Vale (New Earth)", "5299": "01___CATEGORICAL___name___Vijay Singh (New Earth)", "5300": "01___CATEGORICAL___name___Viktor Burgos (New Earth)", "5301": "01___CATEGORICAL___name___Viktor Markov (New Earth)", "5302": "01___CATEGORICAL___name___Vincent Del Arrazio (New Earth)", "5303": "01___CATEGORICAL___name___Vincent Edge (New Earth)", "5304": "01___CATEGORICAL___name___Vincent Falcone (New Earth)", "5305": "01___CATEGORICAL___name___Vincent Meekins (New Earth)", "5306": "01___CATEGORICAL___name___Vincenzo Baldi (New Earth)", "5307": "01___CATEGORICAL___name___Violet (New Earth)", "5308": "01___CATEGORICAL___name___Violet Harper (New Earth)", "5309": "01___CATEGORICAL___name___Violet Parris (New Earth)", "5310": "01___CATEGORICAL___name___Violet Robinson (New Earth)", "5311": "01___CATEGORICAL___name___Virago (New Earth)", "5312": "01___CATEGORICAL___name___Virgil Adams (New Earth)", "5313": "01___CATEGORICAL___name___Virgil Hawkins (Dakotaverse)", "5314": "01___CATEGORICAL___name___Virginia Dix (New Earth)", "5315": "01___CATEGORICAL___name___Virginia Hex (New Earth)", "5316": "01___CATEGORICAL___name___Virtual (New Earth)", "5317": "01___CATEGORICAL___name___Visionary (New Earth)", "5318": "01___CATEGORICAL___name___Vitaman (New Earth)", "5319": "01___CATEGORICAL___name___Vivian D'Aramis (New Earth)", "5320": "01___CATEGORICAL___name___Vivienne (New Earth)", "5321": "01___CATEGORICAL___name___Vizacacha (New Earth)", "5322": "01___CATEGORICAL___name___Vladimir Mikoyan (New Earth)", "5323": "01___CATEGORICAL___name___Vode-M (New Earth)", "5324": "01___CATEGORICAL___name___Vohc (New Earth)", "5325": "01___CATEGORICAL___name___Volk (New Earth)", "5326": "01___CATEGORICAL___name___Volunteer (New Earth)", "5327": "01___CATEGORICAL___name___Von Daggle (New Earth)", "5328": "01___CATEGORICAL___name___Vortex (New Earth)", "5329": "01___CATEGORICAL___name___Vortigar (New Earth)", "5330": "01___CATEGORICAL___name___Voss (New Earth)", "5331": "01___CATEGORICAL___name___Voz (New Earth)", "5332": "01___CATEGORICAL___name___Vril Dox I (New Earth)", "5333": "01___CATEGORICAL___name___Vulcan (New Earth)", "5334": "01___CATEGORICAL___name___Vulcanus (New Earth)", "5335": "01___CATEGORICAL___name___Vykin the Black (New Earth)", "5336": "01___CATEGORICAL___name___Wackyman (Earth-One)", "5337": "01___CATEGORICAL___name___Wade Eiling (New Earth)", "5338": "01___CATEGORICAL___name___Wade LaFarge (New Earth)", "5339": "01___CATEGORICAL___name___Waldo Flynn (New Earth)", "5340": "01___CATEGORICAL___name___Walker Gabriel (New Earth)", "5341": "01___CATEGORICAL___name___Walker Gabriel II (New Earth)", "5342": "01___CATEGORICAL___name___Wallace Ebersol (New Earth)", "5343": "01___CATEGORICAL___name___Wallace Hapgood (New Earth)", "5344": "01___CATEGORICAL___name___Wallace Johnson (New Earth)", "5345": "01___CATEGORICAL___name___Walter Chase (New Earth)", "5346": "01___CATEGORICAL___name___Walter Johnson I (New Earth)", "5347": "01___CATEGORICAL___name___Walter Johnson II (New Earth)", "5348": "01___CATEGORICAL___name___Walter Pratt (New Earth)", "5349": "01___CATEGORICAL___name___Walter Steele (New Earth)", "5350": "01___CATEGORICAL___name___Walter Sutcliffe (New Earth)", "5351": "01___CATEGORICAL___name___Walter Trigger (New Earth)", "5352": "01___CATEGORICAL___name___Wam Wam (New Earth)", "5353": "01___CATEGORICAL___name___Wanda Wayland (New Earth)", "5354": "01___CATEGORICAL___name___Wanda Wilson (New Earth)", "5355": "01___CATEGORICAL___name___Wandjina (New Earth)", "5356": "01___CATEGORICAL___name___Warbox (New Earth)", "5357": "01___CATEGORICAL___name___Ward Gilbert (New Earth)", "5358": "01___CATEGORICAL___name___Warhammer (New Earth)", "5359": "01___CATEGORICAL___name___Warhead (New Earth)", "5360": "01___CATEGORICAL___name___Warjack (New Earth)", "5361": "01___CATEGORICAL___name___Warren Griffith (New Earth)", "5362": "01___CATEGORICAL___name___Warren Harding (New Earth)", "5363": "01___CATEGORICAL___name___Warren White (New Earth)", "5364": "01___CATEGORICAL___name___Water (New Earth)", "5365": "01___CATEGORICAL___name___Waterman (New Earth)", "5366": "01___CATEGORICAL___name___Waverly Sayre (New Earth)", "5367": "01___CATEGORICAL___name___Waylon Grant (New Earth)", "5368": "01___CATEGORICAL___name___Waylon Jones (New Earth)", "5369": "01___CATEGORICAL___name___Wayne Clifford (New Earth)", "5370": "01___CATEGORICAL___name___Wayne Franklin (New Earth)", "5371": "01___CATEGORICAL___name___Wayne Hawkins (New Earth)", "5372": "01___CATEGORICAL___name___Wayne Tarrant (New Earth)", "5373": "01___CATEGORICAL___name___Weapons Master (New Earth)", "5374": "01___CATEGORICAL___name___Weather Warlock (New Earth)", "5375": "01___CATEGORICAL___name___Weather Witch (New Earth)", "5376": "01___CATEGORICAL___name___Weaver (New Earth)", "5377": "01___CATEGORICAL___name___Weisbogg (New Earth)", "5378": "01___CATEGORICAL___name___Weisswurst (New Earth)", "5379": "01___CATEGORICAL___name___Well-Spoken Sonic Lightning Flash (New Earth)", "5380": "01___CATEGORICAL___name___Wellman LeGros (New Earth)", "5381": "01___CATEGORICAL___name___Wen Ch'ang (New Earth)", "5382": "01___CATEGORICAL___name___Wendell Sharpe (New Earth)", "5383": "01___CATEGORICAL___name___Wendy Jones (New Earth)", "5384": "01___CATEGORICAL___name___Wendy Kuttler (New Earth)", "5385": "01___CATEGORICAL___name___Weng Chan (New Earth)", "5386": "01___CATEGORICAL___name___Wenonah Littlebird (New Earth)", "5387": "01___CATEGORICAL___name___Werner Vertigo (New Earth)", "5388": "01___CATEGORICAL___name___Wes Anselm (New Earth)", "5389": "01___CATEGORICAL___name___Wesley Dodds (New Earth)", "5390": "01___CATEGORICAL___name___Wesley Fermin (New Earth)", "5391": "01___CATEGORICAL___name___Wesley Thomas (New Earth)", "5392": "01___CATEGORICAL___name___Whaler (New Earth)", "5393": "01___CATEGORICAL___name___Whip (New Earth)", "5394": "01___CATEGORICAL___name___Whisper A'Daire (New Earth)", "5395": "01___CATEGORICAL___name___Whit (New Earth)", "5396": "01___CATEGORICAL___name___White Canary (New Earth)", "5397": "01___CATEGORICAL___name___White Lightning (New Earth)", "5398": "01___CATEGORICAL___name___White Lotus (New Earth)", "5399": "01___CATEGORICAL___name___White Opal (New Earth)", "5400": "01___CATEGORICAL___name___White Rabbit (New Earth)", "5401": "01___CATEGORICAL___name___White Spider (New Earth)", "5402": "01___CATEGORICAL___name___White Star (New Earth)", "5403": "01___CATEGORICAL___name___White Willow (New Earth)", "5404": "01___CATEGORICAL___name___Whiteout (New Earth)", "5405": "01___CATEGORICAL___name___Whoon (New Earth)", "5406": "01___CATEGORICAL___name___Wick (New Earth)", "5407": "01___CATEGORICAL___name___Wicker Man (New Earth)", "5408": "01___CATEGORICAL___name___Widow (New Earth)", "5409": "01___CATEGORICAL___name___Wild Huntsman I (New Earth)", "5410": "01___CATEGORICAL___name___Wild Huntsman III (New Earth)", "5411": "01___CATEGORICAL___name___Wilde Norton (New Earth)", "5412": "01___CATEGORICAL___name___Wildebeest I (New Earth)", "5413": "01___CATEGORICAL___name___Wildman (New Earth)", "5414": "01___CATEGORICAL___name___Wildside (New Earth)", "5415": "01___CATEGORICAL___name___Wildstar (New Earth)", "5416": "01___CATEGORICAL___name___Wiley Wolverman (New Earth)", "5417": "01___CATEGORICAL___name___Will Jones (New Earth)", "5418": "01___CATEGORICAL___name___Willard Wiggins (New Earth)", "5419": "01___CATEGORICAL___name___William Baker (New Earth)", "5420": "01___CATEGORICAL___name___William Batson (New Earth)", "5421": "01___CATEGORICAL___name___William Beezer (New Earth)", "5422": "01___CATEGORICAL___name___William Brannon (New Earth)", "5423": "01___CATEGORICAL___name___William Bruce Smith (New Earth)", "5424": "01___CATEGORICAL___name___William Clinton (New Earth)", "5425": "01___CATEGORICAL___name___William Craig (New Earth)", "5426": "01___CATEGORICAL___name___William Dawson (New Earth)", "5427": "01___CATEGORICAL___name___William Everett III (New Earth)", "5428": "01___CATEGORICAL___name___William Everett, Sr. (New Earth)", "5429": "01___CATEGORICAL___name___William Glenmorgan (New Earth)", "5430": "01___CATEGORICAL___name___William Great Eagle (New Earth)", "5431": "01___CATEGORICAL___name___William Gunn (New Earth)", "5432": "01___CATEGORICAL___name___William Hand (New Earth)", "5433": "01___CATEGORICAL___name___William Harrison (New Earth)", "5434": "01___CATEGORICAL___name___William Hayes (New Earth)", "5435": "01___CATEGORICAL___name___William Heller (New Earth)", "5436": "01___CATEGORICAL___name___William Henderson (New Earth)", "5437": "01___CATEGORICAL___name___William II (New Earth)", "5438": "01___CATEGORICAL___name___William Kessler (New Earth)", "5439": "01___CATEGORICAL___name___William King (New Earth)", "5440": "01___CATEGORICAL___name___William Knightley (New Earth)", "5441": "01___CATEGORICAL___name___William Lefferts (New Earth)", "5442": "01___CATEGORICAL___name___William MacIntyre (New Earth)", "5443": "01___CATEGORICAL___name___William Magnus (New Earth)", "5444": "01___CATEGORICAL___name___William Magnus (robot) (New Earth)", "5445": "01___CATEGORICAL___name___William McKinley (New Earth)", "5446": "01___CATEGORICAL___name___William Miggs (New Earth)", "5447": "01___CATEGORICAL___name___William O'Neil (New Earth)", "5448": "01___CATEGORICAL___name___William Payton (New Earth)", "5449": "01___CATEGORICAL___name___William Pettit (New Earth)", "5450": "01___CATEGORICAL___name___William Polk (New Earth)", "5451": "01___CATEGORICAL___name___William Riley (New Earth)", "5452": "01___CATEGORICAL___name___William Roberts (New Earth)", "5453": "01___CATEGORICAL___name___William Schmitz (New Earth)", "5454": "01___CATEGORICAL___name___William Slout (New Earth)", "5455": "01___CATEGORICAL___name___William Tane (New Earth)", "5456": "01___CATEGORICAL___name___William Tockman (New Earth)", "5457": "01___CATEGORICAL___name___William Vickers (New Earth)", "5458": "01___CATEGORICAL___name___William Walker (New Earth)", "5459": "01___CATEGORICAL___name___William Walsh (New Earth)", "5460": "01___CATEGORICAL___name___William West (New Earth)", "5461": "01___CATEGORICAL___name___William Wildeagle (New Earth)", "5462": "01___CATEGORICAL___name___William Zard (New Earth)", "5463": "01___CATEGORICAL___name___William von Hammer (New Earth)", "5464": "01___CATEGORICAL___name___Willoughby Kipling (New Earth)", "5465": "01___CATEGORICAL___name___Wilson Klass (New Earth)", "5466": "01___CATEGORICAL___name___Windrider (New Earth)", "5467": "01___CATEGORICAL___name___Wing How (New Earth)", "5468": "01___CATEGORICAL___name___Winslow Heath (New Earth)", "5469": "01___CATEGORICAL___name___Winslow Schott (New Earth)", "5470": "01___CATEGORICAL___name___Winston Churchill (New Earth)", "5471": "01___CATEGORICAL___name___Winston Churchill O'Donnell (New Earth)", "5472": "01___CATEGORICAL___name___Wintley Roth (New Earth)", "5473": "01___CATEGORICAL___name___Wise Owl (New Earth)", "5474": "01___CATEGORICAL___name___Witchazel (New Earth)", "5475": "01___CATEGORICAL___name___Wizened Sage (New Earth)", "5476": "01___CATEGORICAL___name___Wizor (New Earth)", "5477": "01___CATEGORICAL___name___Wolfgang Schmidt (New Earth)", "5478": 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APPEARANCE___1939, December", "11204": "11___CATEGORICAL___FIRST APPEARANCE___1939, July", "11205": "11___CATEGORICAL___FIRST APPEARANCE___1939, June", "11206": "11___CATEGORICAL___FIRST APPEARANCE___1939, May", "11207": "11___CATEGORICAL___FIRST APPEARANCE___1939, November", "11208": "11___CATEGORICAL___FIRST APPEARANCE___1939, October", "11209": "11___CATEGORICAL___FIRST APPEARANCE___1939, September", "11210": "11___CATEGORICAL___FIRST APPEARANCE___1940", "11211": "11___CATEGORICAL___FIRST APPEARANCE___1940, April", "11212": "11___CATEGORICAL___FIRST APPEARANCE___1940, December", "11213": "11___CATEGORICAL___FIRST APPEARANCE___1940, February", "11214": "11___CATEGORICAL___FIRST APPEARANCE___1940, January", "11215": "11___CATEGORICAL___FIRST APPEARANCE___1940, July", "11216": "11___CATEGORICAL___FIRST APPEARANCE___1940, June", "11217": "11___CATEGORICAL___FIRST APPEARANCE___1940, March", "11218": "11___CATEGORICAL___FIRST APPEARANCE___1940, May", "11219": "11___CATEGORICAL___FIRST APPEARANCE___1940, November", "11220": "11___CATEGORICAL___FIRST APPEARANCE___1940, October", "11221": "11___CATEGORICAL___FIRST APPEARANCE___1940, September", "11222": "11___CATEGORICAL___FIRST APPEARANCE___1941, April", "11223": "11___CATEGORICAL___FIRST APPEARANCE___1941, August", "11224": "11___CATEGORICAL___FIRST APPEARANCE___1941, December", "11225": "11___CATEGORICAL___FIRST APPEARANCE___1941, February", "11226": "11___CATEGORICAL___FIRST APPEARANCE___1941, January", "11227": "11___CATEGORICAL___FIRST APPEARANCE___1941, July", "11228": "11___CATEGORICAL___FIRST APPEARANCE___1941, June", "11229": "11___CATEGORICAL___FIRST APPEARANCE___1941, May", "11230": "11___CATEGORICAL___FIRST APPEARANCE___1941, November", "11231": "11___CATEGORICAL___FIRST APPEARANCE___1941, October", "11232": "11___CATEGORICAL___FIRST APPEARANCE___1941, September", "11233": "11___CATEGORICAL___FIRST APPEARANCE___1942, April", "11234": "11___CATEGORICAL___FIRST APPEARANCE___1942, August", "11235": "11___CATEGORICAL___FIRST APPEARANCE___1942, December", "11236": "11___CATEGORICAL___FIRST APPEARANCE___1942, February", "11237": "11___CATEGORICAL___FIRST APPEARANCE___1942, January", "11238": "11___CATEGORICAL___FIRST APPEARANCE___1942, June", "11239": "11___CATEGORICAL___FIRST APPEARANCE___1942, March", "11240": "11___CATEGORICAL___FIRST APPEARANCE___1942, May", "11241": "11___CATEGORICAL___FIRST APPEARANCE___1942, November", "11242": "11___CATEGORICAL___FIRST APPEARANCE___1942, September", "11243": "11___CATEGORICAL___FIRST APPEARANCE___1943, April", "11244": "11___CATEGORICAL___FIRST APPEARANCE___1943, August", "11245": "11___CATEGORICAL___FIRST APPEARANCE___1943, December", "11246": "11___CATEGORICAL___FIRST APPEARANCE___1943, February", "11247": "11___CATEGORICAL___FIRST APPEARANCE___1943, January", "11248": "11___CATEGORICAL___FIRST APPEARANCE___1943, March", "11249": "11___CATEGORICAL___FIRST APPEARANCE___1943, November", "11250": "11___CATEGORICAL___FIRST APPEARANCE___1943, September", "11251": "11___CATEGORICAL___FIRST APPEARANCE___1944, December", "11252": "11___CATEGORICAL___FIRST APPEARANCE___1944, February", "11253": "11___CATEGORICAL___FIRST APPEARANCE___1944, January", "11254": "11___CATEGORICAL___FIRST APPEARANCE___1944, June", "11255": "11___CATEGORICAL___FIRST APPEARANCE___1944, March", "11256": "11___CATEGORICAL___FIRST APPEARANCE___1944, May", "11257": "11___CATEGORICAL___FIRST APPEARANCE___1944, October", "11258": "11___CATEGORICAL___FIRST APPEARANCE___1945, April", "11259": "11___CATEGORICAL___FIRST APPEARANCE___1945, December", "11260": "11___CATEGORICAL___FIRST APPEARANCE___1945, March", "11261": "11___CATEGORICAL___FIRST APPEARANCE___1945, September", "11262": "11___CATEGORICAL___FIRST APPEARANCE___1946, April", "11263": "11___CATEGORICAL___FIRST APPEARANCE___1946, August", "11264": "11___CATEGORICAL___FIRST APPEARANCE___1946, December", "11265": "11___CATEGORICAL___FIRST APPEARANCE___1946, January", "11266": "11___CATEGORICAL___FIRST APPEARANCE___1946, June", "11267": "11___CATEGORICAL___FIRST APPEARANCE___1946, October", "11268": "11___CATEGORICAL___FIRST APPEARANCE___1947, April", "11269": "11___CATEGORICAL___FIRST APPEARANCE___1947, August", "11270": "11___CATEGORICAL___FIRST APPEARANCE___1947, December", "11271": "11___CATEGORICAL___FIRST APPEARANCE___1947, June", "11272": "11___CATEGORICAL___FIRST APPEARANCE___1947, May", "11273": "11___CATEGORICAL___FIRST APPEARANCE___1947, November", "11274": "11___CATEGORICAL___FIRST APPEARANCE___1947, October", "11275": "11___CATEGORICAL___FIRST APPEARANCE___1947, September", "11276": "11___CATEGORICAL___FIRST APPEARANCE___1948, August", "11277": "11___CATEGORICAL___FIRST APPEARANCE___1948, February", "11278": "11___CATEGORICAL___FIRST APPEARANCE___1948, January", "11279": "11___CATEGORICAL___FIRST APPEARANCE___1948, June", "11280": "11___CATEGORICAL___FIRST APPEARANCE___1948, October", "11281": "11___CATEGORICAL___FIRST APPEARANCE___1949, December", "11282": "11___CATEGORICAL___FIRST APPEARANCE___1949, February", "11283": "11___CATEGORICAL___FIRST APPEARANCE___1949, November", "11284": "11___CATEGORICAL___FIRST APPEARANCE___1949, September", "11285": "11___CATEGORICAL___FIRST APPEARANCE___1950, August", "11286": "11___CATEGORICAL___FIRST APPEARANCE___1950, December", "11287": "11___CATEGORICAL___FIRST APPEARANCE___1950, July", "11288": "11___CATEGORICAL___FIRST APPEARANCE___1950, June", "11289": "11___CATEGORICAL___FIRST APPEARANCE___1950, September", "11290": "11___CATEGORICAL___FIRST APPEARANCE___1951, February", "11291": "11___CATEGORICAL___FIRST APPEARANCE___1951, June", "11292": "11___CATEGORICAL___FIRST APPEARANCE___1951, May", "11293": "11___CATEGORICAL___FIRST APPEARANCE___1951, November", "11294": "11___CATEGORICAL___FIRST APPEARANCE___1951, October", "11295": "11___CATEGORICAL___FIRST APPEARANCE___1952, June", "11296": "11___CATEGORICAL___FIRST APPEARANCE___1952, September", "11297": "11___CATEGORICAL___FIRST APPEARANCE___1953, January", "11298": "11___CATEGORICAL___FIRST APPEARANCE___1954, April", "11299": "11___CATEGORICAL___FIRST APPEARANCE___1954, January", "11300": "11___CATEGORICAL___FIRST APPEARANCE___1954, November", "11301": "11___CATEGORICAL___FIRST APPEARANCE___1954, September", "11302": "11___CATEGORICAL___FIRST APPEARANCE___1955, February", "11303": "11___CATEGORICAL___FIRST APPEARANCE___1955, January", "11304": "11___CATEGORICAL___FIRST APPEARANCE___1955, March", "11305": "11___CATEGORICAL___FIRST APPEARANCE___1955, November", "11306": "11___CATEGORICAL___FIRST APPEARANCE___1955, September", "11307": "11___CATEGORICAL___FIRST APPEARANCE___1956, April", "11308": "11___CATEGORICAL___FIRST APPEARANCE___1956, December", "11309": "11___CATEGORICAL___FIRST APPEARANCE___1956, February", "11310": "11___CATEGORICAL___FIRST APPEARANCE___1956, May", "11311": "11___CATEGORICAL___FIRST APPEARANCE___1956, October", "11312": "11___CATEGORICAL___FIRST APPEARANCE___1956, September", "11313": "11___CATEGORICAL___FIRST APPEARANCE___1957, April", "11314": "11___CATEGORICAL___FIRST APPEARANCE___1957, August", "11315": "11___CATEGORICAL___FIRST APPEARANCE___1957, December", "11316": "11___CATEGORICAL___FIRST APPEARANCE___1957, February", "11317": "11___CATEGORICAL___FIRST APPEARANCE___1957, July", "11318": "11___CATEGORICAL___FIRST APPEARANCE___1957, June", "11319": "11___CATEGORICAL___FIRST APPEARANCE___1957, September", "11320": "11___CATEGORICAL___FIRST APPEARANCE___1958, April", "11321": "11___CATEGORICAL___FIRST APPEARANCE___1958, August", "11322": "11___CATEGORICAL___FIRST APPEARANCE___1958, December", "11323": "11___CATEGORICAL___FIRST APPEARANCE___1958, March", "11324": "11___CATEGORICAL___FIRST APPEARANCE___1958, May", "11325": "11___CATEGORICAL___FIRST APPEARANCE___1958, November", "11326": "11___CATEGORICAL___FIRST APPEARANCE___1958, September", "11327": "11___CATEGORICAL___FIRST APPEARANCE___1959, April", "11328": "11___CATEGORICAL___FIRST APPEARANCE___1959, August", "11329": "11___CATEGORICAL___FIRST APPEARANCE___1959, December", "11330": "11___CATEGORICAL___FIRST APPEARANCE___1959, February", "11331": "11___CATEGORICAL___FIRST APPEARANCE___1959, January", "11332": "11___CATEGORICAL___FIRST APPEARANCE___1959, July", "11333": "11___CATEGORICAL___FIRST APPEARANCE___1959, June", "11334": "11___CATEGORICAL___FIRST APPEARANCE___1959, May", "11335": "11___CATEGORICAL___FIRST APPEARANCE___1959, November", "11336": "11___CATEGORICAL___FIRST APPEARANCE___1959, October", "11337": "11___CATEGORICAL___FIRST APPEARANCE___1959, September", "11338": "11___CATEGORICAL___FIRST APPEARANCE___1960, August", "11339": "11___CATEGORICAL___FIRST APPEARANCE___1960, December", "11340": "11___CATEGORICAL___FIRST APPEARANCE___1960, February", "11341": "11___CATEGORICAL___FIRST APPEARANCE___1960, January", "11342": "11___CATEGORICAL___FIRST APPEARANCE___1960, July", "11343": "11___CATEGORICAL___FIRST APPEARANCE___1960, June", "11344": "11___CATEGORICAL___FIRST APPEARANCE___1960, March", "11345": "11___CATEGORICAL___FIRST APPEARANCE___1960, May", "11346": "11___CATEGORICAL___FIRST APPEARANCE___1960, November", "11347": "11___CATEGORICAL___FIRST APPEARANCE___1960, October", "11348": "11___CATEGORICAL___FIRST APPEARANCE___1961, April", "11349": "11___CATEGORICAL___FIRST APPEARANCE___1961, August", "11350": "11___CATEGORICAL___FIRST APPEARANCE___1961, December", "11351": "11___CATEGORICAL___FIRST APPEARANCE___1961, January", "11352": "11___CATEGORICAL___FIRST APPEARANCE___1961, July", "11353": "11___CATEGORICAL___FIRST APPEARANCE___1961, June", "11354": "11___CATEGORICAL___FIRST APPEARANCE___1961, March", "11355": "11___CATEGORICAL___FIRST APPEARANCE___1961, May", "11356": "11___CATEGORICAL___FIRST APPEARANCE___1961, November", "11357": "11___CATEGORICAL___FIRST APPEARANCE___1961, October", "11358": "11___CATEGORICAL___FIRST APPEARANCE___1961, September", "11359": "11___CATEGORICAL___FIRST APPEARANCE___1962, April", "11360": "11___CATEGORICAL___FIRST APPEARANCE___1962, August", "11361": "11___CATEGORICAL___FIRST APPEARANCE___1962, December", "11362": "11___CATEGORICAL___FIRST APPEARANCE___1962, February", "11363": "11___CATEGORICAL___FIRST APPEARANCE___1962, July", "11364": "11___CATEGORICAL___FIRST APPEARANCE___1962, June", "11365": "11___CATEGORICAL___FIRST APPEARANCE___1962, March", "11366": "11___CATEGORICAL___FIRST APPEARANCE___1962, May", "11367": "11___CATEGORICAL___FIRST APPEARANCE___1962, November", "11368": "11___CATEGORICAL___FIRST APPEARANCE___1963, August", "11369": "11___CATEGORICAL___FIRST APPEARANCE___1963, December", "11370": "11___CATEGORICAL___FIRST APPEARANCE___1963, February", "11371": "11___CATEGORICAL___FIRST APPEARANCE___1963, January", "11372": "11___CATEGORICAL___FIRST APPEARANCE___1963, July", "11373": "11___CATEGORICAL___FIRST APPEARANCE___1963, June", "11374": "11___CATEGORICAL___FIRST APPEARANCE___1963, May", "11375": "11___CATEGORICAL___FIRST APPEARANCE___1963, November", "11376": "11___CATEGORICAL___FIRST APPEARANCE___1963, October", "11377": "11___CATEGORICAL___FIRST APPEARANCE___1963, September", "11378": "11___CATEGORICAL___FIRST APPEARANCE___1964, August", "11379": "11___CATEGORICAL___FIRST APPEARANCE___1964, December", "11380": "11___CATEGORICAL___FIRST APPEARANCE___1964, February", "11381": "11___CATEGORICAL___FIRST APPEARANCE___1964, January", "11382": "11___CATEGORICAL___FIRST APPEARANCE___1964, July", "11383": "11___CATEGORICAL___FIRST APPEARANCE___1964, June", "11384": "11___CATEGORICAL___FIRST APPEARANCE___1964, March", "11385": "11___CATEGORICAL___FIRST APPEARANCE___1964, November", "11386": "11___CATEGORICAL___FIRST APPEARANCE___1964, October", "11387": "11___CATEGORICAL___FIRST APPEARANCE___1964, September", "11388": "11___CATEGORICAL___FIRST APPEARANCE___1965, April", "11389": "11___CATEGORICAL___FIRST APPEARANCE___1965, August", "11390": "11___CATEGORICAL___FIRST APPEARANCE___1965, December", "11391": "11___CATEGORICAL___FIRST APPEARANCE___1965, February", "11392": "11___CATEGORICAL___FIRST APPEARANCE___1965, January", "11393": "11___CATEGORICAL___FIRST APPEARANCE___1965, July", "11394": "11___CATEGORICAL___FIRST APPEARANCE___1965, June", "11395": "11___CATEGORICAL___FIRST APPEARANCE___1965, March", "11396": "11___CATEGORICAL___FIRST APPEARANCE___1965, May", "11397": "11___CATEGORICAL___FIRST APPEARANCE___1965, November", "11398": "11___CATEGORICAL___FIRST APPEARANCE___1965, October", "11399": "11___CATEGORICAL___FIRST APPEARANCE___1965, September", "11400": "11___CATEGORICAL___FIRST APPEARANCE___1966, April", "11401": "11___CATEGORICAL___FIRST APPEARANCE___1966, December", "11402": "11___CATEGORICAL___FIRST APPEARANCE___1966, February", "11403": "11___CATEGORICAL___FIRST APPEARANCE___1966, January", "11404": "11___CATEGORICAL___FIRST APPEARANCE___1966, July", "11405": "11___CATEGORICAL___FIRST APPEARANCE___1966, June", "11406": "11___CATEGORICAL___FIRST APPEARANCE___1966, March", "11407": "11___CATEGORICAL___FIRST APPEARANCE___1966, May", "11408": "11___CATEGORICAL___FIRST APPEARANCE___1966, November", "11409": "11___CATEGORICAL___FIRST APPEARANCE___1966, October", "11410": "11___CATEGORICAL___FIRST APPEARANCE___1966, September", "11411": "11___CATEGORICAL___FIRST APPEARANCE___1967, April", "11412": "11___CATEGORICAL___FIRST APPEARANCE___1967, August", "11413": "11___CATEGORICAL___FIRST APPEARANCE___1967, December", "11414": "11___CATEGORICAL___FIRST APPEARANCE___1967, February", "11415": "11___CATEGORICAL___FIRST APPEARANCE___1967, January", "11416": "11___CATEGORICAL___FIRST APPEARANCE___1967, July", "11417": "11___CATEGORICAL___FIRST APPEARANCE___1967, June", "11418": "11___CATEGORICAL___FIRST APPEARANCE___1967, March", "11419": "11___CATEGORICAL___FIRST APPEARANCE___1967, October", "11420": "11___CATEGORICAL___FIRST APPEARANCE___1967, September", "11421": "11___CATEGORICAL___FIRST APPEARANCE___1968, April", "11422": "11___CATEGORICAL___FIRST APPEARANCE___1968, August", "11423": "11___CATEGORICAL___FIRST APPEARANCE___1968, December", "11424": "11___CATEGORICAL___FIRST APPEARANCE___1968, February", "11425": "11___CATEGORICAL___FIRST APPEARANCE___1968, January", "11426": "11___CATEGORICAL___FIRST APPEARANCE___1968, July", "11427": "11___CATEGORICAL___FIRST APPEARANCE___1968, June", "11428": "11___CATEGORICAL___FIRST APPEARANCE___1968, March", "11429": "11___CATEGORICAL___FIRST APPEARANCE___1968, May", "11430": "11___CATEGORICAL___FIRST APPEARANCE___1968, November", "11431": "11___CATEGORICAL___FIRST APPEARANCE___1968, October", "11432": "11___CATEGORICAL___FIRST APPEARANCE___1968, September", "11433": "11___CATEGORICAL___FIRST APPEARANCE___1969, August", "11434": "11___CATEGORICAL___FIRST APPEARANCE___1969, December", "11435": "11___CATEGORICAL___FIRST APPEARANCE___1969, February", "11436": "11___CATEGORICAL___FIRST APPEARANCE___1969, January", "11437": "11___CATEGORICAL___FIRST APPEARANCE___1969, July", "11438": "11___CATEGORICAL___FIRST APPEARANCE___1969, March", "11439": "11___CATEGORICAL___FIRST APPEARANCE___1969, May", "11440": "11___CATEGORICAL___FIRST APPEARANCE___1969, November", "11441": "11___CATEGORICAL___FIRST APPEARANCE___1969, October", "11442": "11___CATEGORICAL___FIRST APPEARANCE___1969, September", "11443": "11___CATEGORICAL___FIRST APPEARANCE___1970, April", "11444": "11___CATEGORICAL___FIRST APPEARANCE___1970, August", "11445": "11___CATEGORICAL___FIRST APPEARANCE___1970, December", "11446": "11___CATEGORICAL___FIRST APPEARANCE___1970, February", "11447": "11___CATEGORICAL___FIRST APPEARANCE___1970, January", "11448": "11___CATEGORICAL___FIRST APPEARANCE___1970, June", "11449": "11___CATEGORICAL___FIRST APPEARANCE___1970, May", "11450": "11___CATEGORICAL___FIRST APPEARANCE___1970, November", "11451": "11___CATEGORICAL___FIRST APPEARANCE___1970, October", "11452": "11___CATEGORICAL___FIRST APPEARANCE___1971, April", "11453": "11___CATEGORICAL___FIRST APPEARANCE___1971, December", "11454": "11___CATEGORICAL___FIRST APPEARANCE___1971, February", "11455": "11___CATEGORICAL___FIRST APPEARANCE___1971, January", "11456": "11___CATEGORICAL___FIRST APPEARANCE___1971, July", "11457": "11___CATEGORICAL___FIRST APPEARANCE___1971, June", "11458": "11___CATEGORICAL___FIRST APPEARANCE___1971, March", "11459": "11___CATEGORICAL___FIRST APPEARANCE___1971, May", "11460": "11___CATEGORICAL___FIRST APPEARANCE___1971, November", "11461": "11___CATEGORICAL___FIRST APPEARANCE___1971, October", "11462": "11___CATEGORICAL___FIRST APPEARANCE___1971, September", "11463": "11___CATEGORICAL___FIRST APPEARANCE___1972, April", "11464": "11___CATEGORICAL___FIRST APPEARANCE___1972, August", "11465": "11___CATEGORICAL___FIRST APPEARANCE___1972, December", "11466": "11___CATEGORICAL___FIRST APPEARANCE___1972, February", "11467": "11___CATEGORICAL___FIRST APPEARANCE___1972, January", "11468": "11___CATEGORICAL___FIRST APPEARANCE___1972, July", "11469": "11___CATEGORICAL___FIRST APPEARANCE___1972, June", "11470": "11___CATEGORICAL___FIRST APPEARANCE___1972, March", "11471": "11___CATEGORICAL___FIRST APPEARANCE___1972, May", "11472": "11___CATEGORICAL___FIRST APPEARANCE___1972, November", "11473": "11___CATEGORICAL___FIRST APPEARANCE___1972, October", "11474": "11___CATEGORICAL___FIRST APPEARANCE___1972, September", "11475": "11___CATEGORICAL___FIRST APPEARANCE___1973, April", "11476": "11___CATEGORICAL___FIRST APPEARANCE___1973, August", "11477": "11___CATEGORICAL___FIRST APPEARANCE___1973, February", "11478": "11___CATEGORICAL___FIRST APPEARANCE___1973, January", "11479": "11___CATEGORICAL___FIRST APPEARANCE___1973, March", "11480": "11___CATEGORICAL___FIRST APPEARANCE___1973, November", "11481": "11___CATEGORICAL___FIRST APPEARANCE___1973, September", "11482": "11___CATEGORICAL___FIRST APPEARANCE___1974, April", "11483": "11___CATEGORICAL___FIRST APPEARANCE___1974, August", "11484": "11___CATEGORICAL___FIRST APPEARANCE___1974, December", "11485": "11___CATEGORICAL___FIRST APPEARANCE___1974, February", "11486": "11___CATEGORICAL___FIRST APPEARANCE___1974, July", "11487": "11___CATEGORICAL___FIRST APPEARANCE___1974, June", "11488": "11___CATEGORICAL___FIRST APPEARANCE___1974, March", "11489": "11___CATEGORICAL___FIRST APPEARANCE___1974, October", "11490": "11___CATEGORICAL___FIRST APPEARANCE___1975, April", "11491": "11___CATEGORICAL___FIRST APPEARANCE___1975, August", "11492": "11___CATEGORICAL___FIRST APPEARANCE___1975, December", "11493": "11___CATEGORICAL___FIRST APPEARANCE___1975, July", "11494": "11___CATEGORICAL___FIRST APPEARANCE___1975, June", "11495": "11___CATEGORICAL___FIRST APPEARANCE___1975, March", "11496": "11___CATEGORICAL___FIRST APPEARANCE___1975, May", "11497": "11___CATEGORICAL___FIRST APPEARANCE___1975, November", "11498": "11___CATEGORICAL___FIRST APPEARANCE___1975, October", "11499": "11___CATEGORICAL___FIRST APPEARANCE___1975, September", "11500": "11___CATEGORICAL___FIRST APPEARANCE___1976, April", "11501": "11___CATEGORICAL___FIRST APPEARANCE___1976, August", "11502": "11___CATEGORICAL___FIRST APPEARANCE___1976, December", "11503": "11___CATEGORICAL___FIRST APPEARANCE___1976, February", "11504": "11___CATEGORICAL___FIRST APPEARANCE___1976, January", "11505": "11___CATEGORICAL___FIRST APPEARANCE___1976, July", "11506": "11___CATEGORICAL___FIRST APPEARANCE___1976, June", "11507": "11___CATEGORICAL___FIRST APPEARANCE___1976, March", "11508": "11___CATEGORICAL___FIRST APPEARANCE___1976, May", "11509": "11___CATEGORICAL___FIRST APPEARANCE___1976, November", "11510": "11___CATEGORICAL___FIRST APPEARANCE___1976, October", "11511": "11___CATEGORICAL___FIRST APPEARANCE___1976, September", "11512": "11___CATEGORICAL___FIRST APPEARANCE___1977, April", "11513": "11___CATEGORICAL___FIRST APPEARANCE___1977, August", "11514": "11___CATEGORICAL___FIRST APPEARANCE___1977, December", "11515": "11___CATEGORICAL___FIRST APPEARANCE___1977, February", "11516": "11___CATEGORICAL___FIRST APPEARANCE___1977, July", "11517": "11___CATEGORICAL___FIRST APPEARANCE___1977, June", "11518": "11___CATEGORICAL___FIRST APPEARANCE___1977, March", "11519": "11___CATEGORICAL___FIRST APPEARANCE___1977, May", "11520": "11___CATEGORICAL___FIRST APPEARANCE___1977, November", "11521": "11___CATEGORICAL___FIRST APPEARANCE___1977, September", "11522": "11___CATEGORICAL___FIRST APPEARANCE___1978, April", "11523": "11___CATEGORICAL___FIRST APPEARANCE___1978, December", "11524": "11___CATEGORICAL___FIRST APPEARANCE___1978, February", "11525": "11___CATEGORICAL___FIRST APPEARANCE___1978, January", "11526": "11___CATEGORICAL___FIRST APPEARANCE___1978, July", "11527": "11___CATEGORICAL___FIRST APPEARANCE___1978, June", "11528": "11___CATEGORICAL___FIRST APPEARANCE___1978, March", "11529": "11___CATEGORICAL___FIRST APPEARANCE___1978, May", "11530": "11___CATEGORICAL___FIRST APPEARANCE___1978, November", "11531": "11___CATEGORICAL___FIRST APPEARANCE___1978, October", "11532": "11___CATEGORICAL___FIRST APPEARANCE___1978, September", "11533": "11___CATEGORICAL___FIRST APPEARANCE___1979, April", "11534": "11___CATEGORICAL___FIRST APPEARANCE___1979, August", "11535": "11___CATEGORICAL___FIRST APPEARANCE___1979, December", "11536": "11___CATEGORICAL___FIRST APPEARANCE___1979, February", "11537": "11___CATEGORICAL___FIRST APPEARANCE___1979, January", "11538": "11___CATEGORICAL___FIRST APPEARANCE___1979, July", "11539": "11___CATEGORICAL___FIRST APPEARANCE___1979, June", "11540": "11___CATEGORICAL___FIRST APPEARANCE___1979, March", "11541": "11___CATEGORICAL___FIRST APPEARANCE___1979, May", "11542": "11___CATEGORICAL___FIRST APPEARANCE___1979, November", "11543": "11___CATEGORICAL___FIRST APPEARANCE___1979, October", "11544": "11___CATEGORICAL___FIRST APPEARANCE___1979, September", "11545": "11___CATEGORICAL___FIRST APPEARANCE___1980, April", "11546": "11___CATEGORICAL___FIRST APPEARANCE___1980, December", "11547": "11___CATEGORICAL___FIRST APPEARANCE___1980, February", "11548": "11___CATEGORICAL___FIRST APPEARANCE___1980, January", "11549": "11___CATEGORICAL___FIRST APPEARANCE___1980, July", "11550": "11___CATEGORICAL___FIRST APPEARANCE___1980, June", "11551": "11___CATEGORICAL___FIRST APPEARANCE___1980, May", "11552": "11___CATEGORICAL___FIRST APPEARANCE___1980, November", "11553": "11___CATEGORICAL___FIRST APPEARANCE___1980, October", "11554": "11___CATEGORICAL___FIRST APPEARANCE___1980, September", "11555": "11___CATEGORICAL___FIRST APPEARANCE___1981", "11556": "11___CATEGORICAL___FIRST APPEARANCE___1981, April", "11557": "11___CATEGORICAL___FIRST APPEARANCE___1981, August", "11558": "11___CATEGORICAL___FIRST APPEARANCE___1981, December", "11559": "11___CATEGORICAL___FIRST APPEARANCE___1981, February", "11560": "11___CATEGORICAL___FIRST APPEARANCE___1981, January", "11561": "11___CATEGORICAL___FIRST APPEARANCE___1981, July", "11562": "11___CATEGORICAL___FIRST APPEARANCE___1981, June", "11563": "11___CATEGORICAL___FIRST APPEARANCE___1981, March", "11564": "11___CATEGORICAL___FIRST APPEARANCE___1981, May", "11565": "11___CATEGORICAL___FIRST APPEARANCE___1981, November", "11566": "11___CATEGORICAL___FIRST APPEARANCE___1981, October", "11567": "11___CATEGORICAL___FIRST APPEARANCE___1981, September", "11568": "11___CATEGORICAL___FIRST APPEARANCE___1982", "11569": "11___CATEGORICAL___FIRST APPEARANCE___1982, April", "11570": "11___CATEGORICAL___FIRST APPEARANCE___1982, August", "11571": "11___CATEGORICAL___FIRST APPEARANCE___1982, December", "11572": "11___CATEGORICAL___FIRST APPEARANCE___1982, February", "11573": "11___CATEGORICAL___FIRST APPEARANCE___1982, January", "11574": "11___CATEGORICAL___FIRST APPEARANCE___1982, July", "11575": "11___CATEGORICAL___FIRST APPEARANCE___1982, June", "11576": "11___CATEGORICAL___FIRST APPEARANCE___1982, March", "11577": "11___CATEGORICAL___FIRST APPEARANCE___1982, May", "11578": "11___CATEGORICAL___FIRST APPEARANCE___1982, November", "11579": "11___CATEGORICAL___FIRST APPEARANCE___1982, October", "11580": "11___CATEGORICAL___FIRST APPEARANCE___1982, September", "11581": "11___CATEGORICAL___FIRST APPEARANCE___1983", "11582": "11___CATEGORICAL___FIRST APPEARANCE___1983, April", "11583": "11___CATEGORICAL___FIRST APPEARANCE___1983, August", "11584": "11___CATEGORICAL___FIRST APPEARANCE___1983, December", "11585": "11___CATEGORICAL___FIRST APPEARANCE___1983, February", "11586": "11___CATEGORICAL___FIRST APPEARANCE___1983, January", "11587": "11___CATEGORICAL___FIRST APPEARANCE___1983, July", "11588": "11___CATEGORICAL___FIRST APPEARANCE___1983, June", "11589": "11___CATEGORICAL___FIRST APPEARANCE___1983, March", "11590": "11___CATEGORICAL___FIRST APPEARANCE___1983, May", "11591": "11___CATEGORICAL___FIRST APPEARANCE___1983, November", "11592": "11___CATEGORICAL___FIRST APPEARANCE___1983, October", "11593": "11___CATEGORICAL___FIRST APPEARANCE___1983, September", "11594": "11___CATEGORICAL___FIRST APPEARANCE___1984", "11595": "11___CATEGORICAL___FIRST APPEARANCE___1984, April", "11596": "11___CATEGORICAL___FIRST APPEARANCE___1984, August", "11597": "11___CATEGORICAL___FIRST APPEARANCE___1984, December", "11598": "11___CATEGORICAL___FIRST APPEARANCE___1984, February", "11599": "11___CATEGORICAL___FIRST APPEARANCE___1984, January", "11600": "11___CATEGORICAL___FIRST APPEARANCE___1984, July", "11601": "11___CATEGORICAL___FIRST APPEARANCE___1984, June", "11602": "11___CATEGORICAL___FIRST APPEARANCE___1984, March", "11603": "11___CATEGORICAL___FIRST APPEARANCE___1984, May", "11604": "11___CATEGORICAL___FIRST APPEARANCE___1984, November", "11605": "11___CATEGORICAL___FIRST APPEARANCE___1984, October", "11606": "11___CATEGORICAL___FIRST APPEARANCE___1984, September", "11607": "11___CATEGORICAL___FIRST APPEARANCE___1985", "11608": "11___CATEGORICAL___FIRST APPEARANCE___1985, April", "11609": "11___CATEGORICAL___FIRST APPEARANCE___1985, August", "11610": "11___CATEGORICAL___FIRST APPEARANCE___1985, December", "11611": "11___CATEGORICAL___FIRST APPEARANCE___1985, February", "11612": "11___CATEGORICAL___FIRST APPEARANCE___1985, January", "11613": "11___CATEGORICAL___FIRST APPEARANCE___1985, July", "11614": "11___CATEGORICAL___FIRST APPEARANCE___1985, June", "11615": "11___CATEGORICAL___FIRST APPEARANCE___1985, March", "11616": "11___CATEGORICAL___FIRST APPEARANCE___1985, May", "11617": "11___CATEGORICAL___FIRST APPEARANCE___1985, November", "11618": "11___CATEGORICAL___FIRST APPEARANCE___1985, October", "11619": "11___CATEGORICAL___FIRST APPEARANCE___1985, September", "11620": "11___CATEGORICAL___FIRST APPEARANCE___1986", "11621": "11___CATEGORICAL___FIRST APPEARANCE___1986, April", "11622": "11___CATEGORICAL___FIRST APPEARANCE___1986, August", "11623": "11___CATEGORICAL___FIRST APPEARANCE___1986, December", "11624": "11___CATEGORICAL___FIRST APPEARANCE___1986, February", "11625": "11___CATEGORICAL___FIRST APPEARANCE___1986, January", "11626": "11___CATEGORICAL___FIRST APPEARANCE___1986, July", "11627": "11___CATEGORICAL___FIRST APPEARANCE___1986, June", "11628": "11___CATEGORICAL___FIRST APPEARANCE___1986, March", "11629": "11___CATEGORICAL___FIRST APPEARANCE___1986, May", "11630": "11___CATEGORICAL___FIRST APPEARANCE___1986, November", "11631": "11___CATEGORICAL___FIRST APPEARANCE___1986, October", "11632": "11___CATEGORICAL___FIRST APPEARANCE___1986, September", "11633": "11___CATEGORICAL___FIRST APPEARANCE___1987", "11634": "11___CATEGORICAL___FIRST APPEARANCE___1987, April", "11635": "11___CATEGORICAL___FIRST APPEARANCE___1987, August", "11636": "11___CATEGORICAL___FIRST APPEARANCE___1987, December", "11637": "11___CATEGORICAL___FIRST APPEARANCE___1987, February", "11638": "11___CATEGORICAL___FIRST APPEARANCE___1987, January", "11639": "11___CATEGORICAL___FIRST APPEARANCE___1987, July", "11640": "11___CATEGORICAL___FIRST APPEARANCE___1987, June", "11641": "11___CATEGORICAL___FIRST APPEARANCE___1987, March", "11642": "11___CATEGORICAL___FIRST APPEARANCE___1987, May", "11643": "11___CATEGORICAL___FIRST APPEARANCE___1987, November", "11644": "11___CATEGORICAL___FIRST APPEARANCE___1987, October", "11645": "11___CATEGORICAL___FIRST APPEARANCE___1987, September", "11646": "11___CATEGORICAL___FIRST APPEARANCE___1988", "11647": "11___CATEGORICAL___FIRST APPEARANCE___1988, April", "11648": "11___CATEGORICAL___FIRST APPEARANCE___1988, August", "11649": "11___CATEGORICAL___FIRST APPEARANCE___1988, December", "11650": "11___CATEGORICAL___FIRST APPEARANCE___1988, February", "11651": "11___CATEGORICAL___FIRST APPEARANCE___1988, Holiday", "11652": "11___CATEGORICAL___FIRST APPEARANCE___1988, January", "11653": "11___CATEGORICAL___FIRST APPEARANCE___1988, July", "11654": "11___CATEGORICAL___FIRST APPEARANCE___1988, June", "11655": "11___CATEGORICAL___FIRST APPEARANCE___1988, March", "11656": "11___CATEGORICAL___FIRST APPEARANCE___1988, May", "11657": "11___CATEGORICAL___FIRST APPEARANCE___1988, November", "11658": "11___CATEGORICAL___FIRST APPEARANCE___1988, October", "11659": "11___CATEGORICAL___FIRST APPEARANCE___1988, September", "11660": "11___CATEGORICAL___FIRST APPEARANCE___1989", "11661": "11___CATEGORICAL___FIRST APPEARANCE___1989, April", "11662": "11___CATEGORICAL___FIRST APPEARANCE___1989, August", "11663": "11___CATEGORICAL___FIRST APPEARANCE___1989, December", "11664": "11___CATEGORICAL___FIRST APPEARANCE___1989, February", "11665": "11___CATEGORICAL___FIRST APPEARANCE___1989, January", "11666": "11___CATEGORICAL___FIRST APPEARANCE___1989, July", "11667": "11___CATEGORICAL___FIRST APPEARANCE___1989, June", "11668": "11___CATEGORICAL___FIRST APPEARANCE___1989, March", "11669": "11___CATEGORICAL___FIRST APPEARANCE___1989, May", "11670": "11___CATEGORICAL___FIRST APPEARANCE___1989, November", "11671": "11___CATEGORICAL___FIRST APPEARANCE___1989, October", "11672": "11___CATEGORICAL___FIRST APPEARANCE___1989, September", "11673": "11___CATEGORICAL___FIRST APPEARANCE___1990", "11674": "11___CATEGORICAL___FIRST APPEARANCE___1990, April", "11675": "11___CATEGORICAL___FIRST APPEARANCE___1990, August", "11676": "11___CATEGORICAL___FIRST APPEARANCE___1990, December", "11677": "11___CATEGORICAL___FIRST APPEARANCE___1990, February", "11678": "11___CATEGORICAL___FIRST APPEARANCE___1990, January", "11679": "11___CATEGORICAL___FIRST APPEARANCE___1990, July", "11680": "11___CATEGORICAL___FIRST APPEARANCE___1990, June", "11681": "11___CATEGORICAL___FIRST APPEARANCE___1990, March", "11682": "11___CATEGORICAL___FIRST APPEARANCE___1990, May", "11683": "11___CATEGORICAL___FIRST APPEARANCE___1990, November", "11684": "11___CATEGORICAL___FIRST APPEARANCE___1990, October", "11685": "11___CATEGORICAL___FIRST APPEARANCE___1990, September", "11686": "11___CATEGORICAL___FIRST APPEARANCE___1991", "11687": "11___CATEGORICAL___FIRST APPEARANCE___1991, April", "11688": "11___CATEGORICAL___FIRST APPEARANCE___1991, August", "11689": "11___CATEGORICAL___FIRST APPEARANCE___1991, December", "11690": "11___CATEGORICAL___FIRST APPEARANCE___1991, February", "11691": "11___CATEGORICAL___FIRST APPEARANCE___1991, January", "11692": "11___CATEGORICAL___FIRST APPEARANCE___1991, July", "11693": "11___CATEGORICAL___FIRST APPEARANCE___1991, June", "11694": "11___CATEGORICAL___FIRST APPEARANCE___1991, March", "11695": "11___CATEGORICAL___FIRST APPEARANCE___1991, May", "11696": "11___CATEGORICAL___FIRST APPEARANCE___1991, November", "11697": "11___CATEGORICAL___FIRST APPEARANCE___1991, October", "11698": "11___CATEGORICAL___FIRST APPEARANCE___1991, September", "11699": "11___CATEGORICAL___FIRST APPEARANCE___1992", "11700": "11___CATEGORICAL___FIRST APPEARANCE___1992, April", "11701": "11___CATEGORICAL___FIRST APPEARANCE___1992, August", "11702": "11___CATEGORICAL___FIRST APPEARANCE___1992, December", "11703": "11___CATEGORICAL___FIRST APPEARANCE___1992, February", "11704": "11___CATEGORICAL___FIRST APPEARANCE___1992, January", "11705": "11___CATEGORICAL___FIRST APPEARANCE___1992, July", "11706": "11___CATEGORICAL___FIRST APPEARANCE___1992, June", "11707": "11___CATEGORICAL___FIRST APPEARANCE___1992, March", "11708": "11___CATEGORICAL___FIRST APPEARANCE___1992, May", "11709": "11___CATEGORICAL___FIRST APPEARANCE___1992, November", "11710": "11___CATEGORICAL___FIRST APPEARANCE___1992, October", "11711": "11___CATEGORICAL___FIRST APPEARANCE___1992, September", "11712": "11___CATEGORICAL___FIRST APPEARANCE___1993", "11713": "11___CATEGORICAL___FIRST APPEARANCE___1993, April", "11714": "11___CATEGORICAL___FIRST APPEARANCE___1993, August", "11715": "11___CATEGORICAL___FIRST APPEARANCE___1993, December", "11716": "11___CATEGORICAL___FIRST APPEARANCE___1993, February", "11717": "11___CATEGORICAL___FIRST APPEARANCE___1993, January", "11718": "11___CATEGORICAL___FIRST APPEARANCE___1993, July", "11719": "11___CATEGORICAL___FIRST APPEARANCE___1993, June", "11720": "11___CATEGORICAL___FIRST APPEARANCE___1993, March", "11721": "11___CATEGORICAL___FIRST APPEARANCE___1993, May", "11722": "11___CATEGORICAL___FIRST APPEARANCE___1993, November", "11723": "11___CATEGORICAL___FIRST APPEARANCE___1993, October", "11724": "11___CATEGORICAL___FIRST APPEARANCE___1993, September", "11725": "11___CATEGORICAL___FIRST APPEARANCE___1994, April", "11726": "11___CATEGORICAL___FIRST APPEARANCE___1994, August", "11727": "11___CATEGORICAL___FIRST APPEARANCE___1994, December", "11728": "11___CATEGORICAL___FIRST APPEARANCE___1994, February", "11729": "11___CATEGORICAL___FIRST APPEARANCE___1994, January", "11730": "11___CATEGORICAL___FIRST APPEARANCE___1994, July", "11731": "11___CATEGORICAL___FIRST APPEARANCE___1994, June", "11732": "11___CATEGORICAL___FIRST APPEARANCE___1994, March", "11733": "11___CATEGORICAL___FIRST APPEARANCE___1994, May", "11734": "11___CATEGORICAL___FIRST APPEARANCE___1994, November", "11735": "11___CATEGORICAL___FIRST APPEARANCE___1994, October", "11736": "11___CATEGORICAL___FIRST APPEARANCE___1994, September", "11737": "11___CATEGORICAL___FIRST APPEARANCE___1995", "11738": "11___CATEGORICAL___FIRST APPEARANCE___1995, April", "11739": "11___CATEGORICAL___FIRST APPEARANCE___1995, August", "11740": "11___CATEGORICAL___FIRST APPEARANCE___1995, December", "11741": "11___CATEGORICAL___FIRST APPEARANCE___1995, February", "11742": "11___CATEGORICAL___FIRST APPEARANCE___1995, January", "11743": "11___CATEGORICAL___FIRST APPEARANCE___1995, July", "11744": "11___CATEGORICAL___FIRST APPEARANCE___1995, June", "11745": "11___CATEGORICAL___FIRST APPEARANCE___1995, March", "11746": "11___CATEGORICAL___FIRST APPEARANCE___1995, May", "11747": "11___CATEGORICAL___FIRST APPEARANCE___1995, November", "11748": "11___CATEGORICAL___FIRST APPEARANCE___1995, October", "11749": "11___CATEGORICAL___FIRST APPEARANCE___1995, September", "11750": "11___CATEGORICAL___FIRST APPEARANCE___1996", "11751": "11___CATEGORICAL___FIRST APPEARANCE___1996, April", "11752": "11___CATEGORICAL___FIRST APPEARANCE___1996, August", "11753": "11___CATEGORICAL___FIRST APPEARANCE___1996, December", "11754": "11___CATEGORICAL___FIRST APPEARANCE___1996, February", "11755": "11___CATEGORICAL___FIRST APPEARANCE___1996, January", "11756": "11___CATEGORICAL___FIRST APPEARANCE___1996, July", "11757": "11___CATEGORICAL___FIRST APPEARANCE___1996, June", "11758": "11___CATEGORICAL___FIRST APPEARANCE___1996, March", "11759": "11___CATEGORICAL___FIRST APPEARANCE___1996, May", "11760": "11___CATEGORICAL___FIRST APPEARANCE___1996, November", "11761": "11___CATEGORICAL___FIRST APPEARANCE___1996, October", "11762": "11___CATEGORICAL___FIRST APPEARANCE___1996, September", "11763": "11___CATEGORICAL___FIRST APPEARANCE___1997", "11764": "11___CATEGORICAL___FIRST APPEARANCE___1997, April", "11765": "11___CATEGORICAL___FIRST APPEARANCE___1997, August", "11766": "11___CATEGORICAL___FIRST APPEARANCE___1997, December", "11767": "11___CATEGORICAL___FIRST APPEARANCE___1997, February", "11768": "11___CATEGORICAL___FIRST APPEARANCE___1997, January", "11769": "11___CATEGORICAL___FIRST APPEARANCE___1997, July", "11770": "11___CATEGORICAL___FIRST APPEARANCE___1997, June", "11771": "11___CATEGORICAL___FIRST APPEARANCE___1997, March", "11772": "11___CATEGORICAL___FIRST APPEARANCE___1997, May", "11773": "11___CATEGORICAL___FIRST APPEARANCE___1997, November", "11774": "11___CATEGORICAL___FIRST APPEARANCE___1997, October", "11775": "11___CATEGORICAL___FIRST APPEARANCE___1997, September", "11776": "11___CATEGORICAL___FIRST APPEARANCE___1998", "11777": "11___CATEGORICAL___FIRST APPEARANCE___1998, April", "11778": "11___CATEGORICAL___FIRST APPEARANCE___1998, August", "11779": "11___CATEGORICAL___FIRST APPEARANCE___1998, December", "11780": "11___CATEGORICAL___FIRST APPEARANCE___1998, February", "11781": "11___CATEGORICAL___FIRST APPEARANCE___1998, January", "11782": "11___CATEGORICAL___FIRST APPEARANCE___1998, July", "11783": "11___CATEGORICAL___FIRST APPEARANCE___1998, June", "11784": "11___CATEGORICAL___FIRST APPEARANCE___1998, March", "11785": "11___CATEGORICAL___FIRST APPEARANCE___1998, May", "11786": "11___CATEGORICAL___FIRST APPEARANCE___1998, November", "11787": "11___CATEGORICAL___FIRST APPEARANCE___1998, October", "11788": "11___CATEGORICAL___FIRST APPEARANCE___1998, September", "11789": "11___CATEGORICAL___FIRST APPEARANCE___1999", "11790": "11___CATEGORICAL___FIRST APPEARANCE___1999, April", "11791": "11___CATEGORICAL___FIRST APPEARANCE___1999, August", "11792": "11___CATEGORICAL___FIRST APPEARANCE___1999, December", "11793": "11___CATEGORICAL___FIRST APPEARANCE___1999, February", "11794": "11___CATEGORICAL___FIRST APPEARANCE___1999, January", "11795": "11___CATEGORICAL___FIRST APPEARANCE___1999, July", "11796": "11___CATEGORICAL___FIRST APPEARANCE___1999, June", "11797": "11___CATEGORICAL___FIRST APPEARANCE___1999, March", "11798": "11___CATEGORICAL___FIRST APPEARANCE___1999, May", "11799": "11___CATEGORICAL___FIRST APPEARANCE___1999, November", "11800": "11___CATEGORICAL___FIRST APPEARANCE___1999, October", "11801": "11___CATEGORICAL___FIRST APPEARANCE___1999, September", "11802": "11___CATEGORICAL___FIRST APPEARANCE___2000", "11803": "11___CATEGORICAL___FIRST APPEARANCE___2000, April", "11804": "11___CATEGORICAL___FIRST APPEARANCE___2000, August", "11805": "11___CATEGORICAL___FIRST APPEARANCE___2000, December", "11806": "11___CATEGORICAL___FIRST APPEARANCE___2000, February", "11807": "11___CATEGORICAL___FIRST APPEARANCE___2000, January", "11808": "11___CATEGORICAL___FIRST APPEARANCE___2000, July", "11809": "11___CATEGORICAL___FIRST APPEARANCE___2000, June", "11810": "11___CATEGORICAL___FIRST APPEARANCE___2000, March", "11811": "11___CATEGORICAL___FIRST APPEARANCE___2000, May", "11812": "11___CATEGORICAL___FIRST APPEARANCE___2000, November", "11813": "11___CATEGORICAL___FIRST APPEARANCE___2000, October", "11814": "11___CATEGORICAL___FIRST APPEARANCE___2000, September", "11815": "11___CATEGORICAL___FIRST APPEARANCE___2001, April", "11816": "11___CATEGORICAL___FIRST APPEARANCE___2001, August", "11817": "11___CATEGORICAL___FIRST APPEARANCE___2001, December", "11818": "11___CATEGORICAL___FIRST APPEARANCE___2001, February", "11819": "11___CATEGORICAL___FIRST APPEARANCE___2001, January", "11820": "11___CATEGORICAL___FIRST APPEARANCE___2001, July", "11821": "11___CATEGORICAL___FIRST APPEARANCE___2001, June", "11822": "11___CATEGORICAL___FIRST APPEARANCE___2001, March", "11823": "11___CATEGORICAL___FIRST APPEARANCE___2001, May", "11824": "11___CATEGORICAL___FIRST APPEARANCE___2001, November", "11825": "11___CATEGORICAL___FIRST APPEARANCE___2001, October", "11826": "11___CATEGORICAL___FIRST APPEARANCE___2001, September", "11827": "11___CATEGORICAL___FIRST APPEARANCE___2002, April", "11828": "11___CATEGORICAL___FIRST APPEARANCE___2002, August", "11829": "11___CATEGORICAL___FIRST APPEARANCE___2002, December", "11830": "11___CATEGORICAL___FIRST APPEARANCE___2002, February", "11831": "11___CATEGORICAL___FIRST APPEARANCE___2002, January", "11832": "11___CATEGORICAL___FIRST APPEARANCE___2002, July", "11833": "11___CATEGORICAL___FIRST APPEARANCE___2002, June", "11834": "11___CATEGORICAL___FIRST APPEARANCE___2002, March", "11835": "11___CATEGORICAL___FIRST APPEARANCE___2002, May", "11836": "11___CATEGORICAL___FIRST APPEARANCE___2002, November", "11837": "11___CATEGORICAL___FIRST APPEARANCE___2002, October", "11838": "11___CATEGORICAL___FIRST APPEARANCE___2002, September", "11839": "11___CATEGORICAL___FIRST APPEARANCE___2003, April", "11840": "11___CATEGORICAL___FIRST APPEARANCE___2003, August", "11841": "11___CATEGORICAL___FIRST APPEARANCE___2003, December", "11842": "11___CATEGORICAL___FIRST APPEARANCE___2003, February", "11843": "11___CATEGORICAL___FIRST APPEARANCE___2003, January", "11844": "11___CATEGORICAL___FIRST APPEARANCE___2003, July", "11845": "11___CATEGORICAL___FIRST APPEARANCE___2003, June", "11846": "11___CATEGORICAL___FIRST APPEARANCE___2003, March", "11847": "11___CATEGORICAL___FIRST APPEARANCE___2003, May", "11848": "11___CATEGORICAL___FIRST APPEARANCE___2003, November", "11849": "11___CATEGORICAL___FIRST APPEARANCE___2003, October", "11850": "11___CATEGORICAL___FIRST APPEARANCE___2003, September", "11851": "11___CATEGORICAL___FIRST APPEARANCE___2004, April", "11852": "11___CATEGORICAL___FIRST APPEARANCE___2004, August", "11853": "11___CATEGORICAL___FIRST APPEARANCE___2004, December", "11854": "11___CATEGORICAL___FIRST APPEARANCE___2004, February", "11855": "11___CATEGORICAL___FIRST APPEARANCE___2004, January", "11856": "11___CATEGORICAL___FIRST APPEARANCE___2004, July", "11857": "11___CATEGORICAL___FIRST APPEARANCE___2004, June", "11858": "11___CATEGORICAL___FIRST APPEARANCE___2004, May", "11859": "11___CATEGORICAL___FIRST APPEARANCE___2004, November", "11860": "11___CATEGORICAL___FIRST APPEARANCE___2004, October", "11861": "11___CATEGORICAL___FIRST APPEARANCE___2004, September", "11862": "11___CATEGORICAL___FIRST APPEARANCE___2005, April", "11863": "11___CATEGORICAL___FIRST APPEARANCE___2005, August", "11864": "11___CATEGORICAL___FIRST APPEARANCE___2005, 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"01___CATEGORICAL___name___Fracture (New Earth)": 1878, "01___CATEGORICAL___name___Fran Russell (New Earth)": 1879, "01___CATEGORICAL___name___Frances Kane (New Earth)": 1880, "01___CATEGORICAL___name___Frances Monaghan (New Earth)": 1881, "01___CATEGORICAL___name___Francine Lee (New Earth)": 1882, "01___CATEGORICAL___name___Francis Beauvedere (New Earth)": 1883, "01___CATEGORICAL___name___Francis Dutton (New Earth)": 1884, "01___CATEGORICAL___name___Francisco Gracia (New Earth)": 1885, "01___CATEGORICAL___name___Frank Baker, Jr. (New Earth)": 1886, "01___CATEGORICAL___name___Frank Donovan (New Earth)": 1887, "01___CATEGORICAL___name___Frank Fitzsimmons (New Earth)": 1888, "01___CATEGORICAL___name___Frank Halloran (New Earth)": 1889, "01___CATEGORICAL___name___Frank Keller (New Earth)": 1890, "01___CATEGORICAL___name___Frank Verrano (New Earth)": 1891, "01___CATEGORICAL___name___Frankie Carbone (New Earth)": 1892, "01___CATEGORICAL___name___Frankie the Monkey (New Earth)": 1893, "01___CATEGORICAL___name___Franklin Berkowitz (New Earth)": 1894, "01___CATEGORICAL___name___Franklin Delano Roosevelt (New Earth)": 1895, "01___CATEGORICAL___name___Franklin North (New Earth)": 1896, "01___CATEGORICAL___name___Franklin Pierce (New Earth)": 1897, "01___CATEGORICAL___name___Franklin Rock (New Earth)": 1898, "01___CATEGORICAL___name___Franklin Stern (New Earth)": 1899, "01___CATEGORICAL___name___Freak (New Earth)": 1900, "01___CATEGORICAL___name___Fred (New Earth)": 1901, "01___CATEGORICAL___name___Fred Bentson (New Earth)": 1902, "01___CATEGORICAL___name___Fred Farrell, Jr. (New Earth)": 1903, "01___CATEGORICAL___name___Fred Kincaid (New Earth)": 1904, "01___CATEGORICAL___name___Fred, Ghost Patrol (New Earth)": 1905, "01___CATEGORICAL___name___Frederick Abberline (New Earth)": 1906, "01___CATEGORICAL___name___Frederick Cantrell (New Earth)": 1907, "01___CATEGORICAL___name___Frederick Chyre (New Earth)": 1908, "01___CATEGORICAL___name___Frederick Danvers (New Earth)": 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Gagsworthy (New Earth)": 1940, "01___CATEGORICAL___name___Gaia (New Earth)": 1941, "01___CATEGORICAL___name___Gaius Marcus (New Earth)": 1942, "01___CATEGORICAL___name___Gala De (New Earth)": 1943, "01___CATEGORICAL___name___Galactic Golem (New Earth)": 1944, "01___CATEGORICAL___name___Galahad II (New Earth)": 1945, "01___CATEGORICAL___name___Galaxa (New Earth)": 1946, "01___CATEGORICAL___name___Galenthias (New Earth)": 1947, "01___CATEGORICAL___name___Galius Zed (New Earth)": 1948, "01___CATEGORICAL___name___Gallium (New Earth)": 1949, "01___CATEGORICAL___name___Galte-Re (New Earth)": 1950, "01___CATEGORICAL___name___Gamemnae (New Earth)": 1951, "01___CATEGORICAL___name___Gamesman (New Earth)": 1952, "01___CATEGORICAL___name___Gan Williams (New Earth)": 1953, "01___CATEGORICAL___name___Gan-M (New Earth)": 1954, "01___CATEGORICAL___name___Gangly Man (New Earth)": 1955, "01___CATEGORICAL___name___Ganthet (New Earth)": 1956, "01___CATEGORICAL___name___Gareth (New Earth)": 1957, "01___CATEGORICAL___name___Garfield Logan (New Earth)": 1958, "01___CATEGORICAL___name___Garfield Lynns (New Earth)": 1959, "01___CATEGORICAL___name___Gargon (New Earth)": 1960, "01___CATEGORICAL___name___Garl Rathbone (New Earth)": 1961, "01___CATEGORICAL___name___Garmin Vid (New Earth)": 1962, "01___CATEGORICAL___name___Garret Day (New Earth)": 1963, "01___CATEGORICAL___name___Garrett Sanford (New Earth)": 1964, "01___CATEGORICAL___name___Garrison Slate (New Earth)": 1965, "01___CATEGORICAL___name___Garryn Bek (New Earth)": 1966, "01___CATEGORICAL___name___Garth (New Earth)": 1967, "01___CATEGORICAL___name___Garth McGarth (New Earth)": 1968, "01___CATEGORICAL___name___Gary Concord, Jr. (New Earth)": 1969, "01___CATEGORICAL___name___Gary Washington (New Earth)": 1970, "01___CATEGORICAL___name___Gat Benson (New Earth)": 1971, "01___CATEGORICAL___name___Gavin King (New Earth)": 1972, "01___CATEGORICAL___name___Gavril Ivanovich (New Earth)": 1973, "01___CATEGORICAL___name___Gavyn (New Earth)": 1974, "01___CATEGORICAL___name___Gawain (New Earth)": 1975, "01___CATEGORICAL___name___Gayle Marsh (New Earth)": 1976, "01___CATEGORICAL___name___Gecko (New Earth)": 1977, "01___CATEGORICAL___name___Geiger (New Earth)": 1978, "01___CATEGORICAL___name___Gemini De Mille (New Earth)": 1979, "01___CATEGORICAL___name___Gemir (New Earth)": 1980, "01___CATEGORICAL___name___GenderTest": 1981, "01___CATEGORICAL___name___Gene LaBostrie (New Earth)": 1982, "01___CATEGORICAL___name___General (New Earth)": 1983, "01___CATEGORICAL___name___General Zahl (New Earth)": 1984, "01___CATEGORICAL___name___Genevieve Campbell (New Earth)": 1985, "01___CATEGORICAL___name___Genevieve Pitt (New Earth)": 1986, "01___CATEGORICAL___name___Gennes (New Earth)": 1987, "01___CATEGORICAL___name___Genocide (New Earth)": 1988, "01___CATEGORICAL___name___Geoffrey Barron (New Earth)": 1989, "01___CATEGORICAL___name___Geoffrey Thibodeux (New Earth)": 1990, "01___CATEGORICAL___name___Geoffrey de Cantonna (New Earth)": 1991, "01___CATEGORICAL___name___George Barrow (New Earth)": 1992, "01___CATEGORICAL___name___George Calderon (New Earth)": 1993, "01___CATEGORICAL___name___George Cross (New Earth)": 1994, "01___CATEGORICAL___name___George Flannery (New Earth)": 1995, "01___CATEGORICAL___name___George Harkness (New Earth)": 1996, "01___CATEGORICAL___name___George Tweedle (New Earth)": 1997, "01___CATEGORICAL___name___George Washington (New Earth)": 1998, "01___CATEGORICAL___name___George Yedziniak (New Earth)": 1999, "01___CATEGORICAL___name___Georgia Redmond (New Earth)": 2000, "01___CATEGORICAL___name___Gerald Ford (New Earth)": 2001, "01___CATEGORICAL___name___Gerald McWilliams (New Earth)": 2002, "01___CATEGORICAL___name___Gerald Shilling (New Earth)": 2003, "01___CATEGORICAL___name___Gerald Zimmerman (New Earth)": 2004, "01___CATEGORICAL___name___Gerri Brauer (Dakotaverse)": 2005, "01___CATEGORICAL___name___Getaway Jones (New Earth)": 2006, "01___CATEGORICAL___name___Ghast (New Earth)": 2007, "01___CATEGORICAL___name___Ghost Fox Killer (New Earth)": 2008, "01___CATEGORICAL___name___Ghost Hiding in the Rushes (New Earth)": 2009, "01___CATEGORICAL___name___Ghr'll (New Earth)": 2010, "01___CATEGORICAL___name___Ghrelk (New Earth)": 2011, "01___CATEGORICAL___name___Gideon (New Earth)": 2012, "01___CATEGORICAL___name___Gideon Rivers (New Earth)": 2013, "01___CATEGORICAL___name___Gigantus (New Earth)": 2014, "01___CATEGORICAL___name___Giggs (New Earth)": 2015, "01___CATEGORICAL___name___Gilda Gold (New Earth)": 2016, "01___CATEGORICAL___name___Gillespie (New Earth)": 2017, "01___CATEGORICAL___name___Gillian B. 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11142, "07___CATEGORICAL___SEX___": 11143, "07___CATEGORICAL___SEX___Female Characters": 11144, "07___CATEGORICAL___SEX___Genderless Characters": 11145, "07___CATEGORICAL___SEX___Male Characters": 11146, "07___CATEGORICAL___SEX___Transgender Characters": 11147, "08___CATEGORICAL___GSM___": 11148, "08___CATEGORICAL___GSM___Bisexual Characters": 11149, "08___CATEGORICAL___GSM___Homosexual Characters": 11150, "09___CATEGORICAL___ALIVE___": 11151, "09___CATEGORICAL___ALIVE___Deceased Characters": 11152, "09___CATEGORICAL___ALIVE___Living Characters": 11153, "10___NUMERIC___APPEARANCES_00___0": 11154, "10___NUMERIC___APPEARANCES_00___1": 11155, "10___NUMERIC___APPEARANCES_00___2": 11156, "10___NUMERIC___APPEARANCES_00___3": 11157, "10___NUMERIC___APPEARANCES_00___@": 11158, "10___NUMERIC___APPEARANCES_01___0": 11159, "10___NUMERIC___APPEARANCES_01___1": 11160, "10___NUMERIC___APPEARANCES_01___2": 11161, "10___NUMERIC___APPEARANCES_01___3": 11162, "10___NUMERIC___APPEARANCES_01___4": 11163, "10___NUMERIC___APPEARANCES_01___5": 11164, "10___NUMERIC___APPEARANCES_01___6": 11165, "10___NUMERIC___APPEARANCES_01___7": 11166, "10___NUMERIC___APPEARANCES_01___8": 11167, "10___NUMERIC___APPEARANCES_01___9": 11168, "10___NUMERIC___APPEARANCES_01___@": 11169, "10___NUMERIC___APPEARANCES_02___0": 11170, "10___NUMERIC___APPEARANCES_02___1": 11171, "10___NUMERIC___APPEARANCES_02___2": 11172, "10___NUMERIC___APPEARANCES_02___3": 11173, "10___NUMERIC___APPEARANCES_02___4": 11174, "10___NUMERIC___APPEARANCES_02___5": 11175, "10___NUMERIC___APPEARANCES_02___6": 11176, "10___NUMERIC___APPEARANCES_02___7": 11177, "10___NUMERIC___APPEARANCES_02___8": 11178, "10___NUMERIC___APPEARANCES_02___9": 11179, "10___NUMERIC___APPEARANCES_02___@": 11180, "10___NUMERIC___APPEARANCES_03___0": 11181, "10___NUMERIC___APPEARANCES_03___1": 11182, "10___NUMERIC___APPEARANCES_03___2": 11183, "10___NUMERIC___APPEARANCES_03___3": 11184, "10___NUMERIC___APPEARANCES_03___4": 11185, "10___NUMERIC___APPEARANCES_03___5": 11186, "10___NUMERIC___APPEARANCES_03___6": 11187, "10___NUMERIC___APPEARANCES_03___7": 11188, "10___NUMERIC___APPEARANCES_03___8": 11189, "10___NUMERIC___APPEARANCES_03___9": 11190, "10___NUMERIC___APPEARANCES_03___@": 11191, "11___CATEGORICAL___FIRST APPEARANCE___1935, October": 11192, "11___CATEGORICAL___FIRST APPEARANCE___1936, February": 11193, "11___CATEGORICAL___FIRST APPEARANCE___1936, March": 11194, "11___CATEGORICAL___FIRST APPEARANCE___1936, September": 11195, "11___CATEGORICAL___FIRST APPEARANCE___1937, March": 11196, "11___CATEGORICAL___FIRST APPEARANCE___1938, January": 11197, "11___CATEGORICAL___FIRST APPEARANCE___1938, July": 11198, "11___CATEGORICAL___FIRST APPEARANCE___1938, June": 11199, "11___CATEGORICAL___FIRST APPEARANCE___1938, October": 11200, "11___CATEGORICAL___FIRST APPEARANCE___1939, April": 11201, "11___CATEGORICAL___FIRST APPEARANCE___1939, August": 11202, "11___CATEGORICAL___FIRST APPEARANCE___1939, December": 11203, "11___CATEGORICAL___FIRST APPEARANCE___1939, July": 11204, "11___CATEGORICAL___FIRST APPEARANCE___1939, June": 11205, "11___CATEGORICAL___FIRST APPEARANCE___1939, May": 11206, "11___CATEGORICAL___FIRST APPEARANCE___1939, November": 11207, "11___CATEGORICAL___FIRST APPEARANCE___1939, October": 11208, "11___CATEGORICAL___FIRST APPEARANCE___1939, September": 11209, "11___CATEGORICAL___FIRST APPEARANCE___1940": 11210, "11___CATEGORICAL___FIRST APPEARANCE___1940, April": 11211, "11___CATEGORICAL___FIRST APPEARANCE___1940, December": 11212, "11___CATEGORICAL___FIRST APPEARANCE___1940, February": 11213, "11___CATEGORICAL___FIRST APPEARANCE___1940, January": 11214, "11___CATEGORICAL___FIRST APPEARANCE___1940, July": 11215, "11___CATEGORICAL___FIRST APPEARANCE___1940, June": 11216, "11___CATEGORICAL___FIRST APPEARANCE___1940, March": 11217, "11___CATEGORICAL___FIRST APPEARANCE___1940, May": 11218, "11___CATEGORICAL___FIRST APPEARANCE___1940, November": 11219, "11___CATEGORICAL___FIRST APPEARANCE___1940, October": 11220, "11___CATEGORICAL___FIRST APPEARANCE___1940, September": 11221, "11___CATEGORICAL___FIRST APPEARANCE___1941, April": 11222, "11___CATEGORICAL___FIRST APPEARANCE___1941, August": 11223, "11___CATEGORICAL___FIRST APPEARANCE___1941, December": 11224, "11___CATEGORICAL___FIRST APPEARANCE___1941, February": 11225, "11___CATEGORICAL___FIRST APPEARANCE___1941, January": 11226, "11___CATEGORICAL___FIRST APPEARANCE___1941, July": 11227, "11___CATEGORICAL___FIRST APPEARANCE___1941, June": 11228, "11___CATEGORICAL___FIRST APPEARANCE___1941, May": 11229, "11___CATEGORICAL___FIRST APPEARANCE___1941, November": 11230, "11___CATEGORICAL___FIRST APPEARANCE___1941, October": 11231, "11___CATEGORICAL___FIRST APPEARANCE___1941, September": 11232, "11___CATEGORICAL___FIRST APPEARANCE___1942, April": 11233, "11___CATEGORICAL___FIRST APPEARANCE___1942, August": 11234, "11___CATEGORICAL___FIRST APPEARANCE___1942, December": 11235, "11___CATEGORICAL___FIRST APPEARANCE___1942, February": 11236, "11___CATEGORICAL___FIRST APPEARANCE___1942, January": 11237, "11___CATEGORICAL___FIRST APPEARANCE___1942, June": 11238, "11___CATEGORICAL___FIRST APPEARANCE___1942, March": 11239, "11___CATEGORICAL___FIRST APPEARANCE___1942, May": 11240, "11___CATEGORICAL___FIRST APPEARANCE___1942, November": 11241, "11___CATEGORICAL___FIRST APPEARANCE___1942, September": 11242, "11___CATEGORICAL___FIRST APPEARANCE___1943, April": 11243, "11___CATEGORICAL___FIRST APPEARANCE___1943, August": 11244, "11___CATEGORICAL___FIRST APPEARANCE___1943, December": 11245, "11___CATEGORICAL___FIRST APPEARANCE___1943, February": 11246, "11___CATEGORICAL___FIRST APPEARANCE___1943, January": 11247, "11___CATEGORICAL___FIRST APPEARANCE___1943, March": 11248, "11___CATEGORICAL___FIRST APPEARANCE___1943, November": 11249, "11___CATEGORICAL___FIRST APPEARANCE___1943, September": 11250, "11___CATEGORICAL___FIRST APPEARANCE___1944, December": 11251, "11___CATEGORICAL___FIRST APPEARANCE___1944, February": 11252, "11___CATEGORICAL___FIRST APPEARANCE___1944, January": 11253, "11___CATEGORICAL___FIRST APPEARANCE___1944, June": 11254, "11___CATEGORICAL___FIRST APPEARANCE___1944, March": 11255, "11___CATEGORICAL___FIRST APPEARANCE___1944, May": 11256, "11___CATEGORICAL___FIRST APPEARANCE___1944, October": 11257, "11___CATEGORICAL___FIRST APPEARANCE___1945, April": 11258, "11___CATEGORICAL___FIRST APPEARANCE___1945, December": 11259, "11___CATEGORICAL___FIRST APPEARANCE___1945, March": 11260, "11___CATEGORICAL___FIRST APPEARANCE___1945, September": 11261, "11___CATEGORICAL___FIRST APPEARANCE___1946, April": 11262, "11___CATEGORICAL___FIRST APPEARANCE___1946, August": 11263, "11___CATEGORICAL___FIRST APPEARANCE___1946, December": 11264, "11___CATEGORICAL___FIRST APPEARANCE___1946, January": 11265, "11___CATEGORICAL___FIRST APPEARANCE___1946, June": 11266, "11___CATEGORICAL___FIRST APPEARANCE___1946, October": 11267, "11___CATEGORICAL___FIRST APPEARANCE___1947, April": 11268, "11___CATEGORICAL___FIRST APPEARANCE___1947, August": 11269, "11___CATEGORICAL___FIRST APPEARANCE___1947, December": 11270, "11___CATEGORICAL___FIRST APPEARANCE___1947, June": 11271, "11___CATEGORICAL___FIRST APPEARANCE___1947, May": 11272, "11___CATEGORICAL___FIRST APPEARANCE___1947, November": 11273, "11___CATEGORICAL___FIRST APPEARANCE___1947, October": 11274, "11___CATEGORICAL___FIRST APPEARANCE___1947, September": 11275, "11___CATEGORICAL___FIRST APPEARANCE___1948, August": 11276, "11___CATEGORICAL___FIRST APPEARANCE___1948, February": 11277, "11___CATEGORICAL___FIRST APPEARANCE___1948, January": 11278, "11___CATEGORICAL___FIRST APPEARANCE___1948, June": 11279, "11___CATEGORICAL___FIRST APPEARANCE___1948, October": 11280, "11___CATEGORICAL___FIRST APPEARANCE___1949, December": 11281, "11___CATEGORICAL___FIRST APPEARANCE___1949, February": 11282, "11___CATEGORICAL___FIRST APPEARANCE___1949, November": 11283, "11___CATEGORICAL___FIRST APPEARANCE___1949, September": 11284, "11___CATEGORICAL___FIRST APPEARANCE___1950, August": 11285, "11___CATEGORICAL___FIRST APPEARANCE___1950, December": 11286, "11___CATEGORICAL___FIRST APPEARANCE___1950, July": 11287, "11___CATEGORICAL___FIRST APPEARANCE___1950, June": 11288, "11___CATEGORICAL___FIRST APPEARANCE___1950, September": 11289, "11___CATEGORICAL___FIRST APPEARANCE___1951, February": 11290, "11___CATEGORICAL___FIRST APPEARANCE___1951, June": 11291, "11___CATEGORICAL___FIRST APPEARANCE___1951, May": 11292, "11___CATEGORICAL___FIRST APPEARANCE___1951, November": 11293, "11___CATEGORICAL___FIRST APPEARANCE___1951, October": 11294, "11___CATEGORICAL___FIRST APPEARANCE___1952, June": 11295, "11___CATEGORICAL___FIRST APPEARANCE___1952, September": 11296, "11___CATEGORICAL___FIRST APPEARANCE___1953, January": 11297, "11___CATEGORICAL___FIRST APPEARANCE___1954, April": 11298, "11___CATEGORICAL___FIRST APPEARANCE___1954, January": 11299, "11___CATEGORICAL___FIRST APPEARANCE___1954, November": 11300, "11___CATEGORICAL___FIRST APPEARANCE___1954, September": 11301, "11___CATEGORICAL___FIRST APPEARANCE___1955, February": 11302, "11___CATEGORICAL___FIRST APPEARANCE___1955, January": 11303, "11___CATEGORICAL___FIRST APPEARANCE___1955, March": 11304, "11___CATEGORICAL___FIRST APPEARANCE___1955, November": 11305, "11___CATEGORICAL___FIRST APPEARANCE___1955, September": 11306, "11___CATEGORICAL___FIRST APPEARANCE___1956, April": 11307, "11___CATEGORICAL___FIRST APPEARANCE___1956, December": 11308, "11___CATEGORICAL___FIRST APPEARANCE___1956, February": 11309, "11___CATEGORICAL___FIRST APPEARANCE___1956, May": 11310, "11___CATEGORICAL___FIRST APPEARANCE___1956, October": 11311, "11___CATEGORICAL___FIRST APPEARANCE___1956, September": 11312, "11___CATEGORICAL___FIRST APPEARANCE___1957, April": 11313, "11___CATEGORICAL___FIRST APPEARANCE___1957, August": 11314, "11___CATEGORICAL___FIRST APPEARANCE___1957, December": 11315, "11___CATEGORICAL___FIRST APPEARANCE___1957, February": 11316, "11___CATEGORICAL___FIRST APPEARANCE___1957, July": 11317, "11___CATEGORICAL___FIRST APPEARANCE___1957, June": 11318, "11___CATEGORICAL___FIRST APPEARANCE___1957, September": 11319, "11___CATEGORICAL___FIRST APPEARANCE___1958, April": 11320, "11___CATEGORICAL___FIRST APPEARANCE___1958, August": 11321, "11___CATEGORICAL___FIRST APPEARANCE___1958, December": 11322, "11___CATEGORICAL___FIRST APPEARANCE___1958, March": 11323, "11___CATEGORICAL___FIRST APPEARANCE___1958, May": 11324, "11___CATEGORICAL___FIRST APPEARANCE___1958, November": 11325, "11___CATEGORICAL___FIRST APPEARANCE___1958, September": 11326, "11___CATEGORICAL___FIRST APPEARANCE___1959, April": 11327, "11___CATEGORICAL___FIRST APPEARANCE___1959, August": 11328, "11___CATEGORICAL___FIRST APPEARANCE___1959, December": 11329, "11___CATEGORICAL___FIRST APPEARANCE___1959, February": 11330, "11___CATEGORICAL___FIRST APPEARANCE___1959, January": 11331, "11___CATEGORICAL___FIRST APPEARANCE___1959, July": 11332, "11___CATEGORICAL___FIRST APPEARANCE___1959, June": 11333, "11___CATEGORICAL___FIRST APPEARANCE___1959, May": 11334, "11___CATEGORICAL___FIRST APPEARANCE___1959, November": 11335, "11___CATEGORICAL___FIRST APPEARANCE___1959, October": 11336, "11___CATEGORICAL___FIRST APPEARANCE___1959, September": 11337, "11___CATEGORICAL___FIRST APPEARANCE___1960, August": 11338, "11___CATEGORICAL___FIRST APPEARANCE___1960, December": 11339, "11___CATEGORICAL___FIRST APPEARANCE___1960, February": 11340, "11___CATEGORICAL___FIRST APPEARANCE___1960, January": 11341, "11___CATEGORICAL___FIRST APPEARANCE___1960, July": 11342, "11___CATEGORICAL___FIRST APPEARANCE___1960, June": 11343, "11___CATEGORICAL___FIRST APPEARANCE___1960, March": 11344, "11___CATEGORICAL___FIRST APPEARANCE___1960, May": 11345, "11___CATEGORICAL___FIRST APPEARANCE___1960, November": 11346, "11___CATEGORICAL___FIRST APPEARANCE___1960, October": 11347, "11___CATEGORICAL___FIRST APPEARANCE___1961, April": 11348, "11___CATEGORICAL___FIRST APPEARANCE___1961, August": 11349, "11___CATEGORICAL___FIRST APPEARANCE___1961, December": 11350, "11___CATEGORICAL___FIRST APPEARANCE___1961, January": 11351, "11___CATEGORICAL___FIRST APPEARANCE___1961, July": 11352, "11___CATEGORICAL___FIRST APPEARANCE___1961, June": 11353, "11___CATEGORICAL___FIRST APPEARANCE___1961, March": 11354, "11___CATEGORICAL___FIRST APPEARANCE___1961, May": 11355, "11___CATEGORICAL___FIRST APPEARANCE___1961, November": 11356, "11___CATEGORICAL___FIRST APPEARANCE___1961, October": 11357, "11___CATEGORICAL___FIRST APPEARANCE___1961, September": 11358, "11___CATEGORICAL___FIRST APPEARANCE___1962, April": 11359, "11___CATEGORICAL___FIRST APPEARANCE___1962, August": 11360, "11___CATEGORICAL___FIRST APPEARANCE___1962, December": 11361, "11___CATEGORICAL___FIRST APPEARANCE___1962, February": 11362, "11___CATEGORICAL___FIRST APPEARANCE___1962, July": 11363, "11___CATEGORICAL___FIRST APPEARANCE___1962, June": 11364, "11___CATEGORICAL___FIRST APPEARANCE___1962, March": 11365, "11___CATEGORICAL___FIRST APPEARANCE___1962, May": 11366, "11___CATEGORICAL___FIRST APPEARANCE___1962, November": 11367, "11___CATEGORICAL___FIRST APPEARANCE___1963, August": 11368, "11___CATEGORICAL___FIRST APPEARANCE___1963, December": 11369, "11___CATEGORICAL___FIRST APPEARANCE___1963, February": 11370, "11___CATEGORICAL___FIRST APPEARANCE___1963, January": 11371, "11___CATEGORICAL___FIRST APPEARANCE___1963, July": 11372, "11___CATEGORICAL___FIRST APPEARANCE___1963, June": 11373, "11___CATEGORICAL___FIRST APPEARANCE___1963, May": 11374, "11___CATEGORICAL___FIRST APPEARANCE___1963, November": 11375, "11___CATEGORICAL___FIRST APPEARANCE___1963, October": 11376, "11___CATEGORICAL___FIRST APPEARANCE___1963, September": 11377, "11___CATEGORICAL___FIRST APPEARANCE___1964, August": 11378, "11___CATEGORICAL___FIRST APPEARANCE___1964, December": 11379, "11___CATEGORICAL___FIRST APPEARANCE___1964, February": 11380, "11___CATEGORICAL___FIRST APPEARANCE___1964, January": 11381, "11___CATEGORICAL___FIRST APPEARANCE___1964, July": 11382, "11___CATEGORICAL___FIRST APPEARANCE___1964, June": 11383, "11___CATEGORICAL___FIRST APPEARANCE___1964, March": 11384, "11___CATEGORICAL___FIRST APPEARANCE___1964, November": 11385, "11___CATEGORICAL___FIRST APPEARANCE___1964, October": 11386, "11___CATEGORICAL___FIRST APPEARANCE___1964, September": 11387, "11___CATEGORICAL___FIRST APPEARANCE___1965, April": 11388, "11___CATEGORICAL___FIRST APPEARANCE___1965, August": 11389, "11___CATEGORICAL___FIRST APPEARANCE___1965, December": 11390, "11___CATEGORICAL___FIRST APPEARANCE___1965, February": 11391, "11___CATEGORICAL___FIRST APPEARANCE___1965, January": 11392, "11___CATEGORICAL___FIRST APPEARANCE___1965, July": 11393, "11___CATEGORICAL___FIRST APPEARANCE___1965, June": 11394, "11___CATEGORICAL___FIRST APPEARANCE___1965, March": 11395, "11___CATEGORICAL___FIRST APPEARANCE___1965, May": 11396, "11___CATEGORICAL___FIRST APPEARANCE___1965, November": 11397, "11___CATEGORICAL___FIRST APPEARANCE___1965, October": 11398, "11___CATEGORICAL___FIRST APPEARANCE___1965, September": 11399, "11___CATEGORICAL___FIRST APPEARANCE___1966, April": 11400, "11___CATEGORICAL___FIRST APPEARANCE___1966, December": 11401, "11___CATEGORICAL___FIRST APPEARANCE___1966, February": 11402, "11___CATEGORICAL___FIRST APPEARANCE___1966, January": 11403, "11___CATEGORICAL___FIRST APPEARANCE___1966, July": 11404, "11___CATEGORICAL___FIRST APPEARANCE___1966, June": 11405, "11___CATEGORICAL___FIRST APPEARANCE___1966, March": 11406, "11___CATEGORICAL___FIRST APPEARANCE___1966, May": 11407, "11___CATEGORICAL___FIRST APPEARANCE___1966, November": 11408, "11___CATEGORICAL___FIRST APPEARANCE___1966, October": 11409, "11___CATEGORICAL___FIRST APPEARANCE___1966, September": 11410, "11___CATEGORICAL___FIRST APPEARANCE___1967, April": 11411, "11___CATEGORICAL___FIRST APPEARANCE___1967, August": 11412, "11___CATEGORICAL___FIRST APPEARANCE___1967, December": 11413, "11___CATEGORICAL___FIRST APPEARANCE___1967, February": 11414, "11___CATEGORICAL___FIRST APPEARANCE___1967, January": 11415, "11___CATEGORICAL___FIRST APPEARANCE___1967, July": 11416, "11___CATEGORICAL___FIRST APPEARANCE___1967, June": 11417, "11___CATEGORICAL___FIRST APPEARANCE___1967, March": 11418, "11___CATEGORICAL___FIRST APPEARANCE___1967, October": 11419, "11___CATEGORICAL___FIRST APPEARANCE___1967, September": 11420, "11___CATEGORICAL___FIRST APPEARANCE___1968, April": 11421, "11___CATEGORICAL___FIRST APPEARANCE___1968, August": 11422, "11___CATEGORICAL___FIRST APPEARANCE___1968, December": 11423, "11___CATEGORICAL___FIRST APPEARANCE___1968, February": 11424, "11___CATEGORICAL___FIRST APPEARANCE___1968, January": 11425, "11___CATEGORICAL___FIRST APPEARANCE___1968, July": 11426, "11___CATEGORICAL___FIRST APPEARANCE___1968, June": 11427, "11___CATEGORICAL___FIRST APPEARANCE___1968, March": 11428, "11___CATEGORICAL___FIRST APPEARANCE___1968, May": 11429, "11___CATEGORICAL___FIRST APPEARANCE___1968, November": 11430, "11___CATEGORICAL___FIRST APPEARANCE___1968, October": 11431, "11___CATEGORICAL___FIRST APPEARANCE___1968, September": 11432, "11___CATEGORICAL___FIRST APPEARANCE___1969, August": 11433, "11___CATEGORICAL___FIRST APPEARANCE___1969, December": 11434, "11___CATEGORICAL___FIRST APPEARANCE___1969, February": 11435, "11___CATEGORICAL___FIRST APPEARANCE___1969, January": 11436, "11___CATEGORICAL___FIRST APPEARANCE___1969, July": 11437, "11___CATEGORICAL___FIRST APPEARANCE___1969, March": 11438, "11___CATEGORICAL___FIRST APPEARANCE___1969, May": 11439, "11___CATEGORICAL___FIRST APPEARANCE___1969, November": 11440, "11___CATEGORICAL___FIRST APPEARANCE___1969, October": 11441, "11___CATEGORICAL___FIRST APPEARANCE___1969, September": 11442, "11___CATEGORICAL___FIRST APPEARANCE___1970, April": 11443, "11___CATEGORICAL___FIRST APPEARANCE___1970, August": 11444, "11___CATEGORICAL___FIRST APPEARANCE___1970, December": 11445, "11___CATEGORICAL___FIRST APPEARANCE___1970, February": 11446, "11___CATEGORICAL___FIRST APPEARANCE___1970, January": 11447, "11___CATEGORICAL___FIRST APPEARANCE___1970, June": 11448, "11___CATEGORICAL___FIRST APPEARANCE___1970, May": 11449, "11___CATEGORICAL___FIRST APPEARANCE___1970, November": 11450, "11___CATEGORICAL___FIRST APPEARANCE___1970, October": 11451, "11___CATEGORICAL___FIRST APPEARANCE___1971, April": 11452, "11___CATEGORICAL___FIRST APPEARANCE___1971, December": 11453, "11___CATEGORICAL___FIRST APPEARANCE___1971, February": 11454, "11___CATEGORICAL___FIRST APPEARANCE___1971, January": 11455, "11___CATEGORICAL___FIRST APPEARANCE___1971, July": 11456, "11___CATEGORICAL___FIRST APPEARANCE___1971, June": 11457, "11___CATEGORICAL___FIRST APPEARANCE___1971, March": 11458, "11___CATEGORICAL___FIRST APPEARANCE___1971, May": 11459, "11___CATEGORICAL___FIRST APPEARANCE___1971, November": 11460, "11___CATEGORICAL___FIRST APPEARANCE___1971, October": 11461, "11___CATEGORICAL___FIRST APPEARANCE___1971, September": 11462, "11___CATEGORICAL___FIRST APPEARANCE___1972, April": 11463, "11___CATEGORICAL___FIRST APPEARANCE___1972, August": 11464, "11___CATEGORICAL___FIRST APPEARANCE___1972, December": 11465, "11___CATEGORICAL___FIRST APPEARANCE___1972, February": 11466, "11___CATEGORICAL___FIRST APPEARANCE___1972, January": 11467, "11___CATEGORICAL___FIRST APPEARANCE___1972, July": 11468, "11___CATEGORICAL___FIRST APPEARANCE___1972, June": 11469, "11___CATEGORICAL___FIRST APPEARANCE___1972, March": 11470, "11___CATEGORICAL___FIRST APPEARANCE___1972, May": 11471, "11___CATEGORICAL___FIRST APPEARANCE___1972, November": 11472, "11___CATEGORICAL___FIRST APPEARANCE___1972, October": 11473, "11___CATEGORICAL___FIRST APPEARANCE___1972, September": 11474, "11___CATEGORICAL___FIRST APPEARANCE___1973, April": 11475, "11___CATEGORICAL___FIRST APPEARANCE___1973, August": 11476, "11___CATEGORICAL___FIRST APPEARANCE___1973, February": 11477, "11___CATEGORICAL___FIRST APPEARANCE___1973, January": 11478, "11___CATEGORICAL___FIRST APPEARANCE___1973, March": 11479, "11___CATEGORICAL___FIRST APPEARANCE___1973, November": 11480, "11___CATEGORICAL___FIRST APPEARANCE___1973, September": 11481, "11___CATEGORICAL___FIRST APPEARANCE___1974, April": 11482, "11___CATEGORICAL___FIRST APPEARANCE___1974, August": 11483, "11___CATEGORICAL___FIRST APPEARANCE___1974, December": 11484, "11___CATEGORICAL___FIRST APPEARANCE___1974, February": 11485, "11___CATEGORICAL___FIRST APPEARANCE___1974, July": 11486, "11___CATEGORICAL___FIRST APPEARANCE___1974, June": 11487, "11___CATEGORICAL___FIRST APPEARANCE___1974, March": 11488, "11___CATEGORICAL___FIRST APPEARANCE___1974, October": 11489, "11___CATEGORICAL___FIRST APPEARANCE___1975, April": 11490, "11___CATEGORICAL___FIRST APPEARANCE___1975, August": 11491, "11___CATEGORICAL___FIRST APPEARANCE___1975, December": 11492, "11___CATEGORICAL___FIRST APPEARANCE___1975, July": 11493, "11___CATEGORICAL___FIRST APPEARANCE___1975, June": 11494, "11___CATEGORICAL___FIRST APPEARANCE___1975, March": 11495, "11___CATEGORICAL___FIRST APPEARANCE___1975, May": 11496, "11___CATEGORICAL___FIRST APPEARANCE___1975, November": 11497, "11___CATEGORICAL___FIRST APPEARANCE___1975, October": 11498, "11___CATEGORICAL___FIRST APPEARANCE___1975, September": 11499, "11___CATEGORICAL___FIRST APPEARANCE___1976, April": 11500, "11___CATEGORICAL___FIRST APPEARANCE___1976, August": 11501, "11___CATEGORICAL___FIRST APPEARANCE___1976, December": 11502, "11___CATEGORICAL___FIRST APPEARANCE___1976, February": 11503, "11___CATEGORICAL___FIRST APPEARANCE___1976, January": 11504, "11___CATEGORICAL___FIRST APPEARANCE___1976, July": 11505, "11___CATEGORICAL___FIRST APPEARANCE___1976, June": 11506, "11___CATEGORICAL___FIRST APPEARANCE___1976, March": 11507, "11___CATEGORICAL___FIRST APPEARANCE___1976, May": 11508, "11___CATEGORICAL___FIRST APPEARANCE___1976, November": 11509, "11___CATEGORICAL___FIRST APPEARANCE___1976, October": 11510, "11___CATEGORICAL___FIRST APPEARANCE___1976, September": 11511, "11___CATEGORICAL___FIRST APPEARANCE___1977, April": 11512, "11___CATEGORICAL___FIRST APPEARANCE___1977, August": 11513, "11___CATEGORICAL___FIRST APPEARANCE___1977, December": 11514, "11___CATEGORICAL___FIRST APPEARANCE___1977, February": 11515, "11___CATEGORICAL___FIRST APPEARANCE___1977, July": 11516, "11___CATEGORICAL___FIRST APPEARANCE___1977, June": 11517, "11___CATEGORICAL___FIRST APPEARANCE___1977, March": 11518, "11___CATEGORICAL___FIRST APPEARANCE___1977, May": 11519, "11___CATEGORICAL___FIRST APPEARANCE___1977, November": 11520, "11___CATEGORICAL___FIRST APPEARANCE___1977, September": 11521, "11___CATEGORICAL___FIRST APPEARANCE___1978, April": 11522, "11___CATEGORICAL___FIRST APPEARANCE___1978, December": 11523, "11___CATEGORICAL___FIRST APPEARANCE___1978, February": 11524, "11___CATEGORICAL___FIRST APPEARANCE___1978, January": 11525, "11___CATEGORICAL___FIRST APPEARANCE___1978, July": 11526, "11___CATEGORICAL___FIRST APPEARANCE___1978, June": 11527, "11___CATEGORICAL___FIRST APPEARANCE___1978, March": 11528, "11___CATEGORICAL___FIRST APPEARANCE___1978, May": 11529, "11___CATEGORICAL___FIRST APPEARANCE___1978, November": 11530, "11___CATEGORICAL___FIRST APPEARANCE___1978, October": 11531, "11___CATEGORICAL___FIRST APPEARANCE___1978, September": 11532, "11___CATEGORICAL___FIRST APPEARANCE___1979, April": 11533, "11___CATEGORICAL___FIRST APPEARANCE___1979, August": 11534, "11___CATEGORICAL___FIRST APPEARANCE___1979, December": 11535, "11___CATEGORICAL___FIRST APPEARANCE___1979, February": 11536, "11___CATEGORICAL___FIRST APPEARANCE___1979, January": 11537, "11___CATEGORICAL___FIRST APPEARANCE___1979, July": 11538, "11___CATEGORICAL___FIRST APPEARANCE___1979, June": 11539, "11___CATEGORICAL___FIRST APPEARANCE___1979, March": 11540, "11___CATEGORICAL___FIRST APPEARANCE___1979, May": 11541, "11___CATEGORICAL___FIRST APPEARANCE___1979, November": 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"11___CATEGORICAL___FIRST APPEARANCE___1981, February": 11559, "11___CATEGORICAL___FIRST APPEARANCE___1981, January": 11560, "11___CATEGORICAL___FIRST APPEARANCE___1981, July": 11561, "11___CATEGORICAL___FIRST APPEARANCE___1981, June": 11562, "11___CATEGORICAL___FIRST APPEARANCE___1981, March": 11563, "11___CATEGORICAL___FIRST APPEARANCE___1981, May": 11564, "11___CATEGORICAL___FIRST APPEARANCE___1981, November": 11565, "11___CATEGORICAL___FIRST APPEARANCE___1981, October": 11566, "11___CATEGORICAL___FIRST APPEARANCE___1981, September": 11567, "11___CATEGORICAL___FIRST APPEARANCE___1982": 11568, "11___CATEGORICAL___FIRST APPEARANCE___1982, April": 11569, "11___CATEGORICAL___FIRST APPEARANCE___1982, August": 11570, "11___CATEGORICAL___FIRST APPEARANCE___1982, December": 11571, "11___CATEGORICAL___FIRST APPEARANCE___1982, February": 11572, "11___CATEGORICAL___FIRST APPEARANCE___1982, January": 11573, "11___CATEGORICAL___FIRST APPEARANCE___1982, July": 11574, "11___CATEGORICAL___FIRST APPEARANCE___1982, June": 11575, "11___CATEGORICAL___FIRST APPEARANCE___1982, March": 11576, "11___CATEGORICAL___FIRST APPEARANCE___1982, May": 11577, "11___CATEGORICAL___FIRST APPEARANCE___1982, November": 11578, "11___CATEGORICAL___FIRST APPEARANCE___1982, October": 11579, "11___CATEGORICAL___FIRST APPEARANCE___1982, September": 11580, "11___CATEGORICAL___FIRST APPEARANCE___1983": 11581, "11___CATEGORICAL___FIRST APPEARANCE___1983, April": 11582, "11___CATEGORICAL___FIRST APPEARANCE___1983, August": 11583, "11___CATEGORICAL___FIRST APPEARANCE___1983, December": 11584, "11___CATEGORICAL___FIRST APPEARANCE___1983, February": 11585, "11___CATEGORICAL___FIRST APPEARANCE___1983, January": 11586, "11___CATEGORICAL___FIRST APPEARANCE___1983, July": 11587, "11___CATEGORICAL___FIRST APPEARANCE___1983, June": 11588, "11___CATEGORICAL___FIRST APPEARANCE___1983, March": 11589, "11___CATEGORICAL___FIRST APPEARANCE___1983, May": 11590, "11___CATEGORICAL___FIRST APPEARANCE___1983, November": 11591, "11___CATEGORICAL___FIRST APPEARANCE___1983, October": 11592, "11___CATEGORICAL___FIRST APPEARANCE___1983, September": 11593, "11___CATEGORICAL___FIRST APPEARANCE___1984": 11594, "11___CATEGORICAL___FIRST APPEARANCE___1984, April": 11595, "11___CATEGORICAL___FIRST APPEARANCE___1984, August": 11596, "11___CATEGORICAL___FIRST APPEARANCE___1984, December": 11597, "11___CATEGORICAL___FIRST APPEARANCE___1984, February": 11598, "11___CATEGORICAL___FIRST APPEARANCE___1984, January": 11599, "11___CATEGORICAL___FIRST APPEARANCE___1984, July": 11600, "11___CATEGORICAL___FIRST APPEARANCE___1984, June": 11601, "11___CATEGORICAL___FIRST APPEARANCE___1984, March": 11602, "11___CATEGORICAL___FIRST APPEARANCE___1984, May": 11603, "11___CATEGORICAL___FIRST APPEARANCE___1984, November": 11604, "11___CATEGORICAL___FIRST APPEARANCE___1984, October": 11605, "11___CATEGORICAL___FIRST APPEARANCE___1984, September": 11606, "11___CATEGORICAL___FIRST APPEARANCE___1985": 11607, "11___CATEGORICAL___FIRST APPEARANCE___1985, April": 11608, "11___CATEGORICAL___FIRST APPEARANCE___1985, August": 11609, "11___CATEGORICAL___FIRST APPEARANCE___1985, December": 11610, "11___CATEGORICAL___FIRST APPEARANCE___1985, February": 11611, "11___CATEGORICAL___FIRST APPEARANCE___1985, January": 11612, "11___CATEGORICAL___FIRST APPEARANCE___1985, July": 11613, "11___CATEGORICAL___FIRST APPEARANCE___1985, June": 11614, "11___CATEGORICAL___FIRST APPEARANCE___1985, March": 11615, "11___CATEGORICAL___FIRST APPEARANCE___1985, May": 11616, "11___CATEGORICAL___FIRST APPEARANCE___1985, November": 11617, "11___CATEGORICAL___FIRST APPEARANCE___1985, October": 11618, "11___CATEGORICAL___FIRST APPEARANCE___1985, September": 11619, "11___CATEGORICAL___FIRST APPEARANCE___1986": 11620, "11___CATEGORICAL___FIRST APPEARANCE___1986, April": 11621, "11___CATEGORICAL___FIRST APPEARANCE___1986, August": 11622, "11___CATEGORICAL___FIRST APPEARANCE___1986, December": 11623, "11___CATEGORICAL___FIRST APPEARANCE___1986, February": 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APPEARANCE___1987, March": 11641, "11___CATEGORICAL___FIRST APPEARANCE___1987, May": 11642, "11___CATEGORICAL___FIRST APPEARANCE___1987, November": 11643, "11___CATEGORICAL___FIRST APPEARANCE___1987, October": 11644, "11___CATEGORICAL___FIRST APPEARANCE___1987, September": 11645, "11___CATEGORICAL___FIRST APPEARANCE___1988": 11646, "11___CATEGORICAL___FIRST APPEARANCE___1988, April": 11647, "11___CATEGORICAL___FIRST APPEARANCE___1988, August": 11648, "11___CATEGORICAL___FIRST APPEARANCE___1988, December": 11649, "11___CATEGORICAL___FIRST APPEARANCE___1988, February": 11650, "11___CATEGORICAL___FIRST APPEARANCE___1988, Holiday": 11651, "11___CATEGORICAL___FIRST APPEARANCE___1988, January": 11652, "11___CATEGORICAL___FIRST APPEARANCE___1988, July": 11653, "11___CATEGORICAL___FIRST APPEARANCE___1988, June": 11654, "11___CATEGORICAL___FIRST APPEARANCE___1988, March": 11655, "11___CATEGORICAL___FIRST APPEARANCE___1988, May": 11656, "11___CATEGORICAL___FIRST APPEARANCE___1988, November": 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APPEARANCE___1990, April": 11674, "11___CATEGORICAL___FIRST APPEARANCE___1990, August": 11675, "11___CATEGORICAL___FIRST APPEARANCE___1990, December": 11676, "11___CATEGORICAL___FIRST APPEARANCE___1990, February": 11677, "11___CATEGORICAL___FIRST APPEARANCE___1990, January": 11678, "11___CATEGORICAL___FIRST APPEARANCE___1990, July": 11679, "11___CATEGORICAL___FIRST APPEARANCE___1990, June": 11680, "11___CATEGORICAL___FIRST APPEARANCE___1990, March": 11681, "11___CATEGORICAL___FIRST APPEARANCE___1990, May": 11682, "11___CATEGORICAL___FIRST APPEARANCE___1990, November": 11683, "11___CATEGORICAL___FIRST APPEARANCE___1990, October": 11684, "11___CATEGORICAL___FIRST APPEARANCE___1990, September": 11685, "11___CATEGORICAL___FIRST APPEARANCE___1991": 11686, "11___CATEGORICAL___FIRST APPEARANCE___1991, April": 11687, "11___CATEGORICAL___FIRST APPEARANCE___1991, August": 11688, "11___CATEGORICAL___FIRST APPEARANCE___1991, December": 11689, "11___CATEGORICAL___FIRST APPEARANCE___1991, February": 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APPEARANCE___1992, March": 11707, "11___CATEGORICAL___FIRST APPEARANCE___1992, May": 11708, "11___CATEGORICAL___FIRST APPEARANCE___1992, November": 11709, "11___CATEGORICAL___FIRST APPEARANCE___1992, October": 11710, "11___CATEGORICAL___FIRST APPEARANCE___1992, September": 11711, "11___CATEGORICAL___FIRST APPEARANCE___1993": 11712, "11___CATEGORICAL___FIRST APPEARANCE___1993, April": 11713, "11___CATEGORICAL___FIRST APPEARANCE___1993, August": 11714, "11___CATEGORICAL___FIRST APPEARANCE___1993, December": 11715, "11___CATEGORICAL___FIRST APPEARANCE___1993, February": 11716, "11___CATEGORICAL___FIRST APPEARANCE___1993, January": 11717, "11___CATEGORICAL___FIRST APPEARANCE___1993, July": 11718, "11___CATEGORICAL___FIRST APPEARANCE___1993, June": 11719, "11___CATEGORICAL___FIRST APPEARANCE___1993, March": 11720, "11___CATEGORICAL___FIRST APPEARANCE___1993, May": 11721, "11___CATEGORICAL___FIRST APPEARANCE___1993, November": 11722, "11___CATEGORICAL___FIRST APPEARANCE___1993, October": 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APPEARANCE___1996, July": 11756, "11___CATEGORICAL___FIRST APPEARANCE___1996, June": 11757, "11___CATEGORICAL___FIRST APPEARANCE___1996, March": 11758, "11___CATEGORICAL___FIRST APPEARANCE___1996, May": 11759, "11___CATEGORICAL___FIRST APPEARANCE___1996, November": 11760, "11___CATEGORICAL___FIRST APPEARANCE___1996, October": 11761, "11___CATEGORICAL___FIRST APPEARANCE___1996, September": 11762, "11___CATEGORICAL___FIRST APPEARANCE___1997": 11763, "11___CATEGORICAL___FIRST APPEARANCE___1997, April": 11764, "11___CATEGORICAL___FIRST APPEARANCE___1997, August": 11765, "11___CATEGORICAL___FIRST APPEARANCE___1997, December": 11766, "11___CATEGORICAL___FIRST APPEARANCE___1997, February": 11767, "11___CATEGORICAL___FIRST APPEARANCE___1997, January": 11768, "11___CATEGORICAL___FIRST APPEARANCE___1997, July": 11769, "11___CATEGORICAL___FIRST APPEARANCE___1997, June": 11770, "11___CATEGORICAL___FIRST APPEARANCE___1997, March": 11771, "11___CATEGORICAL___FIRST APPEARANCE___1997, May": 11772, "11___CATEGORICAL___FIRST APPEARANCE___1997, November": 11773, "11___CATEGORICAL___FIRST APPEARANCE___1997, October": 11774, "11___CATEGORICAL___FIRST APPEARANCE___1997, September": 11775, "11___CATEGORICAL___FIRST APPEARANCE___1998": 11776, "11___CATEGORICAL___FIRST APPEARANCE___1998, April": 11777, "11___CATEGORICAL___FIRST APPEARANCE___1998, August": 11778, "11___CATEGORICAL___FIRST APPEARANCE___1998, December": 11779, "11___CATEGORICAL___FIRST APPEARANCE___1998, February": 11780, "11___CATEGORICAL___FIRST APPEARANCE___1998, January": 11781, "11___CATEGORICAL___FIRST APPEARANCE___1998, July": 11782, "11___CATEGORICAL___FIRST APPEARANCE___1998, June": 11783, "11___CATEGORICAL___FIRST APPEARANCE___1998, March": 11784, "11___CATEGORICAL___FIRST APPEARANCE___1998, May": 11785, "11___CATEGORICAL___FIRST APPEARANCE___1998, November": 11786, "11___CATEGORICAL___FIRST APPEARANCE___1998, October": 11787, "11___CATEGORICAL___FIRST APPEARANCE___1998, September": 11788, "11___CATEGORICAL___FIRST APPEARANCE___1999": 11789, "11___CATEGORICAL___FIRST APPEARANCE___1999, April": 11790, "11___CATEGORICAL___FIRST APPEARANCE___1999, August": 11791, "11___CATEGORICAL___FIRST APPEARANCE___1999, December": 11792, "11___CATEGORICAL___FIRST APPEARANCE___1999, February": 11793, "11___CATEGORICAL___FIRST APPEARANCE___1999, January": 11794, "11___CATEGORICAL___FIRST APPEARANCE___1999, July": 11795, "11___CATEGORICAL___FIRST APPEARANCE___1999, June": 11796, "11___CATEGORICAL___FIRST APPEARANCE___1999, March": 11797, "11___CATEGORICAL___FIRST APPEARANCE___1999, May": 11798, "11___CATEGORICAL___FIRST APPEARANCE___1999, November": 11799, "11___CATEGORICAL___FIRST APPEARANCE___1999, October": 11800, "11___CATEGORICAL___FIRST APPEARANCE___1999, September": 11801, "11___CATEGORICAL___FIRST APPEARANCE___2000": 11802, "11___CATEGORICAL___FIRST APPEARANCE___2000, April": 11803, "11___CATEGORICAL___FIRST APPEARANCE___2000, August": 11804, "11___CATEGORICAL___FIRST APPEARANCE___2000, December": 11805, "11___CATEGORICAL___FIRST APPEARANCE___2000, February": 11806, "11___CATEGORICAL___FIRST APPEARANCE___2000, January": 11807, "11___CATEGORICAL___FIRST APPEARANCE___2000, July": 11808, "11___CATEGORICAL___FIRST APPEARANCE___2000, June": 11809, "11___CATEGORICAL___FIRST APPEARANCE___2000, March": 11810, "11___CATEGORICAL___FIRST APPEARANCE___2000, May": 11811, "11___CATEGORICAL___FIRST APPEARANCE___2000, November": 11812, "11___CATEGORICAL___FIRST APPEARANCE___2000, October": 11813, "11___CATEGORICAL___FIRST APPEARANCE___2000, September": 11814, "11___CATEGORICAL___FIRST APPEARANCE___2001, April": 11815, "11___CATEGORICAL___FIRST APPEARANCE___2001, August": 11816, "11___CATEGORICAL___FIRST APPEARANCE___2001, December": 11817, "11___CATEGORICAL___FIRST APPEARANCE___2001, February": 11818, "11___CATEGORICAL___FIRST APPEARANCE___2001, January": 11819, "11___CATEGORICAL___FIRST APPEARANCE___2001, July": 11820, "11___CATEGORICAL___FIRST APPEARANCE___2001, June": 11821, "11___CATEGORICAL___FIRST APPEARANCE___2001, March": 11822, "11___CATEGORICAL___FIRST APPEARANCE___2001, May": 11823, "11___CATEGORICAL___FIRST APPEARANCE___2001, November": 11824, "11___CATEGORICAL___FIRST APPEARANCE___2001, October": 11825, "11___CATEGORICAL___FIRST APPEARANCE___2001, September": 11826, "11___CATEGORICAL___FIRST APPEARANCE___2002, April": 11827, "11___CATEGORICAL___FIRST APPEARANCE___2002, August": 11828, "11___CATEGORICAL___FIRST APPEARANCE___2002, December": 11829, "11___CATEGORICAL___FIRST APPEARANCE___2002, February": 11830, "11___CATEGORICAL___FIRST APPEARANCE___2002, January": 11831, "11___CATEGORICAL___FIRST APPEARANCE___2002, July": 11832, "11___CATEGORICAL___FIRST APPEARANCE___2002, June": 11833, "11___CATEGORICAL___FIRST APPEARANCE___2002, March": 11834, "11___CATEGORICAL___FIRST APPEARANCE___2002, May": 11835, "11___CATEGORICAL___FIRST APPEARANCE___2002, November": 11836, "11___CATEGORICAL___FIRST APPEARANCE___2002, October": 11837, 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"11___CATEGORICAL___FIRST APPEARANCE___2004, February": 11854, "11___CATEGORICAL___FIRST APPEARANCE___2004, January": 11855, "11___CATEGORICAL___FIRST APPEARANCE___2004, July": 11856, "11___CATEGORICAL___FIRST APPEARANCE___2004, June": 11857, "11___CATEGORICAL___FIRST APPEARANCE___2004, May": 11858, "11___CATEGORICAL___FIRST APPEARANCE___2004, November": 11859, "11___CATEGORICAL___FIRST APPEARANCE___2004, October": 11860, "11___CATEGORICAL___FIRST APPEARANCE___2004, September": 11861, "11___CATEGORICAL___FIRST APPEARANCE___2005, April": 11862, "11___CATEGORICAL___FIRST APPEARANCE___2005, August": 11863, "11___CATEGORICAL___FIRST APPEARANCE___2005, December": 11864, "11___CATEGORICAL___FIRST APPEARANCE___2005, February": 11865, "11___CATEGORICAL___FIRST APPEARANCE___2005, January": 11866, "11___CATEGORICAL___FIRST APPEARANCE___2005, July": 11867, "11___CATEGORICAL___FIRST APPEARANCE___2005, June": 11868, "11___CATEGORICAL___FIRST APPEARANCE___2005, March": 11869, 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"11___CATEGORICAL___FIRST APPEARANCE___2007, April": 11886, "11___CATEGORICAL___FIRST APPEARANCE___2007, August": 11887, "11___CATEGORICAL___FIRST APPEARANCE___2007, December": 11888, "11___CATEGORICAL___FIRST APPEARANCE___2007, February": 11889, "11___CATEGORICAL___FIRST APPEARANCE___2007, January": 11890, "11___CATEGORICAL___FIRST APPEARANCE___2007, July": 11891, "11___CATEGORICAL___FIRST APPEARANCE___2007, June": 11892, "11___CATEGORICAL___FIRST APPEARANCE___2007, March": 11893, "11___CATEGORICAL___FIRST APPEARANCE___2007, May": 11894, "11___CATEGORICAL___FIRST APPEARANCE___2007, November": 11895, "11___CATEGORICAL___FIRST APPEARANCE___2007, October": 11896, "11___CATEGORICAL___FIRST APPEARANCE___2007, September": 11897, "11___CATEGORICAL___FIRST APPEARANCE___2008, April": 11898, "11___CATEGORICAL___FIRST APPEARANCE___2008, August": 11899, "11___CATEGORICAL___FIRST APPEARANCE___2008, December": 11900, "11___CATEGORICAL___FIRST APPEARANCE___2008, February": 11901, 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APPEARANCE___2009, May": 11918, "11___CATEGORICAL___FIRST APPEARANCE___2009, November": 11919, "11___CATEGORICAL___FIRST APPEARANCE___2009, October": 11920, "11___CATEGORICAL___FIRST APPEARANCE___2009, September": 11921, "11___CATEGORICAL___FIRST APPEARANCE___2010, April": 11922, "11___CATEGORICAL___FIRST APPEARANCE___2010, August": 11923, "11___CATEGORICAL___FIRST APPEARANCE___2010, December": 11924, "11___CATEGORICAL___FIRST APPEARANCE___2010, February": 11925, "11___CATEGORICAL___FIRST APPEARANCE___2010, January": 11926, "11___CATEGORICAL___FIRST APPEARANCE___2010, July": 11927, "11___CATEGORICAL___FIRST APPEARANCE___2010, June": 11928, "11___CATEGORICAL___FIRST APPEARANCE___2010, March": 11929, "11___CATEGORICAL___FIRST APPEARANCE___2010, May": 11930, "11___CATEGORICAL___FIRST APPEARANCE___2010, November": 11931, "11___CATEGORICAL___FIRST APPEARANCE___2010, October": 11932, "11___CATEGORICAL___FIRST APPEARANCE___2010, September": 11933, "11___CATEGORICAL___FIRST APPEARANCE___2011, 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sha256:77fe0d69924a368661cd6ce1fda873866f108d7168248016e6d91a728ddf8890 +size 1223282 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/.gitignore b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..5fe5c08858a9f78b16a14e3d3757641d03307c72 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/.gitignore @@ -0,0 +1,174 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/latest/usage/project/#working-with-version-control +.pdm.toml +.pdm-python +.pdm-build/ + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +.DS_Store +# data/adult +data/beijing +data/default +data/magic +data/news +data/shoppers + +wandb/ + +*.DS_Store diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/LICENCE b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/LICENCE new file mode 100644 index 0000000000000000000000000000000000000000..421b2ef006d92669068729de1866b3dde6b3fd45 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/LICENCE @@ -0,0 +1,7 @@ +Copyright 2024 Andrés Guzmán-Cordero + +Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/README.md b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ffe4e59cce3dd04f5d51853fb14ac71daa561843 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/README.md @@ -0,0 +1,128 @@ +# Exponential Family Variational Flow Matching for Tabular Data Generation + +

+ + MIT License + + + Openreview + + + Paper URL + +

+ +
+ Model Logo +

Figure 1: Exponential Family Variational Flow Matching (EF-VFM) is a generative modeling framework designed for mixed continuous +and discrete variables. By leveraging the exponential family and a mean-field assumption, EF-VFM efficiently matches the sufficient +statistics of the distributions via learned probability paths, ensuring state-of-the-art fidelity and diversity in synthetic data.

+
+ +This repository provides the prototypical implementation of EF-VFM: TabbyFlow (ICML, 2025). + +## Latest Update + +- [2025.09]：We are finally releasing our code! To speed the release and avoid compatibility isues, we removed the hyperparameter scripts we use to launch out experiments in our available cluster. Contact us if you have any questions! + +## Introduction + +EF-VFM uses the exponential family to jointly model different distributions with a single variational flow matching framework. Its key contributions are: + +1) We propose Exponential Family Variational Flow Matching (EF-VFM), an extension of VFM that incorporates exponential family distributions that facilitates efficient training via moment matching. +2) We establish a deep connection between VFM and a generalized flow matching objective through the lens of Bregman divergences, offering a theoretical foundation for learning probability paths over mixed data types. +3) To demonstrate the effectiveness of EF-VFM, we introduce TabbyFlow, a model that achieves state-of-the-art performance on standard tabular benchmarks, improving both fidelity and diversity in synthetic data generation. + +The schema of EF-VFM is presented in the figure above. For more details, please refer to [our paper](https://arxiv.org/pdf/2506.05940). + +## Environment Setup + +Create the main environment with [ef_vfm.yaml](ef_vfm.yaml). This environment will be used for all tasks except for the evaluation of additional data fidelity metrics (i.e., $\alpha$-precision and $\beta$-recall scores) + +```conda env create -f ef_vfm.yaml``` + +Create another environment with [synthcity.yaml](synthcity.yaml) to evaluate additional data fidelity metrics + +```conda env create -f synthcity.yaml``` + +## Datasets Preparation + +### Using the datasets experimented in the paper + +Download raw datasets: + +```python download_dataset.py``` + +Process datasets: + +```python process_dataset.py``` + +## Training TabbyFlow + +To train an unconditional EF-VFM model across the entire table, run + +```python main.py --dataname --mode train --exp_name ``` + +where `````` is the name of the dataset you want to train on, and `````` is the name of your experiment. + +Current Options of `````` are: adult, default, shoppers, magic, beijing, news + +Wanb logging is enabled by default. To disable it and log locally, add the ```--no_wandb``` flag. + +You must specify the experiment name, which will be used for logging and saving files, add ```--exp_name ```. + +## Sampling and Evaluating TabbyFlow (Density, MLE, C2ST) + +To sample synthetic tables from trained EF-VFM models and evaluate them, run + +```python main.py --dataname --mode test --report --no_wandb --exp_name ``` + +where `````` and `````` should be the same as those used in training. + +This will sample 20 synthetic tables randomly. Meanwhile, it will evaluate the density, mle, and c2st scores for each sample and report their average and standard deviation. The results will be printed out in the terminal, and the samples and detailed evaluation results will be placed in ./eval/report_runs///. + +## Evaluating on Additional Fidelity Metrics ($\alpha$-precision and $\beta$-recall scores) + +To evaluate EF-VFM on the additional fidelity metrics ($\alpha$-precision and $\beta$-recall scores), you need to first make sure that you have already generated some samples by the previous commands. Then, you need to switch to the `synthcity` environment (as the synthcity packet used to compute those metrics conflicts with the main environment), by running + +```conda activate synthcity``` + +Then, evaluate the metrics by running + +```python eval/eval_quality.py --dataname ``` + +Similarly, the results will be printed out in the terminal and added to ./eval/report_runs/// + +## Evaluating Data Privacy (DCR score) + +To evalute the privacy metric DCR score, you first need to retrain all the models, as the metric requires an equal split between the training and testing data (our initial splits employ a 90/10 ratio). To retrain with an equal split, run the training command but append `_dcr` to `````` + +```python main.py --dataname _dcr --mode train``` + +Then, test the models on DCR with the same `_dcr` suffix + +```python main.py --dataname _dcr --mode test --report --no_wandb``` + +## License + +This work is licensed under the MIT License. + +## Acknowledgement + +This repo is built upon the previous work TabDiff's [[codebase]](https://github.com/MinkaiXu/TabDiff). Many thanks to Juntong, Minkai, Harper and Hengrui! + +## Citation + +```@inproceedings{ +guzmancordero2025exponentialfamily, +title={Exponential Family Variational Flow Matching for Tabular Data Generation}, +author={Andr\'es Guzm\'an-Cordero and Floor Eijkelboom and Jan-Willem van de Meent}, +booktitle={The Forty-Second International Conference on Machine Learning}, +year={2025}, +url={https://openreview.net/forum?id=kjtvCSkSsy} +} +``` + +## Contact + +If you encounter any problem or you have any question regarding the paper, please contact [Andrés](andresguzco@gmail.com). diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/data/pipeline_c16/X_cat_test.npy b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/data/pipeline_c16/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..7cc4e15b39bf0c9bcb81c765048d0705d569f480 --- /dev/null +++ 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b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/data/pipeline_c16/y_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f0508187fe7a141fe0939c0238e5f2e8e85c5ba57ee40926f40c9d3f9c485f98 +size 5640 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/download_dataset.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/download_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..427dbbdc686039d81b03aa05d721d06c5b0dcd47 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/download_dataset.py @@ -0,0 +1,49 @@ +import os +from urllib import request +import zipfile + +DATA_DIR = 'data' + + +NAME_URL_DICT_UCI = { + 'adult': 'https://archive.ics.uci.edu/static/public/2/adult.zip', + 'default': 'https://archive.ics.uci.edu/static/public/350/default+of+credit+card+clients.zip', + 'magic': 'https://archive.ics.uci.edu/static/public/159/magic+gamma+telescope.zip', + 'shoppers': 'https://archive.ics.uci.edu/static/public/468/online+shoppers+purchasing+intention+dataset.zip', + 'beijing': 'https://archive.ics.uci.edu/static/public/381/beijing+pm2+5+data.zip', + 'news': 'https://archive.ics.uci.edu/static/public/332/online+news+popularity.zip', + 'news_nocat': 'https://archive.ics.uci.edu/static/public/332/online+news+popularity.zip', + 'adult_dcr': 'https://archive.ics.uci.edu/static/public/2/adult.zip', + 'default_dcr': 'https://archive.ics.uci.edu/static/public/350/default+of+credit+card+clients.zip', + 'magic_dcr': 'https://archive.ics.uci.edu/static/public/159/magic+gamma+telescope.zip', + 'shoppers_dcr': 'https://archive.ics.uci.edu/static/public/468/online+shoppers+purchasing+intention+dataset.zip', + 'beijing_dcr': 'https://archive.ics.uci.edu/static/public/381/beijing+pm2+5+data.zip', + 'news_dcr': 'https://archive.ics.uci.edu/static/public/332/online+news+popularity.zip', +} + +def unzip_file(zip_filepath, dest_path): + with zipfile.ZipFile(zip_filepath, 'r') as zip_ref: + zip_ref.extractall(dest_path) + + +def download_from_uci(name): + + print(f'Start processing dataset {name} from UCI.') + save_dir = f'{DATA_DIR}/{name}' + if not os.path.exists(save_dir): + os.makedirs(save_dir) + + url = NAME_URL_DICT_UCI[name] + request.urlretrieve(url, f'{save_dir}/{name}.zip') + print(f'Finish downloading dataset from {url}, data has been saved to {save_dir}.') + + unzip_file(f'{save_dir}/{name}.zip', save_dir) + print(f'Finish unzipping {name}.') + + else: + print('Aready downloaded.') + +if __name__ == '__main__': + for name in NAME_URL_DICT_UCI.keys(): + download_from_uci(name) + \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/config.pkl b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/config.pkl new file mode 100644 index 0000000000000000000000000000000000000000..48ed990fdf79f65d77f44c5c8ae355d5d4256f0c --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/config.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15ccd383419006ae9a3c53c151c46a199cf3f946b4d4def3501e7cfaac6cf157 +size 955 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/ema_model_100.pt b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/ema_model_100.pt new file mode 100644 index 0000000000000000000000000000000000000000..2adbd8412adb780f74fdcfeffbdf32c150dba271 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/ema_model_100.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e933ae9107ac022b28a5fd0b5a30e3ea60fae161abb198a4e646aaedef5a4a9f +size 42898803 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/model_100.pt b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/model_100.pt new file mode 100644 index 0000000000000000000000000000000000000000..7c0566af46a893f1f1b9ffb80b7e7c5241287bd4 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/model_100.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:912322959d54892d5e61077f7804217e2cff771a6a0aff808a43fa231177f87f +size 42898379 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/configs/ef_vfm_configs.toml b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/configs/ef_vfm_configs.toml new file mode 100644 index 0000000000000000000000000000000000000000..da1df42825e99fb19a331757d981a43fd5c25472 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/configs/ef_vfm_configs.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:677698232b3ea325b54527cccdc11c49fadb971129a77065e71d64aa7567ddb6 +size 674 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/main.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/main.py new file mode 100644 index 0000000000000000000000000000000000000000..d3e0966c01ffb317e0d8cb94b6f293992dbfbdc1 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/main.py @@ -0,0 +1,246 @@ +import glob +import json +import os +import pickle +import random + +import numpy as np +from ef_vfm.metrics import TabMetrics +from ef_vfm.modules.main_modules import UniModMLP +from ef_vfm.models.flow_model import ExpVFM +from ef_vfm.trainer import Trainer +import src +import torch + +from torch.utils.data import DataLoader +import argparse +import warnings + +import wandb + + +from utils_train import EFVFMDataset + +warnings.filterwarnings('ignore') + + +def main(args): + device = args.device + + ## Disable scientific numerical format + np.set_printoptions(suppress=True) + torch.set_printoptions(sci_mode=False) + + ## Get data info + dataname = args.dataname + data_dir = f'data/{dataname}' + info_path = f'data/{dataname}/info.json' + with open(info_path, 'r') as f: + info = json.load(f) + + ## Set up flags + is_dcr = 'dcr' in dataname + + ## Set experiment name + exp_name = args.exp_name + assert args.exp_name is not None, "Experiment name must be provided" + + ## Load configs + curr_dir = os.path.dirname(os.path.abspath(__file__)) + config_path = f'{curr_dir}/configs/ef_vfm_configs.toml' + raw_config = src.load_config(config_path) + + print(f"{args.mode.capitalize()} Mode is Enabled") + num_samples_to_generate = None + ckpt_path = None + if args.mode == 'train': + print("NEW training is started") + elif args.mode == 'test': + num_samples_to_generate = args.num_samples_to_generate + ckpt_path = args.ckpt_path + if ckpt_path is None: + ckpt_parent_path = f"{curr_dir}/ckpt/{dataname}/{exp_name}" + ckpt_path_arr = glob.glob(f"{ckpt_parent_path}/best_ema_model*") + assert ckpt_path_arr, f"Cannot not infer ckpt_path from {ckpt_parent_path}, please make sure that you first train a model before testing!" + ckpt_path = ckpt_path_arr[0] + config_path = os.path.join(os.path.dirname(ckpt_path), 'config.pkl') + if os.path.exists(config_path): + with open(config_path, 'rb') as f: + cached_raw_config = pickle.load(f) + print(f"Found cached config at {config_path}") + raw_config = cached_raw_config + + + ## Creat model_save and result paths + model_save_path, result_save_path = None, None + if args.mode == 'train': + model_save_path = 'debug/ckpt' if args.debug else f'{curr_dir}/ckpt/{dataname}/{exp_name}' + result_save_path = model_save_path.replace('ckpt', 'result') #i.e., f'{curr_dir}/results/{dataname}/{exp_name}' + elif args.mode == 'test': + if args.report: + result_save_path = f"eval/report_runs/{exp_name}/{dataname}" + else: + result_save_path = os.path.dirname(ckpt_path).replace('ckpt', 'result') # infer the exp_name from the ckpt_name + raw_config['model_save_path'] = model_save_path + raw_config['result_save_path'] = result_save_path + if model_save_path is not None: + if not os.path.exists(model_save_path): + os.makedirs(model_save_path) + if result_save_path is not None: + if not os.path.exists(result_save_path): + os.makedirs(result_save_path) + + ## Make everything determinstic if needed + raw_config['deterministic'] = args.deterministic + if args.deterministic: + print("DETERMINISTIC MODE is enabled!!!") + ## Set global random seeds + torch.manual_seed(0) + random.seed(0) + np.random.seed(0) + + ## Ensure deterministic CUDA operations + os.environ['PYTHONHASHSEED'] = '0' + os.environ['CUBLAS_WORKSPACE_CONFIG'] = ':4096:8' # or ':16:8' + torch.use_deterministic_algorithms(True) + if torch.cuda.is_available(): + torch.cuda.manual_seed(0) + torch.cuda.manual_seed_all(0) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + + ## Set debug mode parameters + if args.debug: # fast eval for DEBUG mode + raw_config['train']['main']['check_val_every'] = 2 + raw_config['train']['main']['batch_size'] = 4096 + raw_config['sample']['batch_size'] = 10000 + + _smoke = os.environ.get("EFVFM_SMOKE_STEPS", "").strip() + if _smoke and args.mode == "train": + n = max(1, int(_smoke)) + raw_config["train"]["main"]["steps"] = n + raw_config["train"]["main"]["check_val_every"] = max( + 1, min(n, raw_config["train"]["main"]["check_val_every"]) + ) + if os.environ.get("EFVFM_ADAPTER_TRAIN", "").strip() and args.mode == "train": + raw_config["train"]["main"]["check_val_every"] = int(raw_config["train"]["main"]["steps"]) + + _sample_batch = os.environ.get("EFVFM_SAMPLE_BATCH_SIZE", "").strip() + if _sample_batch: + raw_config["sample"]["batch_size"] = max(1, int(_sample_batch)) + _train_workers = os.environ.get("EFVFM_TRAIN_NUM_WORKERS", "").strip() + train_num_workers = max(0, int(_train_workers)) if _train_workers else 4 + + ## Load training data + batch_size = raw_config['train']['main']['batch_size'] + + train_data = EFVFMDataset(dataname, data_dir, info, isTrain=True, dequant_dist=raw_config['data']['dequant_dist'], int_dequant_factor=raw_config['data']['int_dequant_factor']) + train_loader = DataLoader( + train_data, + batch_size = batch_size, + shuffle = True, + num_workers = train_num_workers, + ) + d_numerical, categories = train_data.d_numerical, train_data.categories + + val_data = EFVFMDataset(dataname, data_dir, info, isTrain=False, dequant_dist=raw_config['data']['dequant_dist'], int_dequant_factor=raw_config['data']['int_dequant_factor']) + + ## Load Metrics + real_data_path = f'synthetic/{dataname}/real.csv' + test_data_path = f'synthetic/{dataname}/test.csv' + val_data_path = f'synthetic/{dataname}/val.csv' + if not os.path.exists(val_data_path): + print(f"{args.dataname} does not have its validation set. During MLE evaluation, a validation set will be splitted from the training set!") + val_data_path = None + if args.mode == 'train': + metric_list = ["density"] + else: + if is_dcr: + metric_list = ["dcr"] + else: + metric_list = [ + "density", + "mle", + "c2st", + ] + metrics = TabMetrics(real_data_path, test_data_path, val_data_path, info, device, metric_list=metric_list) + + ## Load the module and models + raw_config['unimodmlp_params']['d_numerical'] = d_numerical + raw_config['unimodmlp_params']['categories'] = (categories).tolist() + model = UniModMLP(**raw_config['unimodmlp_params']) + model.to(device) + + flow_model = ExpVFM( + num_classes=categories, + num_numerical_features=d_numerical, + vf_fn=model, + device=device, + ) + num_params = sum(p.numel() for p in flow_model.parameters()) + print("The number of parameters = ", num_params) + flow_model.to(device) + flow_model.train() + + ## Print the configs + printed_configs = json.dumps(raw_config, default=lambda x: int(x) if isinstance(x, np.int64) else x, indent=4) + print(f"The config of the current run is : \n {printed_configs}") + + ## Enable Wandb + project_name = f"XVFM_{dataname}" + raw_config['project_name'] = project_name + logger = wandb.init( + project=raw_config['project_name'], + name=exp_name, + config=raw_config, + mode='disabled' if args.debug or args.no_wandb else 'online', + ) + + ## Load Trainer + sample_batch_size = raw_config['sample']['batch_size'] + trainer = Trainer( + flow_model, + train_loader, + train_data, + val_data, + metrics, + logger, + **raw_config['train']['main'], + sample_batch_size=sample_batch_size, + num_samples_to_generate=num_samples_to_generate, + model_save_path=raw_config['model_save_path'], + result_save_path=raw_config['result_save_path'], + device=device, + ckpt_path=ckpt_path, + ) + if args.mode == 'test': + if args.report: + if is_dcr: + trainer.report_test_dcr(args.num_runs) + else: + trainer.report_test(args.num_runs) + else: + trainer.test() + else: + ## Save config + config_save_path = raw_config['model_save_path'] + with open (os.path.join(config_save_path, 'config.pkl'), 'wb') as f: + pickle.dump(raw_config, f) + trainer.run_loop() + + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser(description='Training of TabbyFlow') + + parser.add_argument('--dataname', type=str, default='adult', help='Name of dataset.') + parser.add_argument('--gpu', type=int, default=0, help='GPU index.') + + args = parser.parse_args() + + # check cuda + if args.gpu != -1 and torch.cuda.is_available(): + args.device = f'cuda:{args.gpu}' + else: + args.device = 'cpu' diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/metrics.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..4f104427533ac37610c92216b135fdeba3d181be --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/metrics.py @@ -0,0 +1,306 @@ +from copy import deepcopy +import numpy as np +import torch +import pandas as pd +# Metrics +from eval.mle.mle import get_evaluator +from eval.visualize_density import plot_density +from sdmetrics.reports.single_table import QualityReport, DiagnosticReport +from sdmetrics.single_table import LogisticDetection +from sklearn.preprocessing import OneHotEncoder + +from tqdm import tqdm + + +class TabMetrics(object): + def __init__(self, real_data_path, test_data_path, val_data_path, info, device, metric_list) -> None: + self.real_data_path = real_data_path + self.test_data_path = test_data_path + self.val_data_path = val_data_path + self.info = info + self.device = device + self.real_data_size = len(pd.read_csv(real_data_path)) + self.metric_list = metric_list + + def evaluate(self, syn_data): + metrics, extras = {}, {} + syn_data_cp = deepcopy(syn_data) + for metric in self.metric_list: + func = eval(f"self.evaluate_{metric}") + print(f"Evaluating {metric}") + out_metrics, out_extras = func(syn_data_cp) + metrics.update(out_metrics) + extras.update(out_extras) + return metrics, extras + + def evaluate_density(self, syn_data): + real_data = pd.read_csv(self.real_data_path) + real_data.columns = range(len(real_data.columns)) + syn_data.columns = range(len(syn_data.columns)) + + + info = deepcopy(self.info) + + y_only = len(syn_data.columns)==1 + if y_only: + target_col_idx = info['target_col_idx'][0] + syn_data = self.complete_y_only_data(syn_data, real_data, target_col_idx) + + metadata = info['metadata'] + metadata['columns'] = {int(key): value for key, value in metadata['columns'].items()} # ensure that keys are all integers? + + new_real_data, new_syn_data, metadata = reorder(real_data, syn_data, info) + + qual_report = QualityReport() + qual_report.generate(new_real_data, new_syn_data, metadata) + + diag_report = DiagnosticReport() + diag_report.generate(new_real_data, new_syn_data, metadata) + + quality = qual_report.get_properties() + diag = diag_report.get_properties() + + Shape = quality['Score'][0] + Trend = quality['Score'][1] + + Overall = (Shape + Trend) / 2 + + shape_details = qual_report.get_details(property_name='Column Shapes') + trend_details = qual_report.get_details(property_name='Column Pair Trends') + + if y_only: + Shape = shape_details['Score'].min() + out_metrics = { + "density/Shape": Shape, + "density/Trend": Trend, + "density/Overall": Overall, + } + out_extras = { + "shapes": shape_details, + "trends": trend_details + } + return out_metrics, out_extras + + def evaluate_mle(self, syn_data): + train = syn_data.to_numpy() + test = pd.read_csv(self.test_data_path).to_numpy() + val = pd.read_csv(self.val_data_path).to_numpy() if self.val_data_path else None + + info = deepcopy(self.info) + + task_type = info['task_type'] + + evaluator = get_evaluator(task_type) + + if task_type == 'regression': + best_r2_scores, best_rmse_scores = evaluator(train, test, info, val=val) + + overall_scores = {} + for score_name in ['best_r2_scores', 'best_rmse_scores']: + overall_scores[score_name] = {} + + scores = eval(score_name) + for method in scores: + name = method['name'] + method.pop('name') + overall_scores[score_name][name] = method + + else: + best_f1_scores, best_weighted_scores, best_auroc_scores, best_acc_scores, best_avg_scores = evaluator(train, test, info, val=val) + + overall_scores = {} + for score_name in ['best_f1_scores', 'best_weighted_scores', 'best_auroc_scores', 'best_acc_scores', 'best_avg_scores']: + overall_scores[score_name] = {} + + scores = eval(score_name) + for method in scores: + name = method['name'] + method.pop('name') + overall_scores[score_name][name] = method + + mle_score = overall_scores['best_rmse_scores']['XGBRegressor']['RMSE'] if task_type == 'regression' else overall_scores['best_auroc_scores']['XGBClassifier']['roc_auc'] + out_metrics = { + "mle": mle_score, + } + out_extras = { + "mle": overall_scores, + } + return out_metrics, out_extras + + def evaluate_c2st(self, syn_data): + info = deepcopy(self.info) + real_data = pd.read_csv(self.real_data_path) + + real_data.columns = range(len(real_data.columns)) + syn_data.columns = range(len(syn_data.columns)) + + metadata = info['metadata'] + metadata['columns'] = {int(key): value for key, value in metadata['columns'].items()} + + new_real_data, new_syn_data, metadata = reorder(real_data, syn_data, info) + + score = LogisticDetection.compute( + real_data=new_real_data, + synthetic_data=new_syn_data, + metadata=metadata + ) + + out_metrics = { + "c2st": score, + } + out_extras = {} + return out_metrics, out_extras + + def evaluate_dcr(self, syn_data): + info = deepcopy(self.info) + real_data = pd.read_csv(self.real_data_path) + test_data = pd.read_csv(self.test_data_path) + + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + task_type = info['task_type'] + if task_type == 'regression': + num_col_idx += target_col_idx + else: + cat_col_idx += target_col_idx + + num_ranges = [] + + real_data.columns = list(np.arange(len(real_data.columns))) + syn_data.columns = list(np.arange(len(real_data.columns))) + test_data.columns = list(np.arange(len(real_data.columns))) + for i in num_col_idx: + num_ranges.append(real_data[i].max() - real_data[i].min()) + + num_ranges = np.array(num_ranges) + + + num_real_data = real_data[num_col_idx] + cat_real_data = real_data[cat_col_idx] + num_syn_data = syn_data[num_col_idx] + cat_syn_data = syn_data[cat_col_idx] + num_test_data = test_data[num_col_idx] + cat_test_data = test_data[cat_col_idx] + + num_real_data_np = num_real_data.to_numpy() + cat_real_data_np = cat_real_data.to_numpy().astype('str') + num_syn_data_np = num_syn_data.to_numpy() + cat_syn_data_np = cat_syn_data.to_numpy().astype('str') + num_test_data_np = num_test_data.to_numpy() + cat_test_data_np = cat_test_data.to_numpy().astype('str') + + encoder = OneHotEncoder() + cat_complete_data_np = np.concatenate([cat_real_data_np, cat_test_data_np], axis=0) + encoder.fit(cat_complete_data_np) + # encoder.fit(cat_real_data_np) + + + cat_real_data_oh = encoder.transform(cat_real_data_np).toarray() + cat_syn_data_oh = encoder.transform(cat_syn_data_np).toarray() + cat_test_data_oh = encoder.transform(cat_test_data_np).toarray() + + num_real_data_np = num_real_data_np / num_ranges + num_syn_data_np = num_syn_data_np / num_ranges + num_test_data_np = num_test_data_np / num_ranges + + real_data_np = np.concatenate([num_real_data_np, cat_real_data_oh], axis=1) + syn_data_np = np.concatenate([num_syn_data_np, cat_syn_data_oh], axis=1) + test_data_np = np.concatenate([num_test_data_np, cat_test_data_oh], axis=1) + + device = self.device + + real_data_th = torch.tensor(real_data_np).to(device) + syn_data_th = torch.tensor(syn_data_np).to(device) + test_data_th = torch.tensor(test_data_np).to(device) + + dcrs_real = [] + dcrs_test = [] + batch_size = 10000 // cat_real_data_oh.shape[1] # This esitmation should make sure that dcr_real and dcr_test can be fit into 10GB GPU memory + + for i in tqdm(range((syn_data_th.shape[0] // batch_size) + 1)): + if i != (syn_data_th.shape[0] // batch_size): + batch_syn_data_th = syn_data_th[i*batch_size: (i+1) * batch_size] + else: + batch_syn_data_th = syn_data_th[i*batch_size:] + + dcr_real = (batch_syn_data_th[:, None] - real_data_th).abs().sum(dim = 2).min(dim = 1).values + dcr_test = (batch_syn_data_th[:, None] - test_data_th).abs().sum(dim = 2).min(dim = 1).values + dcrs_real.append(dcr_real) + dcrs_test.append(dcr_test) + + dcrs_real = torch.cat(dcrs_real) + dcrs_test = torch.cat(dcrs_test) + + score = (dcrs_real < dcrs_test).nonzero().shape[0] / dcrs_real.shape[0] + + out_metrics = { + "dcr": score, + } + out_extras = { + "dcr_real": dcrs_real.cpu().numpy(), + "dcr_test": dcrs_test.cpu().numpy(), + } + return out_metrics, out_extras + + + def plot_density(self, syn_data): + syn_data_cp = deepcopy(syn_data) + real_data = pd.read_csv(self.real_data_path) + info = deepcopy(self.info) + y_only = len(syn_data_cp.columns)==1 + if y_only: + target_col_idx = info['target_col_idx'][0] + target_col_name = info['column_names'][target_col_idx] + syn_data_cp = self.complete_y_only_data(syn_data_cp, real_data, target_col_name) + img = plot_density(syn_data_cp, real_data, info) + return img + + def complete_y_only_data(self, syn_data, real_data, target_col_idx): + syn_target_col = deepcopy(syn_data.iloc[:, 0]) + syn_data = deepcopy(real_data) + syn_data[target_col_idx] = syn_target_col + return syn_data + + +def reorder(real_data, syn_data, info): + num_col_idx = deepcopy(info['num_col_idx']) # BUG: info will be modified by += in the next few lines + cat_col_idx = deepcopy(info['cat_col_idx']) + target_col_idx = deepcopy(info['target_col_idx']) + + task_type = info['task_type'] + if task_type == 'regression': + num_col_idx += target_col_idx + else: + cat_col_idx += target_col_idx + + real_num_data = real_data[num_col_idx] + real_cat_data = real_data[cat_col_idx] + + new_real_data = pd.concat([real_num_data, real_cat_data], axis=1) + new_real_data.columns = range(len(new_real_data.columns)) + + syn_num_data = syn_data[num_col_idx] + syn_cat_data = syn_data[cat_col_idx] + + new_syn_data = pd.concat([syn_num_data, syn_cat_data], axis=1) + new_syn_data.columns = range(len(new_syn_data.columns)) + + + metadata = info['metadata'] + + columns = metadata['columns'] + metadata['columns'] = {} + + inverse_idx_mapping = info['inverse_idx_mapping'] + + + for i in range(len(new_real_data.columns)): + if i < len(num_col_idx): + metadata['columns'][i] = columns[num_col_idx[i]] + else: + metadata['columns'][i] = columns[cat_col_idx[i-len(num_col_idx)]] + + + return new_real_data, new_syn_data, metadata \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/models/flow_model.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/models/flow_model.py new file mode 100644 index 0000000000000000000000000000000000000000..536d0cd1311210bac6bbc91dcc31d0612ca053b6 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/models/flow_model.py @@ -0,0 +1,195 @@ +import torch.nn.functional as F +import torch +import numpy as np +from torchdiffeq import odeint_adjoint as odeint + + +class ExpVFM(torch.nn.Module): + def __init__( + self, + num_classes: np.array, + num_numerical_features: int, + vf_fn, + device=torch.device('cpu'), + **kwargs + ): + + super(ExpVFM, self).__init__() + + self.num_numerical_features = num_numerical_features + self.num_classes = num_classes # it as a vector [K1, K2, ..., Km] + self.num_classes_expanded = torch.from_numpy( + np.concatenate([num_classes[i].repeat(num_classes[i]) for i in range(len(num_classes))]) + ).to(device) if len(num_classes)>0 else torch.tensor([]).to(device).int() + self.neg_infinity = -1000000.0 + + offsets = np.cumsum(self.num_classes) + offsets = np.append([0], offsets) + self.slices_for_classes = [] + for i in range(1, len(offsets)): + self.slices_for_classes.append(np.arange(offsets[i - 1], offsets[i])) + self.offsets = torch.from_numpy(offsets).to(device) + + offsets = np.cumsum(self.num_classes) + np.arange(1, len(self.num_classes)+1) + offsets = np.append([0], offsets) + + self._vf_fn = vf_fn + self.device = device + + + def mixed_loss(self, x): + b = x.shape[0] + dev = x.device + + x_num = x[:, :self.num_numerical_features] + x_cat = x[:, self.num_numerical_features:].long() + + t = torch.rand(b, device=dev, dtype=x_num.dtype) + t = t[:, None] + + # Continuous interpolation + x_num_t = x_num + if x_num.shape[1] > 0: + noise = torch.randn_like(x_num) + x_num_t = t * x_num + (1 - t) * noise # + noise * sigma_num + + # Discrete interpolation + x_cat_oh = self.to_one_hot(x_cat).float() + x_cat_t = x_cat_oh + if x_cat.shape[1] > 0: + x_cat_t = t * x_cat_oh + (1 - t) * torch.randn_like(x_cat_oh) + + # Predict orignal data (distribution) + model_out_num, model_out_cat = self._vf_fn(x_num_t, x_cat_t, t.squeeze()) + + d_loss = torch.zeros((1,)).float() + c_loss = torch.zeros((1,)).float() + + # Compute the loss + if x_num.shape[1] > 0: + c_loss = self._mvgloss(model_out_num, x_num, t) + + if x_cat.shape[1] > 0: + d_loss = self._absorbed_closs(model_out_cat, x_cat, self._vf_fn.categories) + + return d_loss.mean(), c_loss.mean() + + def _mvgloss(self, mu_t, x_num_t, t): + n, k = mu_t.shape + dev = mu_t.device + dt = mu_t.dtype + + identity = torch.eye(k, device=dev, dtype=dt).unsqueeze(0).expand(n, -1, -1) + scale = 1 - (1 - 0.01) * t.unsqueeze(1) ** 2 + sigma = scale * identity + dist = torch.distributions.MultivariateNormal(mu_t, sigma) + return -dist.log_prob(x_num_t).mean() + + @torch.no_grad() + def sample(self, num_samples): + dev = self.device + dt = torch.float32 + d_in = self.num_numerical_features + sum(self.num_classes) + d_out = self.num_numerical_features + len(self.num_classes) + + x0 = torch.randn(num_samples, d_in, device=dev) + t = torch.tensor([0.0, 0.999]).to(dev) + vf = Velocity(self._vf_fn) + trajectory = odeint(vf, x0, t, method="dopri5", rtol=1e-5, atol=1e-5) + out = trajectory[1] + + sample = torch.zeros(num_samples, d_out, device=dev, dtype=dt) + sample[:, :self.num_numerical_features] = out[:, :self.num_numerical_features].to(torch.float32) + if sum(self.num_classes) != 0: + idx = self.num_numerical_features + for i, val in enumerate(self.num_classes): + col = self.num_numerical_features + i + sample[:, col] = torch.argmax(out[:, idx:idx + val], dim=1) + idx += val + assert val >= sample[:, col].max() >= 0, f"Sampled value {sample[:, col].max()} is out of range for categorical feature {i} with {val} classes." + + return sample.cpu() + + def sample_all(self, num_samples, batch_size, keep_nan_samples=False): + b = batch_size + + all_samples = [] + num_generated = 0 + while num_generated < num_samples: + print(f"Samples left to generate: {num_samples-num_generated}") + sample = self.sample(b) + mask_nan = torch.any(sample.isnan(), dim=1) + if keep_nan_samples: + # If the sample instances that contains Nan are decided to be kept, the row with Nan will be foreced to all zeros + sample = sample * (~mask_nan)[:, None] + else: + # Otherwise the instances with Nan will be eliminated + sample = sample[~mask_nan] + + all_samples.append(sample) + num_generated += sample.shape[0] + + x_gen = torch.cat(all_samples, dim=0)[:num_samples] + + return x_gen + + def to_one_hot(self, x_cat): + if len(self.num_classes) == 0: + return torch.zeros(x_cat.shape[0], 0, device=x_cat.device, dtype=torch.long) + x_cat_oh = torch.cat( + [F.one_hot(x_cat[:, i], num_classes=self.num_classes[i]) for i in range(len(self.num_classes))], + dim=-1 + ) + return x_cat_oh + + def _absorbed_closs(self, model_output, x0, cats): #, sigma, dsigma): + """ + alpha: (bs,) + """ + cum_sum =0 + losses = torch.zeros(len(cats), device=model_output.device) + for i, val in enumerate(cats): + dist = torch.distributions.Categorical(logits=model_output[:, cum_sum:cum_sum+val]) + losses[i] = -dist.log_prob(x0[:, i]).mean() + cum_sum += val + + loss = losses.sum() + return loss + + +class Velocity(torch.nn.Module): + def __init__(self, model): + super(Velocity, self).__init__() + self.model = model + + def forward(self, t, x): + t = t * torch.ones(x.shape[0]).to(x.device) + + x_num = x[:, :self.model.d_numerical] + x_cat = x[:, self.model.d_numerical:] + mu, logits = self.model(x_num, x_cat, t) + + # Numerical velocity + if self.model.d_numerical > 0: + v_num = (mu - (1 - 0.01) * x_num) / (1 - (1 - 0.01) * t.unsqueeze(1)) + else: + v_num = torch.zeros_like(x_num) + + # Categorical velocity: normalize logits into probability space before computing velocity + if len(self.model.categories) > 0: + v_cat_parts = [] + logit_idx = 0 + oh_idx = 0 + for k in self.model.categories: + probs_k = F.softmax(logits[:, logit_idx:logit_idx + k], dim=-1) + x_k = x_cat[:, oh_idx:oh_idx + k] + v_k = (probs_k - (1 - 0.01) * x_k) / (1 - (1 - 0.01) * t.unsqueeze(1)) + v_cat_parts.append(v_k) + logit_idx += k + oh_idx += k + v_cat = torch.cat(v_cat_parts, dim=1) + else: + v_cat = torch.zeros_like(x_cat) + + v_t = torch.cat([v_num, v_cat], dim=1) + return v_t \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/main_modules.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/main_modules.py new file mode 100644 index 0000000000000000000000000000000000000000..46dceb368af3302e55d5e448a2ffede4db122977 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/main_modules.py @@ -0,0 +1,102 @@ +from typing import Callable, Union + +from ef_vfm.modules.transformer import Reconstructor, Tokenizer, Transformer +import torch +import torch.nn as nn +import torch.optim + +ModuleType = Union[str, Callable[..., nn.Module]] + +class SiLU(nn.Module): + def forward(self, x): + return x * torch.sigmoid(x) + + +class PositionalEmbedding(torch.nn.Module): + def __init__(self, num_channels, max_positions=10000, endpoint=False): + super().__init__() + self.num_channels = num_channels + self.max_positions = max_positions + self.endpoint = endpoint + + def forward(self, x): + freqs = torch.arange(start=0, end=self.num_channels//2, dtype=torch.float32, device=x.device) + freqs = freqs / (self.num_channels // 2 - (1 if self.endpoint else 0)) + freqs = (1 / self.max_positions) ** freqs + x = x.ger(freqs.to(x.dtype)) + x = torch.cat([x.cos(), x.sin()], dim=1) + return x + + +class MLP(nn.Module): + def __init__(self, d_in, dim_t = 512, use_mlp=True): + super().__init__() + self.dim_t = dim_t + + self.proj = nn.Linear(d_in, dim_t) + + self.mlp = nn.Sequential( + nn.Linear(dim_t, dim_t * 2), + nn.SiLU(), + nn.Linear(dim_t * 2, dim_t * 2), + nn.SiLU(), + nn.Linear(dim_t * 2, dim_t), + nn.SiLU(), + nn.Linear(dim_t, d_in), + ) if use_mlp else nn.Linear(dim_t, d_in) + + self.map_noise = PositionalEmbedding(num_channels=dim_t) + self.time_embed = nn.Sequential( + nn.Linear(dim_t, dim_t), + nn.SiLU(), + nn.Linear(dim_t, dim_t) + ) + + self.use_mlp = use_mlp + + def forward(self, x, timesteps): + emb = self.map_noise(timesteps) + emb = emb.reshape(emb.shape[0], 2, -1).flip(1).reshape(*emb.shape) # swap sin/cos + emb = self.time_embed(emb) + + x = self.proj(x) + emb + return self.mlp(x) + + +class UniModMLP(nn.Module): + """ + Input: + x_num: [bs, d_numerical] + x_cat: [bs, len(categories)] + Output: + x_num_pred: [bs, d_numerical], the predicted mean for numerical data + x_cat_pred: [bs, sum(categories)], the predicted UNORMALIZED logits for categorical data + """ + def __init__( + self, d_numerical, categories, num_layers, d_token, + n_head = 1, factor = 4, bias = True, dim_t=512, use_mlp=True, + activation='gelu', **kwargs + ): + super().__init__() + self.d_numerical = d_numerical + self.categories = categories + + self.tokenizer = Tokenizer(d_numerical, categories, d_token, bias = bias) + self.encoder = Transformer(num_layers, d_token, n_head, d_token, factor, activation=activation) + d_in = d_token * (d_numerical + len(categories)) + self.mlp = MLP(d_in, dim_t=dim_t, use_mlp=use_mlp) + self.decoder = Transformer(num_layers, d_token, n_head, d_token, factor, activation=activation) + self.detokenizer = Reconstructor(d_numerical, categories, d_token) + + self.model = nn.ModuleList([self.tokenizer, self.encoder, self.mlp, self.decoder, self.detokenizer]) + + def forward(self, x_num, x_cat, timesteps): + e = self.tokenizer(x_num, x_cat) + decoder_input = e[:, 1:, :] # ignore the first CLS token. + y = self.encoder(decoder_input) + pred_y = self.mlp(y.reshape(y.shape[0], -1), timesteps) + pred_e = self.decoder(pred_y.reshape(*y.shape)) + x_num_pred, x_cat_pred = self.detokenizer(pred_e) + x_cat_pred = torch.cat(x_cat_pred, dim=-1) if len(x_cat_pred)>0 else torch.zeros_like(x_cat).to(x_num_pred.dtype) + + return x_num_pred, x_cat_pred diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/transformer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/transformer.py new file mode 100644 index 0000000000000000000000000000000000000000..98334864ad8befdc6e23fe5f64d5e50bf5907cee --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/modules/transformer.py @@ -0,0 +1,269 @@ +import torch +import torch.nn as nn +import torch.nn.init as nn_init +import torch.nn.functional as F +from torch import Tensor + +import math + +class Tokenizer(nn.Module): + + def __init__(self, d_numerical, categories, d_token, bias): + super().__init__() + if categories is None: + d_bias = d_numerical + self.category_offsets = None + self.category_embeddings = None + self.n_categories = 0 + else: + d_bias = d_numerical + len(categories) + category_offsets = torch.tensor([0] + list(categories[:-1])).cumsum(0) + category_ends = torch.tensor(list(categories)).cumsum(0) + self.register_buffer('category_offsets', category_offsets) + self.register_buffer('category_ends', category_ends) + self.cat_weight = nn.Parameter(Tensor(sum(categories), d_token)) + nn.init.kaiming_uniform_(self.cat_weight, a=math.sqrt(5)) + self.n_categories = len(categories) + + # take [CLS] token into account + self.weight = nn.Parameter(Tensor(d_numerical + 1, d_token)) + self.bias = nn.Parameter(Tensor(d_bias, d_token)) if bias else None + # The initialization is inspired by nn.Linear + nn_init.kaiming_uniform_(self.weight, a=math.sqrt(5)) + if self.bias is not None: + nn_init.kaiming_uniform_(self.bias, a=math.sqrt(5)) + + @property + def n_tokens(self): + return len(self.weight) + ( + 0 if self.category_offsets is None else len(self.category_offsets) + ) + + def forward(self, x_num, x_cat): + x_some = x_num if x_cat is None else x_cat + assert x_some is not None + x_num = torch.cat( + [torch.ones(len(x_some), 1, device=x_some.device)] # [CLS] + + ([] if x_num is None else [x_num]), + dim=1, + ) + + x = self.weight[None] * x_num[:, :, None] + + if x_cat is not None and self.n_categories > 0: + # Vectorized categorical token computation: one matmul per category + cat_tokens = [] + for start, end in zip(self.category_offsets, self.category_ends): + # x_cat[:, start:end] @ cat_weight[start:end] -> [batch, d_token] + cat_tokens.append( + (x_cat[:, start:end] @ self.cat_weight[start:end]).unsqueeze(1) + ) + x = torch.cat([x] + cat_tokens, dim=1) + + if self.bias is not None: + bias = torch.cat( + [ + torch.zeros(1, self.bias.shape[1], device=x.device), + self.bias, + ] + ) + x = x + bias[None] + + return x + + +class MultiheadAttention(nn.Module): + def __init__(self, d, n_heads, dropout, initialization = 'kaiming'): + + if n_heads > 1: + assert d % n_heads == 0 + assert initialization in ['xavier', 'kaiming'] + + super().__init__() + self.W_q = nn.Linear(d, d) + self.W_k = nn.Linear(d, d) + self.W_v = nn.Linear(d, d) + self.W_out = nn.Linear(d, d) if n_heads > 1 else None + self.n_heads = n_heads + self.dropout = nn.Dropout(dropout) if dropout else None + + for m in [self.W_q, self.W_k, self.W_v]: + if initialization == 'xavier' and (n_heads > 1 or m is not self.W_v): + # gain is needed since W_qkv is represented with 3 separate layers + nn_init.xavier_uniform_(m.weight, gain=1 / math.sqrt(2)) + nn_init.zeros_(m.bias) + if self.W_out is not None: + nn_init.zeros_(self.W_out.bias) + + def _reshape(self, x): + batch_size, n_tokens, d = x.shape + d_head = d // self.n_heads + return ( + x.reshape(batch_size, n_tokens, self.n_heads, d_head) + .transpose(1, 2) + .reshape(batch_size * self.n_heads, n_tokens, d_head) + ) + + def forward(self, x_q, x_kv, key_compression = None, value_compression = None): + + q, k, v = self.W_q(x_q), self.W_k(x_kv), self.W_v(x_kv) + for tensor in [q, k, v]: + assert tensor.shape[-1] % self.n_heads == 0 + if key_compression is not None: + assert value_compression is not None + k = key_compression(k.transpose(1, 2)).transpose(1, 2) + v = value_compression(v.transpose(1, 2)).transpose(1, 2) + else: + assert value_compression is None + + batch_size = len(q) + d_head_key = k.shape[-1] // self.n_heads + d_head_value = v.shape[-1] // self.n_heads + n_q_tokens = q.shape[1] + + q = self._reshape(q) + k = self._reshape(k) + + a = q @ k.transpose(1, 2) + b = math.sqrt(d_head_key) + attention = F.softmax(a/b , dim=-1) + + + if self.dropout is not None: + attention = self.dropout(attention) + x = attention @ self._reshape(v) + x = ( + x.reshape(batch_size, self.n_heads, n_q_tokens, d_head_value) + .transpose(1, 2) + .reshape(batch_size, n_q_tokens, self.n_heads * d_head_value) + ) + if self.W_out is not None: + x = self.W_out(x) + + return x + +class Transformer(nn.Module): + + def __init__( + self, + n_layers: int, + d_token: int, + n_heads: int, + d_out: int, + d_ffn_factor: int, + attention_dropout = 0.0, + ffn_dropout = 0.0, + residual_dropout = 0.0, + activation = 'relu', + prenormalization = True, + initialization = 'kaiming', + ): + super().__init__() + + def make_normalization(): + return nn.LayerNorm(d_token) + + d_hidden = int(d_token * d_ffn_factor) + self.layers = nn.ModuleList([]) + for layer_idx in range(n_layers): + layer = nn.ModuleDict( + { + 'attention': MultiheadAttention( + d_token, n_heads, attention_dropout, initialization + ), + 'linear0': nn.Linear( + d_token, d_hidden + ), + 'linear1': nn.Linear(d_hidden, d_token), + 'norm1': make_normalization(), + } + ) + if not prenormalization or layer_idx: + layer['norm0'] = make_normalization() + + self.layers.append(layer) + + _activations = { + 'relu': nn.ReLU, + 'gelu': nn.GELU, + 'silu': nn.SiLU, + } + if activation not in _activations: + raise ValueError(f"Unknown activation '{activation}'. Choose from: {list(_activations)}") + self.activation = _activations[activation]() + self.last_activation = _activations[activation]() + self.prenormalization = prenormalization + self.last_normalization = make_normalization() if prenormalization else None + self.ffn_dropout = ffn_dropout + self.residual_dropout = residual_dropout + self.head = nn.Linear(d_token, d_out) + + + def _start_residual(self, x, layer, norm_idx): + x_residual = x + if self.prenormalization: + norm_key = f'norm{norm_idx}' + if norm_key in layer: + x_residual = layer[norm_key](x_residual) + return x_residual + + def _end_residual(self, x, x_residual, layer, norm_idx): + if self.residual_dropout: + x_residual = F.dropout(x_residual, self.residual_dropout, self.training) + x = x + x_residual + if not self.prenormalization: + x = layer[f'norm{norm_idx}'](x) + return x + + def forward(self, x): + for layer_idx, layer in enumerate(self.layers): + is_last_layer = layer_idx + 1 == len(self.layers) + + x_residual = self._start_residual(x, layer, 0) + x_residual = layer['attention']( + # for the last attention, it is enough to process only [CLS] + x_residual, + x_residual, + ) + + x = self._end_residual(x, x_residual, layer, 0) + + x_residual = self._start_residual(x, layer, 1) + x_residual = layer['linear0'](x_residual) + x_residual = self.activation(x_residual) + if self.ffn_dropout: + x_residual = F.dropout(x_residual, self.ffn_dropout, self.training) + x_residual = layer['linear1'](x_residual) + x = self._end_residual(x, x_residual, layer, 1) + return x + + +class Reconstructor(nn.Module): + def __init__(self, d_numerical, categories, d_token): + super(Reconstructor, self).__init__() + + self.d_numerical = d_numerical + self.categories = categories + self.d_token = d_token + + self.weight = nn.Parameter(Tensor(d_numerical, d_token)) + nn.init.xavier_uniform_(self.weight, gain=1 / math.sqrt(2)) + self.cat_recons = nn.ModuleList() + + for d in categories: + recon = nn.Linear(d_token, d) + nn.init.xavier_uniform_(recon.weight, gain=1 / math.sqrt(2)) + self.cat_recons.append(recon) + + def forward(self, h): + h_num = h[:, :self.d_numerical] + h_cat = h[:, self.d_numerical:] + + recon_x_num = torch.mul(h_num, self.weight.unsqueeze(0)).sum(-1) + recon_x_cat = [] + + for i, recon in enumerate(self.cat_recons): + + recon_x_cat.append(recon(h_cat[:, i])) + + return recon_x_num, recon_x_cat diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/all_results.json b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/all_results.json new file mode 100644 index 0000000000000000000000000000000000000000..a01bcc94f9704b6866bb37eddcfe6a9ba6077a56 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/all_results.json @@ -0,0 +1,3 @@ +version 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index 0000000000000000000000000000000000000000..bc2ca2ce49207f3900f20f8830459689fd53b377 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/shapes.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1a920931d923ab3ebc72258aead23dea26f4bcd671d59dea8d380dfd93f1ca5a +size 526 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/trends.csv b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/trends.csv new file mode 100644 index 0000000000000000000000000000000000000000..60edd67ad23dfd748ac2bcbebb342d85f757b9b8 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/result/pipeline_c16/adapter_efvfm/100/trends.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf6b4ca1365ae8f85b069b0ff3e52dea4ca6de0a2f02985299f6ffb3b056339c +size 4986 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/trainer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/trainer.py new file mode 100644 index 0000000000000000000000000000000000000000..eef113e930d00d7b80310b03b072384548fd31b0 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/trainer.py @@ -0,0 +1,557 @@ +import os +import glob +import time +import torch +from torch.optim.lr_scheduler import ReduceLROnPlateau +import numpy as np +import pandas as pd +import json + +from copy import deepcopy + +from utils_train import update_ema + +from tqdm import tqdm + +BAR = "==============" +def print_with_bar(log_msg): + log_msg = BAR + log_msg + BAR + if "End" in log_msg: + log_msg += "\n" + print(log_msg) + +class Trainer: + def __init__( + self, flow, train_iter, dataset, test_dataset, metrics, logger, + lr, weight_decay, + steps, batch_size, check_val_every, + sample_batch_size, model_save_path, result_save_path, + num_samples_to_generate=None, + lr_scheduler='reduce_lr_on_plateau', + reduce_lr_patience=100, factor=0.9, + ema_decay=0.997, + closs_weight_schedule = "fixed", + c_lambda = 1.0, + d_lambda = 1.0, + max_grad_norm = 1.0, + warmup_epochs = 0, + device=torch.device('cuda:1'), + ckpt_path = None, + **kwargs + ): + self.flow = flow + self.ema_model = deepcopy(self.flow._vf_fn) + for param in self.ema_model.parameters(): + param.detach_() + + self.train_iter = train_iter + self.dataset = dataset + self.test_dataset = test_dataset + self.steps = steps + self.init_lr = lr + self.optimizer = torch.optim.AdamW(self.flow.parameters(), lr=lr, weight_decay=weight_decay) + self.ema_decay = ema_decay + self.lr_scheduler = lr_scheduler + self.scheduler = ReduceLROnPlateau(self.optimizer, mode='min', factor=factor, patience=reduce_lr_patience) + self.closs_weight_schedule = closs_weight_schedule + self.c_lambda = c_lambda + self.d_lambda = d_lambda + self.max_grad_norm = max_grad_norm + self.warmup_epochs = warmup_epochs + + self.batch_size = batch_size + self.sample_batch_size = sample_batch_size + self.num_samples_to_generate = num_samples_to_generate + self.metrics = metrics + self.logger = logger + self.check_val_every = check_val_every + + self.device = device + self.model_save_path = model_save_path + self.result_save_path = result_save_path + self.ckpt_path = ckpt_path + if self.ckpt_path is not None: + state_dicts = torch.load(self.ckpt_path, map_location=self.device) + self.flow._vf_fn.load_state_dict(state_dicts['vf_fn']) + print(f"Weights are loaded from {self.ckpt_path}") + + self.curr_epoch = int(os.path.basename(self.ckpt_path).split('_')[-1].split('.')[0]) if self.ckpt_path is not None else 0 + + def _anneal_lr(self, step): + frac_done = step / self.steps + lr = self.init_lr * (1 - frac_done) + for param_group in self.optimizer.param_groups: + param_group["lr"] = lr + + def _run_step(self, x, closs_weight, dloss_weight): + x = x.to(self.device) + + self.flow.train() + + self.optimizer.zero_grad() + + dloss, closs = self.flow.mixed_loss(x) + + loss = dloss_weight * dloss + closs_weight * closs + loss.backward() + if self.max_grad_norm > 0: + torch.nn.utils.clip_grad_norm_(self.flow.parameters(), self.max_grad_norm) + self.optimizer.step() + + return dloss, closs + + def compute_loss(self): # eval loss is not weighted + curr_dloss = 0.0 + curr_closs = 0.0 + curr_count = 0 + data_iter = self.train_iter + for batch in data_iter: + x = batch.float().to(self.device) + self.flow.eval() + with torch.no_grad(): + batch_dloss, batch_closs = self.flow.mixed_loss(x) + curr_dloss += batch_dloss.item() * len(x) + curr_closs += batch_closs.item() * len(x) + curr_count += len(x) + mloss = np.around(curr_dloss / curr_count, 4) + gloss = np.around(curr_closs / curr_count, 4) + return mloss, gloss + + def run_loop(self): + patience = 0 + closs_weight, dloss_weight = self.c_lambda, self.d_lambda + best_loss = np.inf + best_ema_loss = np.inf + best_val_loss = np.inf + start_time = time.time() + print_with_bar(f"Starting Trainin Loop, total number of epoch = {self.steps}") + # Set up wandb's step metric + self.logger.define_metric("epoch") + self.logger.define_metric("*", step_metric="epoch") + + start_epoch = self.curr_epoch + if start_epoch > 0: + print_with_bar(f"Resuming training from epoch {start_epoch}, with validation check every {self.check_val_every} epoches") + for epoch in range (start_epoch, self.steps): + self.curr_epoch = epoch+1 + # Set up pbar + pbar = tqdm(self.train_iter, total=len(self.train_iter)) + pbar.set_description(f"Epoch {epoch+1}/{self.steps}") + + # Compute the loss weights + if self.closs_weight_schedule == "fixed": + pass + elif self.closs_weight_schedule == "anneal": + frac_done = epoch / self.steps + closs_weight = self.c_lambda * (1 - frac_done) + else: + raise NotImplementedError(f"The continuous loss weight schedule {self.closs_weight_schedule} is not implemneted") + + # Training Step + curr_dloss = 0.0 + curr_closs = 0.0 + curr_count = 0 + curr_lr = self.optimizer.param_groups[0]['lr'] + for batch in pbar: + x = batch.float().to(self.device) + batch_dloss, batch_closs = self._run_step(x, closs_weight, dloss_weight) + curr_dloss += batch_dloss.item() * len(x) + curr_closs += batch_closs.item() * len(x) + curr_count += len(x) + pbar.set_postfix({ + "lr": curr_lr, + "DLoss": np.around(curr_dloss/curr_count, 4), + "CLoss": np.around(curr_closs/curr_count, 4), + "TotalLoss": np.around((curr_dloss + curr_closs)/curr_count, 4), + "closs_weight": closs_weight, + "dloss_weight": dloss_weight, + }) + + # Log training Loss + log_dict = {} + mloss = np.around(curr_dloss / curr_count, 4) + gloss = np.around(curr_closs / curr_count, 4) + total_loss = mloss + gloss + if np.isnan(gloss): + print('Finding Nan in gaussian loss') + break + loss_dict = { + "epoch": epoch + 1, + "lr": curr_lr, + "closs_weight": closs_weight, + "dloss_weight": dloss_weight, + "loss/c_loss": gloss, + "loss/d_loss": mloss, + "loss/total_loss": total_loss + } + log_dict.update(loss_dict) + + # Adjust learning rate (warmup overrides during early epochs) + if self.warmup_epochs > 0 and (epoch + 1) <= self.warmup_epochs: + warmup_lr = self.init_lr * (epoch + 1) / self.warmup_epochs + for param_group in self.optimizer.param_groups: + param_group["lr"] = warmup_lr + elif self.lr_scheduler == 'reduce_lr_on_plateau': + self.scheduler.step(total_loss) + elif self.lr_scheduler == 'anneal': + self._anneal_lr(epoch) + elif self.lr_scheduler == 'fixed': + pass + else: + raise NotImplementedError(f"LR scheduler with name '{self.lr_scheduler}' is not implemented") + + # Update EMA models + update_ema(self.ema_model.parameters(), self.flow._vf_fn.parameters(), rate=self.ema_decay) + + # Save ckpt base on the best training loss + if total_loss < best_loss and self.curr_epoch > 4000: + best_loss = total_loss + to_remove = glob.glob(os.path.join(self.model_save_path, f"best_model_*")) + if to_remove: + os.remove(to_remove[0]) + state_dicts = { + 'vf_fn': self.flow._vf_fn.state_dict(), + } + torch.save(state_dicts, os.path.join(self.model_save_path, f'best_model_{np.round(total_loss,4)}_{epoch+1}.pt')) + patience = 0 + else: + patience += 1 # increment patience if best loss is not surpassed + + # Compute and log EMA model loss + curr_model = self.to_ema_model() + ema_mloss, ema_gloss = self.compute_loss() + self.to_model(curr_model) + ema_total_loss = ema_mloss + ema_gloss + ema_loss_dict = { + "ema_loss/c_loss": ema_gloss, + "ema_loss/d_loss": ema_mloss, + "ema_loss/total_loss": ema_total_loss + } + + # Save the best ema ckpt + if ema_total_loss < best_ema_loss and self.curr_epoch > 4000: + best_ema_loss = ema_total_loss + to_remove = glob.glob(os.path.join(self.model_save_path, f"best_ema_model_*")) + if to_remove: + os.remove(to_remove[0]) + state_dicts = { + 'vf_fn': self.ema_model.state_dict(), + } + torch.save(state_dicts, os.path.join(self.model_save_path, f'best_ema_model_{np.round(ema_total_loss,4)}_{epoch+1}.pt')) + + # Evaluate Sample Quality + if (epoch+1) % self.check_val_every == 0: + state_dicts = { + 'vf_fn': self.flow._vf_fn.state_dict(), + } + torch.save(state_dicts, os.path.join(self.model_save_path, f'model_{epoch+1}.pt')) + + print_with_bar(f"Routine Generation Evaluation every {self.check_val_every}, currently at epoch #{epoch+1}, wiht total_loss={total_loss}.") + _plot_density = os.environ.get("EFVFM_ADAPTER_TRAIN", "").strip().lower() not in ("1", "true", "yes") + out_metrics, _, _ = self.evaluate_generation(save_metric_details=True, plot_density=_plot_density) + log_dict.update(out_metrics) + print(f"Eval Resutls of the Non-EMA model:\n {out_metrics}") + + # Evaluate the EMA model + torch.save(self.ema_model.state_dict(), os.path.join(self.model_save_path, f'ema_model_{epoch+1}.pt')) + ema_out_metrics, _, _ = self.evaluate_generation(ema=True, save_metric_details=True, plot_density=_plot_density) + log_dict.update({ + "ema": ema_out_metrics, + }) + print(f"Eval Resutls of the EMA model:\n {ema_out_metrics}") + # Submit logs + self.logger.log(log_dict) + + end_time = time.time() + print_with_bar(f"Ending Trainnig Loop, totoal training time = {end_time - start_time}") + self.logger.log({ + 'training_time': end_time - start_time + }) + + def report_test(self, num_runs): + save_dir = self.result_save_path + + shape_ = [] + trend_ = [] + mle_ = [] + c2st_ = [] + for i in range(num_runs): + print_with_bar(f"GENERAL Evaluation Run {i}") + out_metrics, extras, syn_df = self.evaluate_generation() + print(f"Results of Run {i} are: \n{out_metrics}") + shape_.append(out_metrics["density/Shape"]) + trend_.append(out_metrics["density/Trend"]) + mle_.append(out_metrics["mle"]) + c2st_.append(out_metrics["c2st"]) + # Save samples for quality evaluation + save_path = os.path.join(save_dir, "all_samples") + if not os.path.exists(save_path): + os.makedirs(save_path) + syn_df.to_csv(os.path.join(save_path, f"samples_{i}.csv"), index=False) + + shape_ = np.array(shape_) + trend_ = np.array(trend_) + mle_ = np.array(mle_) + c2st_ = np.array(c2st_) + + shape_error = (1 - shape_)*100 + trend_error = (1 - trend_)*100 + c2st_percent = c2st_ * 100 + + all_results = pd.DataFrame({ + "shape": shape_error, + "trend": trend_error, + "mle": mle_, + "c2st": c2st_percent, + }) + avg = all_results.mean(axis=0).round(3) + std = all_results.std(axis=0).round(3) + avg_std = pd.concat([avg, std], axis=1, ignore_index=True) + avg_std.columns = ["avg", "std"] + avg_std.index = [ + "shape", + "trend", + "mle", + "c2st", + ] + + # Savings + all_results.to_csv(f"{save_dir}/all_results.csv", index=True) + avg_std.to_csv(f"{save_dir}/avg_std.csv", index=True) + print_with_bar(f"The AVG over {num_runs} runs are: \n{avg_std}") + + def report_test_dcr(self, num_runs): + save_dir = self.result_save_path + + dcr_ = [] + dcr_real_ = [] + dcr_test_ = [] + for i in range(num_runs): + print_with_bar(f"DCR Evaluation Run {i}") + out_metrics, extras, syn_df = self.evaluate_generation() + print(f"Results of Run {i} are: \n{out_metrics}") + dcr_.append(out_metrics["dcr"]) + dcr_real_.append(extras["dcr_real"]) + dcr_test_.append(extras["dcr_test"]) + save_path = os.path.join(save_dir, "all_samples") + if not os.path.exists(save_path): + os.makedirs(save_path) + syn_df.to_csv(os.path.join(save_path, f"samples_{i}.csv"), index=False) + + dcr_ = np.array(dcr_) + + dcr_percent = dcr_ * 100 + + all_results = pd.DataFrame({ + "dcr": dcr_percent, + }) + avg = all_results.mean(axis=0).round(3) + std = all_results.std(axis=0).round(3) + avg_std = pd.concat([avg, std], axis=1, ignore_index=True) + avg_std.columns = ["avg", "std"] + avg_std.index = [ + "dcr", + ] + + # Savings + all_results.to_csv(f"{save_dir}/all_results.csv", index=True) + avg_std.to_csv(f"{save_dir}/avg_std.csv", index=True) + dcr_real = np.concatenate(dcr_real_, axis=0) + dcr_test = np.concatenate(dcr_test_, axis=0) + dcr_df = pd.DataFrame({ + "dcr_real": dcr_real, + "dcr_test": dcr_test + }) + dcr_df.to_csv(f"{save_dir}/dcr.csv", index=False) + + print_with_bar(f"The AVG over {num_runs} runs are: \n{avg_std}") + + def test(self): + _plot_density = os.environ.get("EFVFM_ADAPTER_TRAIN", "").strip().lower() not in ("1", "true", "yes") + out_metrics, _, _ = self.evaluate_generation(save_metric_details=True, plot_density=_plot_density) + print_with_bar(f"Results of the test are: \n{out_metrics}") + self.logger.log(out_metrics) + print(out_metrics) + + def evaluate_generation(self, save_metric_details=False, plot_density=False, ema=False): + self.flow.eval() + + # Sample a synthetic table + env_num_samples = os.environ.get("EFVFM_EVAL_NUM_SAMPLES", "").strip() + if self.num_samples_to_generate: + num_samples = self.num_samples_to_generate + elif env_num_samples: + num_samples = max(1, int(env_num_samples)) + else: + num_samples = self.metrics.real_data_size # By default, num_samples_to_generate is not specified. In this case, we generate the same number of samples as the real dataset. This approach is consistently used across all experiments in the paper. + syn_df = self.sample_synthetic(num_samples, ema=ema) + + # Save the sample + save_path = os.path.join(self.result_save_path, str(self.curr_epoch), "ema" if ema else "") + if not os.path.exists(save_path): + os.makedirs(save_path) + path = os.path.join(save_path, "samples.csv") + syn_df.to_csv(path, index=False) + print( + f"Samples are saved at {path}" + ) + + if os.environ.get("EFVFM_ADAPTER_SAMPLE_ONLY", "").strip().lower() in ("1", "true", "yes"): + return {}, {}, syn_df + + # Compute evaluation metrics on the sample + syn_df_loaded = pd.read_csv(os.path.join(save_path, "samples.csv")) # In the original tabsyn code, syn_data is implicitly casted into float.64 when it gets loaded with pd.read_csv in the evaluation script. If we don't cast, the density evluation for some columns (especially those with tailed and peaked distribution) will collapse. + out_metrics, extras = self.metrics.evaluate(syn_df_loaded) + + # Save metrics and metric details + path = os.path.join(save_path, "all_results.json") + with open(path, "w") as json_file: + json.dump(out_metrics, json_file, indent=4, separators=(", ", ": ")) # always locally save the output metrics + if save_metric_details: + for name, extra in extras.items(): + if isinstance(extra, pd.DataFrame): + extra.to_csv(os.path.join(save_path, f"{name}.csv")) + elif isinstance(extra, dict): + with open(os.path.join(save_path, f"{name}.json"), "w") as json_file: + json.dump(extra, json_file, indent=4, separators=(", ", ": ")) + else: + raise NotImplementedError(f"Extra file generated during evaluations has type {type(extra)}, and code to save this type of file is not implemented") + + # Plot density figures + if plot_density: + img = self.metrics.plot_density(syn_df_loaded) + path = os.path.join(save_path, "density_plots.png") + img.save(path) + print( + f"The density plots are saved at {path}" + ) + return out_metrics, extras, syn_df + + def sample_synthetic(self, num_samples, keep_nan_samples=True, ema=False): + if ema: + curr_model = self.to_ema_model() + + info = self.metrics.info + + print_with_bar(f"Starting Sampling, total samples to generate = {num_samples}") + start_time = time.time() + + syn_data = self.flow.sample_all(num_samples, self.sample_batch_size, keep_nan_samples=keep_nan_samples) + print(f"Shape of the generated sample = {syn_data.shape}") + + if keep_nan_samples: + num_all_zero_row = (syn_data.sum(dim=1) == 0).sum() + if num_all_zero_row: + print(f"The generated samples contain {num_all_zero_row} Nan instances!!!") + self.logger.log({ + 'num_Nan_sample': num_all_zero_row + }) + + # Recover tables + num_inverse = self.dataset.num_inverse + int_inverse = self.dataset.int_inverse + cat_inverse = self.dataset.cat_inverse + + syn_num, syn_cat, syn_target = split_num_cat_target(syn_data, info, num_inverse, int_inverse, cat_inverse) + syn_df = recover_data(syn_num, syn_cat, syn_target, info) + + idx_name_mapping = info['idx_name_mapping'] + idx_name_mapping = {int(key): value for key, value in idx_name_mapping.items()} + + syn_df.rename(columns = idx_name_mapping, inplace=True) + + end_time = time.time() + print_with_bar(f"Ending Sampling, totoal sampling time = {end_time - start_time}") + + if ema: + self.to_model(curr_model) + + return syn_df + + def to_ema_model(self): + curr_model = self.flow._vf_fn + self.flow._vf_fn = self.ema_model # temporarily install the ema parameters into the model + + return curr_model + + def to_model(self, curr_model): + self.flow._vf_fn = curr_model # give back the parameters + + +def _as_numpy_float32(x): + if x is None: + return np.array([], dtype=np.float32) + if isinstance(x, torch.Tensor): + x = x.detach().cpu().numpy() + return np.asarray(x, dtype=np.float32) + + +@torch.no_grad() +def split_num_cat_target(syn_data, info, num_inverse, int_inverse, cat_inverse): + task_type = info['task_type'] + + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + n_num_feat = len(num_col_idx) + n_cat_feat = len(cat_col_idx) + + if task_type == 'regression': + n_num_feat += len(target_col_idx) + else: + n_cat_feat += len(target_col_idx) + + syn_num = syn_data[:, :n_num_feat] + syn_cat = syn_data[:, n_num_feat:] + + if n_num_feat > 0: + syn_num = _as_numpy_float32(num_inverse(syn_num)) + syn_num = _as_numpy_float32(int_inverse(syn_num)) + else: + syn_num = np.zeros((syn_data.shape[0], 0), dtype=np.float32) + syn_cat = cat_inverse(syn_cat) + + + if info['task_type'] == 'regression': + syn_target = syn_num[:, :len(target_col_idx)] + syn_num = syn_num[:, len(target_col_idx):] + + else: + syn_target = syn_cat[:, :len(target_col_idx)] + syn_cat = syn_cat[:, len(target_col_idx):] + + return syn_num, syn_cat, syn_target + +def recover_data(syn_num, syn_cat, syn_target, info): + + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + + idx_mapping = info['idx_mapping'] + idx_mapping = {int(key): value for key, value in idx_mapping.items()} + + syn_df = pd.DataFrame() + + if info['task_type'] == 'regression': + for i in range(len(num_col_idx) + len(cat_col_idx) + len(target_col_idx)): + if i in set(num_col_idx): + syn_df[i] = syn_num[:, idx_mapping[i]] + elif i in set(cat_col_idx): + syn_df[i] = syn_cat[:, idx_mapping[i] - len(num_col_idx)] + else: + syn_df[i] = syn_target[:, idx_mapping[i] - len(num_col_idx) - len(cat_col_idx)] + + + else: + for i in range(len(num_col_idx) + len(cat_col_idx) + len(target_col_idx)): + if i in set(num_col_idx): + syn_df[i] = syn_num[:, idx_mapping[i]] + elif i in set(cat_col_idx): + syn_df[i] = syn_cat[:, idx_mapping[i] - len(num_col_idx)] + else: + syn_df[i] = syn_target[:, idx_mapping[i] - len(num_col_idx) - len(cat_col_idx)] + + return syn_df \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/eval_quality.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/eval_quality.py new file mode 100644 index 0000000000000000000000000000000000000000..c7f4f9409e5a207087ab59104d2f970a17341ba5 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/eval_quality.py @@ -0,0 +1,149 @@ +import glob +import numpy as np +import pandas as pd +import os +import sys +import json + +sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) +from sklearn.preprocessing import OneHotEncoder +from synthcity.metrics import eval_statistical +from synthcity.plugins.core.dataloader import GenericDataLoader + +pd.options.mode.chained_assignment = None + +import argparse + +parser = argparse.ArgumentParser() +parser.add_argument('--dataname', type=str) +parser.add_argument('--exp_name', type=str, default=None) + + +args = parser.parse_args() + +def evaluate_quality(real_path, syn_path, info_path): + with open(info_path, 'r') as f: + info = json.load(f) + + syn_data = pd.read_csv(syn_path) + real_data = pd.read_csv(real_path) + + + ''' Special treatment for default dataset and CoDi model ''' + + real_data.columns = range(len(real_data.columns)) + syn_data.columns = range(len(syn_data.columns)) + + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + if info['task_type'] == 'regression': + num_col_idx += target_col_idx + else: + cat_col_idx += target_col_idx + + num_real_data = real_data[num_col_idx] + cat_real_data = real_data[cat_col_idx] + + num_real_data_np = num_real_data.to_numpy() + cat_real_data_np = cat_real_data.to_numpy().astype('str') + + + num_syn_data = syn_data[num_col_idx] + cat_syn_data = syn_data[cat_col_idx] + + num_syn_data_np = num_syn_data.to_numpy() + + # cat_syn_data_np = np.array + cat_syn_data_np = cat_syn_data.to_numpy().astype('str') + + encoder = OneHotEncoder() + encoder.fit(cat_real_data_np) + + + cat_real_data_oh = encoder.transform(cat_real_data_np).toarray() + cat_syn_data_oh = encoder.transform(cat_syn_data_np).toarray() + + le_real_data = pd.DataFrame(np.concatenate((num_real_data_np, cat_real_data_oh), axis = 1)).astype(float) + le_real_num = pd.DataFrame(num_real_data_np).astype(float) + le_real_cat = pd.DataFrame(cat_real_data_oh).astype(float) + + + le_syn_data = pd.DataFrame(np.concatenate((num_syn_data_np, cat_syn_data_oh), axis = 1)).astype(float) + le_syn_num = pd.DataFrame(num_syn_data_np).astype(float) + le_syn_cat = pd.DataFrame(cat_syn_data_oh).astype(float) + + # Check for nan + if le_syn_data.isnull().values.any(): + nan_coordinate = np.isnan(le_syn_data.to_numpy()).nonzero() + nan_row = np.unique(nan_coordinate[0]) + print(f"Synthetic data contains NaN at row {nan_row}: ") + print(le_syn_data.iloc[nan_row]) + return None, None + + + np.set_printoptions(precision=4) + + result = [] + + print('=========== All Features ===========') + print('Data shape: ', le_syn_data.shape) + + X_syn_loader = GenericDataLoader(le_syn_data) + X_real_loader = GenericDataLoader(le_real_data) + + quality_evaluator = eval_statistical.AlphaPrecision() + qual_res = quality_evaluator.evaluate(X_real_loader, X_syn_loader) + qual_res = { + k: v for (k, v) in qual_res.items() if "naive" in k + } # use the naive implementation of AlphaPrecision + qual_score = np.mean(list(qual_res.values())) + + print('alpha precision: {:.6f}, beta recall: {:.6f}'.format(qual_res['delta_precision_alpha_naive'], qual_res['delta_coverage_beta_naive'] )) + + Alpha_Precision_all = qual_res['delta_precision_alpha_naive'] + Beta_Recall_all = qual_res['delta_coverage_beta_naive'] + + return Alpha_Precision_all, Beta_Recall_all + +if __name__ == '__main__': + exp_name = args.exp_name + assert exp_name is not None, "Experiment name must be provided" + dataname = args.dataname + data_dir = f'data/{dataname}' + info_path = f'{data_dir}/info.json' + real_path = f'synthetic/{dataname}/real.csv' + + sample_dir = f"eval/report_runs/{exp_name}/{dataname}/all_samples" + sample_paths = glob.glob(os.path.join(sample_dir, "*.csv")) + print(f"{len(sample_paths )} samples loaded from {sample_dir}") + + alphas, betas = [], [] + for syn_path in sample_paths: + alpha_precision, beta_recall = evaluate_quality(real_path, syn_path, info_path) + if (alpha_precision is None) or (beta_recall is None): + continue + alphas.append(alpha_precision) + betas.append(beta_recall) + + alphas = np.array(alphas) + betas = np.array(betas) + alpha_percent = alphas * 100 + beta_percent = betas * 100 + + quality = pd.DataFrame({ + 'alpha': alpha_percent, + 'beta': beta_percent + }) + avg = quality.mean(axis=0).round(2) + std = quality.std(axis=0).round(2) + quality_avg_std = pd.concat([avg, std], axis=1, ignore_index=True) + quality_avg_std.columns = ["avg", "std"] + quality_avg_std.index = ["alpha", "beta"] + + save_dir = os.path.dirname(sample_dir) + quality.to_csv(os.path.join(save_dir, "quality.csv"), index=True) + avg_std = pd.read_csv(os.path.join(save_dir, "avg_std.csv"), index_col=0) + avg_std = pd.concat([avg_std, quality_avg_std]) + print(avg_std) + avg_std.to_csv(os.path.join(save_dir, "avg_std.csv"), index=True) diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/mle.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/mle.py new file mode 100644 index 0000000000000000000000000000000000000000..0cfb8766d1bf207b3abe48a1142f7ef436a6eae8 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/mle.py @@ -0,0 +1,781 @@ +import numpy as np +import pandas as pd +from xgboost import XGBClassifier, XGBRegressor +from sklearn.ensemble import AdaBoostClassifier, RandomForestClassifier, RandomForestRegressor +from sklearn.linear_model import LogisticRegression, LinearRegression +from sklearn.neural_network import MLPClassifier, MLPRegressor +from sklearn.preprocessing import OneHotEncoder, LabelEncoder +from sklearn.tree import DecisionTreeClassifier +from sklearn.metrics import classification_report, accuracy_score, f1_score, precision_score, recall_score, roc_auc_score +from sklearn.metrics import explained_variance_score, mean_squared_error, mean_absolute_error, r2_score +from sklearn.model_selection import ParameterGrid +from sklearn.utils._testing import ignore_warnings +from sklearn.exceptions import ConvergenceWarning +import logging +from prdc import compute_prdc +from tqdm import tqdm + +CATEGORICAL = "categorical" +CONTINUOUS = "continuous" + +_MODELS = { + 'binclass': [ # 184 + # { + # 'class': DecisionTreeClassifier, # 48 + # 'kwargs': { + # 'max_depth': [4, 8, 16, 32], + # 'min_samples_split': [2, 4, 8], + # 'min_samples_leaf': [1, 2, 4, 8] + # } + # }, + # { + # 'class': AdaBoostClassifier, # 4 + # 'kwargs': { + # 'n_estimators': [10, 50, 100, 200] + # } + # }, + # { + # 'class': LogisticRegression, # 36 + # 'kwargs': { + # 'solver': ['lbfgs'], + # 'n_jobs': [-1], + # 'max_iter': [10, 50, 100, 200], + # 'C': [0.01, 0.1, 1.0], + # 'tol': [1e-01, 1e-02, 1e-04] + # } + # }, + # { + # 'class': MLPClassifier, # 12 + # 'kwargs': { + # 'hidden_layer_sizes': [(100, ), (200, ), (100, 100)], + # 'max_iter': [50, 100], + # 'alpha': [0.0001, 0.001] + # } + # }, + # { + # 'class': RandomForestClassifier, # 48 + # 'kwargs': { + # 'max_depth': [8, 16, None], + # 'min_samples_split': [2, 4, 8], + # 'min_samples_leaf': [1, 2, 4, 8], + # 'n_jobs': [-1] + + # } + # }, + { + 'class': XGBClassifier, # 36 + 'kwargs': { + 'n_estimators': [10, 50, 100], + 'min_child_weight': [1, 10], + 'max_depth': [5, 10, 20], + 'gamma': [0.0, 1.0], + 'objective': ['binary:logistic'], + 'nthread': [-1], + 'tree_method': ['gpu_hist'] + }, + } + + ], + 'multiclass': [ # 132 + + # { + # 'class': MLPClassifier, # 12 + # 'kwargs': { + # 'hidden_layer_sizes': [(100, ), (200, ), (100, 100)], + # 'max_iter': [50, 100], + # 'alpha': [0.0001, 0.001] + # } + # }, + # { + # 'class': DecisionTreeClassifier, # 48 + # 'kwargs': { + # 'max_depth': [4, 8, 16, 32], + # 'min_samples_split': [2, 4, 8], + # 'min_samples_leaf': [1, 2, 4, 8] + # } + # }, + # { + # 'class': RandomForestClassifier, # 36 + # 'kwargs': { + # 'max_depth': [8, 16, None], + # 'min_samples_split': [2, 4, 8], + # 'min_samples_leaf': [1, 2, 4, 8], + # 'n_jobs': [-1] + + # } + # }, + { + 'class': XGBClassifier, # 36 + 'kwargs': { + 'n_estimators': [10, 50, 100], + 'min_child_weight': [1, 10], + 'max_depth': [5, 10, 20], + 'gamma': [0.0, 1.0], + 'objective': ['binary:logistic'], + 'nthread': [-1], + 'tree_method': ['gpu_hist'] + } + } + + ], + 'regression': [ # 84 + # { + # 'class': LinearRegression, + # }, + # { + # 'class': MLPRegressor, # 12 + # 'kwargs': { + # 'hidden_layer_sizes': [(100, ), (200, ), (100, 100)], + # 'max_iter': [50, 100], + # 'alpha': [0.0001, 0.001] + # } + #}, + { + 'class': XGBRegressor, # 36 + 'kwargs': { + 'n_estimators': [10, 50, 100], + 'min_child_weight': [1, 10], + 'max_depth': [5, 10, 20], + 'gamma': [0.0, 1.0], + 'objective': ['reg:linear'], + 'nthread': [-1], + 'tree_method': ['gpu_hist'] + } + }, + # { + # 'class': RandomForestRegressor, # 36 + # 'kwargs': { + # 'max_depth': [8, 16, None], + # 'min_samples_split': [2, 4, 8], + # 'min_samples_leaf': [1, 2, 4, 8], + # 'n_jobs': [-1] + # } + # } + ] +} + +def feat_transform(data, info, label_encoder = None, encoders = None, cmax = None, cmin = None): + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + num_cols = len(num_col_idx + cat_col_idx + target_col_idx) + features = [] + + if not encoders: + encoders = dict() + for idx in range(num_cols): + col = data[:, idx] + + if idx in target_col_idx: + + if info['task_type'] != 'regression': + + if not label_encoder: + label_encoder = LabelEncoder() + label_encoder.fit(col) + + encoded_labels = label_encoder.transform(col) + labels = encoded_labels + else: + col = col.astype(np.float32) + labels = col.astype(np.float32) + + continue + + if idx in num_col_idx: + col = col.astype(np.float32) + + if not cmin: + cmin = col.min() + + if not cmax: + cmax = col.max() + + if cmin >= 0 and cmax >= 1e3: + feature = np.log(np.maximum(col, 1e-2)) + + else: + feature = (col - cmin) / (cmax - cmin) * 5 + + elif idx in cat_col_idx: + encoder = encoders.get(idx) + col = col.reshape(-1, 1) + if encoder: + feature = encoder.transform(col) + else: + # encoder = OneHotEncoder(sparse=False, handle_unknown='ignore') + encoder = OneHotEncoder(sparse_output=False, handle_unknown='ignore') # New in version 1.2: sparse was renamed to sparse_output + encoders[idx] = encoder + feature = encoder.fit_transform(col) + + + features.append(feature) + features = np.column_stack(features) + return features, labels, label_encoder, encoders, cmax, cmin + + +def prepare_ml_problem(train, test, info, val=None): + # test_X, test_y, label_encoder, encoders = feat_transform(test, info) + # train_X, train_y, _, _ = feat_transform(train, info, label_encoder, encoders) + + train_X, train_y, label_encoder, encoders, cmax, cmin = feat_transform(train, info) + test_X, test_y, _, _ , _, _ = feat_transform(test, info, label_encoder, encoders, cmax, cmin) + + if val is not None: + val_X, val_y, _, _, _, _ = feat_transform(val, info, label_encoder, encoders, cmax, cmin) + else: + total_train_num = train_X.shape[0] + val_num = int(total_train_num / 9) + + total_train_idx = np.arange(total_train_num) + np.random.shuffle(total_train_idx) + train_idx = total_train_idx[val_num:] + val_idx = total_train_idx[:val_num] + + + + # val_X, val_y = train_X[val_idx], train_y[val_idx] + # train_X, train_y = train_X[train_idx], train_y[train_idx] + + # model = _MODELS[info['task_type']] + + # return train_X, train_y, train_X, train_y, test_X, test_y, model + + + + val_X, val_y = train_X[val_idx], train_y[val_idx] + train_X, train_y = train_X[train_idx], train_y[train_idx] + + model = _MODELS[info['task_type']] + + return train_X, train_y, val_X, val_y, test_X, test_y, model + +class FeatureMaker: + + def __init__(self, metadata, label_column='label', label_type='int', sample=50000): + self.columns = metadata['columns'] + self.label_column = label_column + self.label_type = label_type + self.sample = sample + self.encoders = dict() + + def make_features(self, data): + data = data.copy() + np.random.shuffle(data) + data = data[:self.sample] + + features = [] + labels = [] + + for index, cinfo in enumerate(self.columns): + col = data[:, index] + if cinfo['name'] == self.label_column: + if self.label_type == 'int': + labels = col.astype(int) + elif self.label_type == 'float': + labels = col.astype(float) + else: + assert 0, 'unkown label type' + continue + + if cinfo['type'] == CONTINUOUS: + cmin = cinfo['min'] + cmax = cinfo['max'] + if cmin >= 0 and cmax >= 1e3: + feature = np.log(np.maximum(col, 1e-2)) + + else: + feature = (col - cmin) / (cmax - cmin) * 5 + + else: + if cinfo['size'] <= 2: + feature = col + + else: + encoder = self.encoders.get(index) + col = col.reshape(-1, 1) + if encoder: + feature = encoder.transform(col) + else: + encoder = OneHotEncoder(sparse=False, handle_unknown='ignore') + self.encoders[index] = encoder + feature = encoder.fit_transform(col) + + features.append(feature) + + features = np.column_stack(features) + + return features, labels + + +def _prepare_ml_problem(train, val, test, metadata, eval): + fm = FeatureMaker(metadata) + x_trains, y_trains = [], [] + + for i in train: + x_train, y_train = fm.make_features(i) + x_trains.append(x_train) + y_trains.append(y_train) + + x_val, y_val = fm.make_features(val) + if eval is None: + x_test = None + y_test = None + else: + x_test, y_test = fm.make_features(test) + model = _MODELS[metadata['problem_type']] + + return x_trains, y_trains, x_val, y_val, x_test, y_test, model + + +def _weighted_f1(y_test, pred): + report = classification_report(y_test, pred, output_dict=True) + classes = list(report.keys())[:-3] + proportion = [ report[i]['support'] / len(y_test) for i in classes] + weighted_f1 = np.sum(list(map(lambda i, prop: report[i]['f1-score']* (1-prop)/(len(classes)-1), classes, proportion))) + return weighted_f1 + + +@ignore_warnings(category=ConvergenceWarning) +def _evaluate_multi_classification(train, test, info, val=None): + x_trains, y_trains, x_valid, y_valid, x_test, y_test, classifiers = prepare_ml_problem(train, test, info, val=val) + best_f1_scores = [] + unique_labels = np.unique(y_trains) + + + best_f1_scores = [] + best_weighted_scores = [] + best_auroc_scores = [] + best_acc_scores = [] + best_avg_scores = [] + + for model_spec in classifiers: + model_class = model_spec['class'] + model_kwargs = model_spec.get('kwargs', dict()) + model_repr = model_class.__name__ + + unique_labels = np.unique(y_trains) + + param_set = list(ParameterGrid(model_kwargs)) + + results = [] + for param in tqdm(param_set): + model = model_class(**param) + + try: + model.fit(x_trains, y_trains) + except: + pass + + if len(unique_labels) != len(np.unique(y_valid)): + pred = [unique_labels[0]] * len(x_valid) + pred_prob = np.array([1.] * len(x_valid)) + else: + pred = model.predict(x_valid) + pred_prob = model.predict_proba(x_valid) + + macro_f1 = f1_score(y_valid, pred, average='macro') + weighted_f1 = _weighted_f1(y_valid, pred) + acc = accuracy_score(y_valid, pred) + + # 3. auroc + # size = [a["size"] for a in metadata["columns"] if a["name"] == "label"][0] + size = len(set(unique_labels)) + rest_label = set(range(size)) - set(unique_labels) + tmp = [] + j = 0 + for i in range(size): + if i in rest_label: + tmp.append(np.array([0] * y_valid.shape[0])[:,np.newaxis]) + else: + try: + tmp.append(pred_prob[:,[j]]) + except: + tmp.append(pred_prob[:, np.newaxis]) + j += 1 + + roc_auc = roc_auc_score(np.eye(size)[y_valid], np.hstack(tmp), multi_class='ovr') + + results.append( + { + "name": model_repr, + "param": param, + "macro_f1": macro_f1, + "weighted_f1": weighted_f1, + "roc_auc": roc_auc, + "accuracy": acc + } + ) + + results = pd.DataFrame(results) + results['avg'] = results.loc[:, ['macro_f1', 'weighted_f1', 'roc_auc']].mean(axis=1) + best_f1_param = results.param[results.macro_f1.idxmax()] + best_weighted_param = results.param[results.weighted_f1.idxmax()] + best_auroc_param = results.param[results.roc_auc.idxmax()] + best_acc_param = results.param[results.accuracy.idxmax()] + best_avg_param = results.param[results.avg.idxmax()] + + + # test the best model + results = pd.DataFrame(results) + # best_param = results.param[results.macro_f1.idxmax()] + + def _calc(best_model): + best_scores = [] + + x_train = x_trains + y_train = y_trains + + try: + best_model.fit(x_train, y_train) + except: + pass + + if len(unique_labels) != len(np.unique(y_test)): + pred = [unique_labels[0]] * len(x_test) + pred_prob = np.array([1.] * len(x_test)) + else: + pred = best_model.predict(x_test) + pred_prob = best_model.predict_proba(x_test) + + macro_f1 = f1_score(y_test, pred, average='macro') + weighted_f1 = _weighted_f1(y_test, pred) + acc = accuracy_score(y_test, pred) + + # 3. auroc + size = len(set(unique_labels)) + rest_label = set(range(size)) - set(unique_labels) + tmp = [] + j = 0 + for i in range(size): + if i in rest_label: + tmp.append(np.array([0] * y_test.shape[0])[:,np.newaxis]) + else: + try: + tmp.append(pred_prob[:,[j]]) + except: + tmp.append(pred_prob[:, np.newaxis]) + j += 1 + roc_auc = roc_auc_score(np.eye(size)[y_test], np.hstack(tmp), multi_class='ovr') + + best_scores.append( + { + "name": model_repr, + "macro_f1": macro_f1, + "weighted_f1": weighted_f1, + "roc_auc": roc_auc, + "accuracy": acc + } + ) + return pd.DataFrame(best_scores) + + def _df(dataframe): + return { + "name": model_repr, + "macro_f1": dataframe.macro_f1.values[0], + "roc_auc": dataframe.roc_auc.values[0], + "weighted_f1": dataframe.weighted_f1.values[0], + "accuracy": dataframe.accuracy.values[0], + } + + best_f1_scores.append(_df(_calc(model_class(**best_f1_param)))) + best_weighted_scores.append(_df(_calc(model_class(**best_weighted_param)))) + best_auroc_scores.append(_df(_calc(model_class(**best_auroc_param)))) + best_acc_scores.append(_df(_calc(model_class(**best_acc_param)))) + best_avg_scores.append(_df(_calc(model_class(**best_avg_param)))) + + return best_f1_scores, best_weighted_scores, best_auroc_scores, best_acc_scores, best_avg_scores + +@ignore_warnings(category=ConvergenceWarning) +def _evaluate_binary_classification(train, test, info, val=None): + x_trains, y_trains, x_valid, y_valid, x_test, y_test, classifiers = prepare_ml_problem(train, test, info, val=val) + + unique_labels = np.unique(y_trains) + + best_f1_scores = [] + best_weighted_scores = [] + best_auroc_scores = [] + best_acc_scores = [] + best_avg_scores = [] + + for model_spec in classifiers: + + model_class = model_spec['class'] + model_kwargs = model_spec.get('kwargs', dict()) + model_repr = model_class.__name__ + + unique_labels = np.unique(y_trains) + + param_set = list(ParameterGrid(model_kwargs)) + + results = [] + for param in tqdm(param_set): + model = model_class(**param) + + try: + model.fit(x_trains, y_trains) + except ValueError: + pass + + if len(unique_labels) == 1: + pred = [unique_labels[0]] * len(x_valid) + pred_prob = np.array([1.] * len(x_valid)) + else: + pred = model.predict(x_valid) + pred_prob = model.predict_proba(x_valid) + + binary_f1 = f1_score(y_valid, pred, average='binary') + weighted_f1 = _weighted_f1(y_valid, pred) + acc = accuracy_score(y_valid, pred) + precision = precision_score(y_valid, pred, average='binary') + recall = recall_score(y_valid, pred, average='binary') + macro_f1 = f1_score(y_valid, pred, average='macro') + + # auroc + size = 2 + rest_label = set(range(size)) - set(unique_labels) + tmp = [] + j = 0 + for i in range(size): + if i in rest_label: + tmp.append(np.array([0] * y_valid.shape[0])[:,np.newaxis]) + else: + try: + tmp.append(pred_prob[:,[j]]) + except: + tmp.append(pred_prob[:, np.newaxis]) + j += 1 + roc_auc = roc_auc_score(np.eye(size)[y_valid], np.hstack(tmp)) + + results.append( + { + "name": model_repr, + "param": param, + "binary_f1": binary_f1, + "weighted_f1": weighted_f1, + "roc_auc": roc_auc, + "accuracy": acc, + "precision": precision, + "recall": recall, + "macro_f1": macro_f1 + } + ) + + + # test the best model + results = pd.DataFrame(results) + results['avg'] = results.loc[:, ['binary_f1', 'weighted_f1', 'roc_auc']].mean(axis=1) + best_f1_param = results.param[results.binary_f1.idxmax()] + best_weighted_param = results.param[results.weighted_f1.idxmax()] + best_auroc_param = results.param[results.roc_auc.idxmax()] + best_acc_param = results.param[results.accuracy.idxmax()] + best_avg_param = results.param[results.avg.idxmax()] + + + def _calc(best_model): + best_scores = [] + + best_model.fit(x_trains, y_trains) + + if len(unique_labels) == 1: + pred = [unique_labels[0]] * len(x_test) + pred_prob = np.array([1.] * len(x_test)) + else: + pred = best_model.predict(x_test) + pred_prob = best_model.predict_proba(x_test) + + binary_f1 = f1_score(y_test, pred, average='binary') + weighted_f1 = _weighted_f1(y_test, pred) + acc = accuracy_score(y_test, pred) + precision = precision_score(y_test, pred, average='binary') + recall = recall_score(y_test, pred, average='binary') + macro_f1 = f1_score(y_test, pred, average='macro') + + # auroc + size = 2 + rest_label = set(range(size)) - set(unique_labels) + tmp = [] + j = 0 + for i in range(size): + if i in rest_label: + tmp.append(np.array([0] * y_test.shape[0])[:,np.newaxis]) + else: + try: + tmp.append(pred_prob[:,[j]]) + except: + tmp.append(pred_prob[:, np.newaxis]) + j += 1 + try: + roc_auc = roc_auc_score(np.eye(size)[y_test], np.hstack(tmp)) + except ValueError: + tmp[1] = tmp[1].reshape(20000, 1) + roc_auc = roc_auc_score(np.eye(size)[y_test], np.hstack(tmp)) + + best_scores.append( + { + "name": model_repr, + # "param": param, + "binary_f1": binary_f1, + "weighted_f1": weighted_f1, + "roc_auc": roc_auc, + "accuracy": acc, + "precision": precision, + "recall": recall, + "macro_f1": macro_f1 + } + ) + + return pd.DataFrame(best_scores) + def _df(dataframe): + return { + "name": model_repr, + "binary_f1": dataframe.binary_f1.values[0], + "roc_auc": dataframe.roc_auc.values[0], + "weighted_f1": dataframe.weighted_f1.values[0], + "accuracy": dataframe.accuracy.values[0], + } + + best_f1_scores.append(_df(_calc(model_class(**best_f1_param)))) + best_weighted_scores.append(_df(_calc(model_class(**best_weighted_param)))) + best_auroc_scores.append(_df(_calc(model_class(**best_auroc_param)))) + best_acc_scores.append(_df(_calc(model_class(**best_acc_param)))) + best_avg_scores.append(_df(_calc(model_class(**best_avg_param)))) + + return best_f1_scores, best_weighted_scores, best_auroc_scores, best_acc_scores, best_avg_scores + +@ignore_warnings(category=ConvergenceWarning) +def _evaluate_regression(train, test, info, val=None): + + x_trains, y_trains, x_valid, y_valid, x_test, y_test, regressors = prepare_ml_problem(train, test, info, val=val) + + + best_r2_scores = [] + best_ev_scores = [] + best_mae_scores = [] + best_rmse_scores = [] + best_avg_scores = [] + + y_trains = np.log(np.clip(y_trains, 1, 20000)) + y_test = np.log(np.clip(y_test, 1, 20000)) + + for model_spec in regressors: + model_class = model_spec['class'] + model_kwargs = model_spec.get('kwargs', dict()) + model_repr = model_class.__name__ + + param_set = list(ParameterGrid(model_kwargs)) + + results = [] + for param in tqdm(param_set): + model = model_class(**param) + model.fit(x_trains, y_trains) + pred = model.predict(x_valid) + + r2 = r2_score(y_valid, pred) + explained_variance = explained_variance_score(y_valid, pred) + mean_squared = mean_squared_error(y_valid, pred) + root_mean_squared = np.sqrt(mean_squared) + mean_absolute = mean_absolute_error(y_valid, pred) + + results.append( + { + "name": model_repr, + "param": param, + "r2": r2, + "explained_variance": explained_variance, + "mean_squared": mean_squared, + "mean_absolute": mean_absolute, + "rmse": root_mean_squared + } + ) + + results = pd.DataFrame(results) + # results['avg'] = results.loc[:, ['r2', 'rmse']].mean(axis=1) + best_r2_param = results.param[results.r2.idxmax()] + best_ev_param = results.param[results.explained_variance.idxmax()] + best_mae_param = results.param[results.mean_absolute.idxmin()] + best_rmse_param = results.param[results.rmse.idxmin()] + # best_avg_param = results.param[results.avg.idxmax()] + + def _calc(best_model): + best_scores = [] + x_train, y_train = x_trains, y_trains + + best_model.fit(x_train, y_train) + pred = best_model.predict(x_test) + + r2 = r2_score(y_test, pred) + explained_variance = explained_variance_score(y_test, pred) + mean_squared = mean_squared_error(y_test, pred) + root_mean_squared = np.sqrt(mean_squared) + mean_absolute = mean_absolute_error(y_test, pred) + + best_scores.append( + { + "name": model_repr, + "param": param, + "r2": r2, + "explained_variance": explained_variance, + "mean_squared": mean_squared, + "mean_absolute": mean_absolute, + "rmse": root_mean_squared + } + ) + + return pd.DataFrame(best_scores) + + def _df(dataframe): + return { + "name": model_repr, + "r2": dataframe.r2.values[0].astype(float), + "explained_variance": dataframe.explained_variance.values[0].astype(float), + "MAE": dataframe.mean_absolute.values[0].astype(float), + "RMSE": dataframe.rmse.values[0].astype(float), + } + + best_r2_scores.append(_df(_calc(model_class(**best_r2_param)))) + best_ev_scores.append(_df(_calc(model_class(**best_ev_param)))) + best_mae_scores.append(_df(_calc(model_class(**best_mae_param)))) + best_rmse_scores.append(_df(_calc(model_class(**best_rmse_param)))) + + return best_r2_scores, best_rmse_scores + +@ignore_warnings(category=ConvergenceWarning) +def compute_diversity(train, fake): + nearest_k = 5 + if train.shape[0] >= 50000: + num = np.random.randint(0, train.shape[0], 50000) + real_features = train[num] + fake_features_lst = [i[num] for i in fake] + else: + num = train.shape[0] + real_features = train[:num] + fake_features_lst = [i[:num] for i in fake] + scores = [] + for i, data in enumerate(fake_features_lst): + fake_features = data + metrics = compute_prdc(real_features=real_features, + fake_features=fake_features, + nearest_k=nearest_k) + metrics['i'] = i + scores.append(metrics) + return pd.DataFrame(scores).mean(axis=0), pd.DataFrame(scores).std(axis=0) + +_EVALUATORS = { + 'binclass': _evaluate_binary_classification, + 'multiclass': _evaluate_multi_classification, + 'regression': _evaluate_regression +} + +def get_evaluator(problem_type): + return _EVALUATORS[problem_type] + + +def compute_scores(train, test, synthesized_data, metadata, eval): + a, b, c = _EVALUATORS[metadata['problem_type']](train=train, test=test, fake=synthesized_data, metadata=metadata, eval=eval) + if eval is None: + return a.mean(axis=0), a.std(axis=0), a[['name','param']] + else: + return a.mean(axis=0), a.std(axis=0) + diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_dataload.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_dataload.py new file mode 100644 index 0000000000000000000000000000000000000000..d5561f456cdc32ca553f00c01f1c4b868aef37cb --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_dataload.py @@ -0,0 +1,111 @@ +# coding=utf-8 +# Copyright 2020 The Google Research Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# pylint: skip-file +"""Return training and evaluation/test datasets from config files.""" +import torch +import numpy as np +import pandas as pd +from tabular_transformer import GeneralTransformer +import json +import logging +import os + +CATEGORICAL = "categorical" +CONTINUOUS = "continuous" + +LOGGER = logging.getLogger(__name__) + +DATA_PATH = os.path.join(os.path.dirname(__file__), 'tabular_datasets') + +def _load_json(path): + with open(path) as json_file: + return json.load(json_file) + + +def _load_file(filename, loader): + local_path = os.path.join(DATA_PATH, filename) + + if loader == np.load: + return loader(local_path, allow_pickle=True) + return loader(local_path) + + +def _get_columns(metadata): + categorical_columns = list() + + for column_idx, column in enumerate(metadata['columns']): + if column['type'] == CATEGORICAL: + categorical_columns.append(column_idx) + + return categorical_columns + + +def load_data(name): + data_dir = f'data/{name}' + info_path = f'{data_dir}/info.json' + + train = pd.read_csv(f'{data_dir}/train.csv').to_numpy() + test = pd.read_csv(f'{data_dir}/test.csv').to_numpy() + + with open(f'{data_dir}/info.json', 'r') as f: + info = json.load(f) + + task_type = info['task_type'] + + num_cols = info['num_col_idx'] + cat_cols = info['cat_col_idx'] + target_cols = info['target_col_idx'] + + if task_type != 'regression': + cat_cols = cat_cols + target_cols + + return train, test, (cat_cols, info) + + +def get_dataset(FLAGS, evaluation=False): + + batch_size = FLAGS.training_batch_size if not evaluation else FLAGS.eval_batch_size + + if batch_size % torch.cuda.device_count() != 0: + raise ValueError(f'Batch sizes ({batch_size} must be divided by' + f'the number of devices ({torch.cuda.device_count()})') + + + # Create dataset builders for tabular data. + train, test, cols = load_data(FLAGS.dataname) + cols_idx = list(np.arange(train.shape[1])) + dis_idx = cols[0] + con_idx = [x for x in cols_idx if x not in dis_idx] + + #split continuous and categorical + train_con = train[:,con_idx] + train_dis = train[:,dis_idx] + + #new index + cat_idx_ = list(np.arange(train_dis.shape[1]))[:len(cols[0])] + + transformer_con = GeneralTransformer() + transformer_dis = GeneralTransformer() + + transformer_con.fit(train_con, []) + transformer_dis.fit(train_dis, cat_idx_) + + train_con_data = transformer_con.transform(train_con) + train_dis_data = transformer_dis.transform(train_dis) + + + return train, train_con_data, train_dis_data, test, (transformer_con, transformer_dis, cols[1]), con_idx, dis_idx + \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_transformer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_transformer.py new file mode 100644 index 0000000000000000000000000000000000000000..571e86a298d4b973484c7fd488819e86b5f14d30 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/mle/tabular_transformer.py @@ -0,0 +1,110 @@ +import numpy as np +import pandas as pd + +CATEGORICAL = "categorical" +CONTINUOUS = "continuous" + +class Transformer: + + @staticmethod + def get_metadata(data, categorical_columns=tuple()): + meta = [] + + df = pd.DataFrame(data) + for index in df: + column = df[index] + + if index in categorical_columns: + mapper = column.value_counts().index.tolist() + meta.append({ + "name": index, + "type": CATEGORICAL, + "size": len(mapper), + "i2s": mapper + }) + else: + meta.append({ + "name": index, + "type": CONTINUOUS, + "min": column.min(), + "max": column.max(), + }) + + return meta + + def fit(self, data, categorical_columns=tuple()): + raise NotImplementedError + + def transform(self, data): + raise NotImplementedError + + def inverse_transform(self, data): + raise NotImplementedError + + +class GeneralTransformer(Transformer): + + def __init__(self, act='tanh'): + self.act = act + self.meta = None + self.output_dim = None + + def fit(self, data, categorical_columns=tuple()): + self.meta = self.get_metadata(data, categorical_columns) + self.output_dim = 0 + for info in self.meta: + if info['type'] in [CONTINUOUS]: + self.output_dim += 1 + else: + self.output_dim += info['size'] + + def transform(self, data): + data_t = [] + self.output_info = [] + for id_, info in enumerate(self.meta): + col = data[:, id_] + if info['type'] == CONTINUOUS: + col = (col - (info['min'])) / (info['max'] - info['min']) + if self.act == 'tanh': + col = col * 2 - 1 + data_t.append(col.reshape([-1, 1])) + self.output_info.append((1, self.act)) + + else: + col_t = np.zeros([len(data), info['size']]) + idx = list(map(info['i2s'].index, col)) + col_t[np.arange(len(data)), idx] = 1 + data_t.append(col_t) + self.output_info.append((info['size'], 'softmax')) + + return np.concatenate(data_t, axis=1) + + def inverse_transform(self, data): + if self.meta[1]['type'] == CONTINUOUS: + data_t = np.zeros([len(data), len(self.meta)]) + else: + dtype = np.dtype('U50') + data_t = np.empty([len(data), len(self.meta)], dtype=dtype) + + + data = data.copy() + for id_, info in enumerate(self.meta): + + if info['type'] == CONTINUOUS: + current = data[:, 0] + data = data[:, 1:] + + if self.act == 'tanh': + current = (current + 1) / 2 + + current = np.clip(current, 0, 1) + data_t[:, id_] = current * (info['max'] - info['min']) + info['min'] + + else: + current = data[:, :info['size']] + data = data[:, info['size']:] + idx = np.argmax(current, axis=1) + recovered = list(map(info['i2s'].__getitem__, idx)) + + data_t[:, id_] = recovered + return data_t diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/visualize_density.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/visualize_density.py new file mode 100644 index 0000000000000000000000000000000000000000..d7ee36fac552e916bbb238796e2fb2af1ebe5d50 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/eval/visualize_density.py @@ -0,0 +1,85 @@ +# %% +import numpy as np +import pandas as pd +import torch +import os + +import json + +# Metrics +from sdmetrics.visualization import get_column_plot + +import plotly.io as pio +from PIL import Image +from io import BytesIO + +from tqdm import tqdm +import argparse + +def main(args): + dataname = args.dataname + sample_file_name = args.sample_file_name + + syn_path = f'synthetic/{dataname}/{sample_file_name}' + real_path = f'synthetic/{dataname}/real.csv' + + syn_data = pd.read_csv(syn_path) + real_data = pd.read_csv(real_path) + + print((real_data[:2])) + + data_dir = f'data/{dataname}' + with open(f'{data_dir}/info.json', 'r') as f: + info = json.load(f) + + big_img = plot_density(syn_data, real_data, info) + + save_dir = f"eval/density_graphs/{dataname}" + if not os.path.exists(save_dir): + os.makedirs(save_dir) + save_path = os.path.join(save_dir, sample_file_name.replace('.csv', '.png')) + big_img.save(save_path) + print(f"Saved density graph to {save_path}") + +def plot_density(syn_data, real_data, info, num_per_row=3): + column_names = info['column_names'] + num_cat = len(column_names) + num_col = num_per_row + num_row = (num_cat-1)//num_col+1 + + imgs = [] + for i, col in tqdm(enumerate(column_names), total = len(column_names)): + # plot_type = 'bar' if i in info['cat_col_idx'] else 'distplot' + plot_type = 'bar' if info['metadata']['columns'][str(i)]['sdtype'] == 'categorical' else 'distplot' + if plot_type == 'distplot' and (syn_data[col][0] == syn_data[col]).all(): # to tackle a very weird bug + # If the continuous data all aggregate at a single value, get_column_plot() cannot plot a density curve for it. + # So, we perturb one entry of the cont data by a small amount + print(f"\n ALERT: the generated samples column_{i} with name '{col}' all has the same value of {syn_data[col][0]} \n") + syn_data[col][0] += 1e-5 + fig = get_column_plot( + real_data=real_data, + synthetic_data=syn_data, + column_name=col, + plot_type=plot_type + ) + + img_bytes = pio.to_image(fig, format='png') + img = Image.open(BytesIO(img_bytes)) + imgs.append(img) + + width, height = imgs[0].size + big_img = Image.new('RGB', (width * num_col, height * num_row)) + for i, img in enumerate(imgs): + coordinate = (i%num_col * width, i//num_col * height) + big_img.paste(img, coordinate) + return big_img + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + + parser.add_argument('--dataname', type=str, default='adult') + parser.add_argument('--sample_file_name', type=str, default='tabsyn.csv') + + args = parser.parse_args() + + main(args) \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.jpg b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4a592be292cd12a2d17f00615ea53069a9dbe0e9 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:25a091c4ca00d037d51b643785752cad2632b5ad747c2416489f47a25178fd38 +size 91845 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.pdf b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.pdf new file mode 100644 index 0000000000000000000000000000000000000000..71c9659ba454d5637ad933b7e298aa0833db4885 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/images/demo.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b21e1773c51a89e189cbaac0aa1783be8851c6edc466f8706a33a17421e2bee +size 133585 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/main.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/main.py new file mode 100644 index 0000000000000000000000000000000000000000..30864194b14d60566efcbb2c997e95bc3351f49b --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/main.py @@ -0,0 +1,32 @@ +import torch +from ef_vfm.main import main as ef_vfm_main +import argparse + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='Training of EF-VFM (TabbyFlow) for tabular data generation') + + # General configs + parser.add_argument('--dataname', type=str, default='adult', help='Name dataset, one of those in data/ dir') + parser.add_argument('--mode', type=str, default='train', help='train or test') + parser.add_argument('--method', type=str, default='ef_vfm', help='Currently we only release our model EF-VFM. Baselines will be released soon.') + parser.add_argument('--gpu', type=int, default=0, help='GPU index') + parser.add_argument('--debug', action='store_true', help='Enable debug mode') + parser.add_argument('--no_wandb', action='store_true', help='disable wandb') + parser.add_argument('--exp_name', type=str, default=None, help='Experiment name, used to name log directories and the wandb run name') + parser.add_argument('--deterministic', action='store_true', help='Whether to make the entire process deterministic, i.e., fix global random seeds') + + # Configs for testing ef_vfm + parser.add_argument('--num_samples_to_generate', type=int, default=None, help='Number of samples to be generated while testing') + parser.add_argument('--ckpt_path', type=str, default=None, help='Path to the model checkpoint to be tested') + parser.add_argument('--report', action='store_true', help="Report testing mode: this mode sequentially runs test runs and report the avg and std") + parser.add_argument('--num_runs', type=int, default=20, help="Number of runs to be averaged in the report testing mode") + + args = parser.parse_args() + + # check cuda + if args.gpu != -1 and torch.cuda.is_available(): + args.device = f'cuda:{args.gpu}' + else: + args.device = 'cpu' + + ef_vfm_main(args) \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/process_dataset.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/process_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..38004d944f5ebe15a1147df0bc9e0e1abdef3ed5 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/process_dataset.py @@ -0,0 +1,492 @@ +import numpy as np +import pandas as pd +import os +import sys +import json +import argparse + +from sklearn.preprocessing import OrdinalEncoder +from sklearn import model_selection + +TYPE_TRANSFORM ={ + 'float', np.float32, + 'str', str, + 'int', int +} + +INFO_PATH = 'data/Info' + +parser = argparse.ArgumentParser(description='process dataset') + +# General configs +parser.add_argument('--dataname', type=str, default=None, help='Name of dataset.') +args = parser.parse_args() + +def preprocess_beijing(): + with open(f'{INFO_PATH}/beijing.json', 'r') as f: + info = json.load(f) + + data_path = info['raw_data_path'] + + data_df = pd.read_csv(data_path) + columns = data_df.columns + + data_df = data_df[columns[1:]] + + + df_cleaned = data_df.dropna() + df_cleaned.to_csv(info['data_path'], index = False) + +def preprocess_beijing_dcr(): + with open(f'{INFO_PATH}/beijing_dcr.json', 'r') as f: + info = json.load(f) + + data_path = info['raw_data_path'] + + data_df = pd.read_csv(data_path) + columns = data_df.columns + + data_df = data_df[columns[1:]] + + df_cleaned = data_df.dropna() + df_cleaned.to_csv(info['data_path'], index = False) + +def preprocess_news(remove_cat=False): + name = 'news' if not remove_cat else 'news_nocat' + with open(f'{INFO_PATH}/{name}.json', 'r') as f: + info = json.load(f) + + data_path = info['raw_data_path'] + data_df = pd.read_csv(data_path) + data_df = data_df.drop('url', axis=1) + + columns = np.array(data_df.columns.tolist()) + + cat_columns1 = columns[list(range(12,18))] + cat_columns2 = columns[list(range(30,38))] + + if not remove_cat: + cat_col1 = data_df[cat_columns1].astype(int).to_numpy().argmax(axis = 1) + cat_col2 = data_df[cat_columns2].astype(int).to_numpy().argmax(axis = 1) + + data_df = data_df.drop(cat_columns2, axis=1) + data_df = data_df.drop(cat_columns1, axis=1) + + if not remove_cat: + data_df['data_channel'] = cat_col1 + data_df['weekday'] = cat_col2 + + data_save_path = f'data/{name}/{name}.csv' + data_df.to_csv(f'{data_save_path}', index = False) + + columns = np.array(data_df.columns.tolist()) + num_columns = columns[list(range(45))] + cat_columns = ['data_channel', 'weekday'] if not remove_cat else [] + target_columns = columns[[45]] + + info['num_col_idx'] = list(range(45)) + info['cat_col_idx'] = [46, 47] if not remove_cat else [] + info['target_col_idx'] = [45] + info['data_path'] = data_save_path + + with open(f'{INFO_PATH}/{name}.json', 'w') as file: + json.dump(info, file, indent=4) + +def preprocess_news_dcr(remove_cat=False): + name = 'news_dcr' if not remove_cat else 'news_nocat_dcr' + with open(f'{INFO_PATH}/{name}.json', 'r') as f: + info = json.load(f) + + data_path = info['raw_data_path'] + data_df = pd.read_csv(data_path) + data_df = data_df.drop('url', axis=1) + + columns = np.array(data_df.columns.tolist()) + + cat_columns1 = columns[list(range(12,18))] + cat_columns2 = columns[list(range(30,38))] + + if not remove_cat: + cat_col1 = data_df[cat_columns1].astype(int).to_numpy().argmax(axis = 1) + cat_col2 = data_df[cat_columns2].astype(int).to_numpy().argmax(axis = 1) + + data_df = data_df.drop(cat_columns2, axis=1) + data_df = data_df.drop(cat_columns1, axis=1) + + if not remove_cat: + data_df['data_channel'] = cat_col1 + data_df['weekday'] = cat_col2 + + data_save_path = f'data/{name}/{name}.csv' + data_df.to_csv(f'{data_save_path}', index = False) + + columns = np.array(data_df.columns.tolist()) + num_columns = columns[list(range(45))] + cat_columns = ['data_channel', 'weekday'] if not remove_cat else [] + target_columns = columns[[45]] + + info['num_col_idx'] = list(range(45)) + info['cat_col_idx'] = [46, 47] if not remove_cat else [] + info['target_col_idx'] = [45] + info['data_path'] = data_save_path + + with open(f'{INFO_PATH}/{name}.json', 'w') as file: + json.dump(info, file, indent=4) + + +def get_column_name_mapping(data_df, num_col_idx, cat_col_idx, target_col_idx, column_names = None): + + if not column_names: + column_names = np.array(data_df.columns.tolist()) + + idx_mapping = {} + + curr_num_idx = 0 + curr_cat_idx = len(num_col_idx) + curr_target_idx = curr_cat_idx + len(cat_col_idx) + + for idx in range(len(column_names)): + + if idx in num_col_idx: + idx_mapping[int(idx)] = curr_num_idx + curr_num_idx += 1 + elif idx in cat_col_idx: + idx_mapping[int(idx)] = curr_cat_idx + curr_cat_idx += 1 + else: + idx_mapping[int(idx)] = curr_target_idx + curr_target_idx += 1 + + inverse_idx_mapping = {} + for k, v in idx_mapping.items(): + inverse_idx_mapping[int(v)] = k + + idx_name_mapping = {} + + for i in range(len(column_names)): + idx_name_mapping[int(i)] = column_names[i] + + return idx_mapping, inverse_idx_mapping, idx_name_mapping + + +def train_val_test_split(data_df, cat_columns, num_train = 0, num_test = 0): + total_num = data_df.shape[0] + idx = np.arange(total_num) + + seed = 1234 + + while True: + np.random.seed(seed) + np.random.shuffle(idx) + + train_idx = idx[:num_train] + test_idx = idx[-num_test:] + + train_df = data_df.loc[train_idx] + test_df = data_df.loc[test_idx] + + flag = 0 + for i in cat_columns: + if len(set(train_df[i])) != len(set(data_df[i])): + flag = 1 + break + + if flag == 0: + break + else: + seed += 1 + + return train_df, test_df, seed + + +def process_data(name): + + if name == 'news': + preprocess_news() + elif name == 'news_nocat': + preprocess_news(remove_cat=True) + elif name == 'news_dcr': + preprocess_news_dcr() + elif name == 'beijing': + preprocess_beijing() + elif name == 'beijing_dcr': + preprocess_beijing_dcr() + + with open(f'{INFO_PATH}/{name}.json', 'r') as f: + info = json.load(f) + + data_path = info['data_path'] + if info['file_type'] == 'csv': + data_df = pd.read_csv(data_path, header = info['header']) + + elif info['file_type'] == 'xls': + data_df = pd.read_excel(data_path, sheet_name='Data', header=1) + data_df = data_df.drop('ID', axis=1) + + num_data = data_df.shape[0] + + column_names = info['column_names'] if info['column_names'] else data_df.columns.tolist() + + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + num_columns = [column_names[i] for i in num_col_idx] + cat_columns = [column_names[i] for i in cat_col_idx] + target_columns = [column_names[i] for i in target_col_idx] + + idx_mapping, inverse_idx_mapping, idx_name_mapping = get_column_name_mapping(data_df, num_col_idx, cat_col_idx, target_col_idx, column_names) + + has_val = bool(info['val_path']) + val_df = pd.DataFrame(columns=data_df.columns).astype(data_df.dtypes) # by default (val_path is not provided), set val_Df to be empty + if info['test_path']: + + # if testing data is given + test_path = info['test_path'] + + if "adult" in name: # BUG: currently data saved at adult's test_path cannot be directly loaded. Consider integrate the following code to a preprocesing function for adult + with open(test_path, 'r') as f: + lines = f.readlines()[1:] + test_save_path = f'data/{name}/test.data' + if not os.path.exists(test_save_path): + with open(test_save_path, 'a') as f1: + for line in lines: + save_line = line.strip('\n').strip('.') + f1.write(f'{save_line}\n') + + test_df = pd.read_csv(test_save_path, header = None) + else: + test_df = pd.read_csv(test_path, header = info['header']) + + if has_val: # currently you cannot have a val path without a test path + val_path = info['val_path'] + val_df = pd.read_csv(val_path, header = info['header']) + + train_df = data_df + + if "dcr" in name and "diabetes" not in name: # create 50/50 splits for dcr datasets; no need for this for diabetes dataset as it's done in preprocessing + complete_df = pd.concat([train_df, test_df, val_df], axis = 0, ignore_index=True) + num_data = complete_df.shape[0] + num_train = int(num_data*0.5) + num_test = num_data - num_train + complete_df.rename(columns = idx_name_mapping, inplace=True) + train_df, test_df, seed = train_val_test_split(complete_df, cat_columns, num_train, num_test) + + else: + # Train/ Test Split, 90% Training (50% for dcr eval exclusively), 10% Testing (Validation set will be selected from Training set) + if "dcr" in name: + num_train = int(num_data*0.5) + else: + num_train = int(num_data*0.9) + num_test = num_data - num_train + + train_df, test_df, seed = train_val_test_split(data_df, cat_columns, num_train, num_test) + + complete_df = pd.concat([train_df, test_df, val_df], axis = 0) + name_idx_mapping = {val: key for key, val in idx_name_mapping.items()} + int_columns = [] + int_col_idx = [] + int_col_idx_wrt_num = [] + for i, col_idx in enumerate(num_col_idx): + col = column_names[col_idx] + col_data = complete_df.iloc[:,col_idx] + is_int = (col_data%1 == 0).all() + if is_int: + int_columns.append(col) + int_col_idx.append(name_idx_mapping[col]) + int_col_idx_wrt_num.append(i) + info['int_col_idx'] = int_col_idx + info['int_columns'] = int_columns + info['int_col_idx_wrt_num'] = int_col_idx_wrt_num + + train_df.columns = range(len(train_df.columns)) + test_df.columns = range(len(test_df.columns)) + val_df.columns = range(len(val_df.columns)) + + print(name, train_df.shape, val_df.shape, test_df.shape, data_df.shape) + + col_info = {} + + for col_idx in num_col_idx: + col_info[col_idx] = {} + col_info['type'] = 'numerical' + col_info['max'] = float(train_df[col_idx].max()) + col_info['min'] = float(train_df[col_idx].min()) + + for col_idx in cat_col_idx: + col_info[col_idx] = {} + col_info['type'] = 'categorical' + col_info['categorizes'] = list(set(train_df[col_idx])) + + for col_idx in target_col_idx: + if info['task_type'] == 'regression': + col_info[col_idx] = {} + col_info['type'] = 'numerical' + col_info['max'] = float(train_df[col_idx].max()) + col_info['min'] = float(train_df[col_idx].min()) + else: + col_info[col_idx] = {} + col_info['type'] = 'categorical' + col_info['categorizes'] = list(set(train_df[col_idx])) + + info['column_info'] = col_info + + train_df.rename(columns = idx_name_mapping, inplace=True) + test_df.rename(columns = idx_name_mapping, inplace=True) + val_df.rename(columns = idx_name_mapping, inplace=True) + + for col in num_columns: + if (train_df[col] == ' ?').sum() > 0: + print(col) + import pdb; pdb.set_trace() + if (train_df[col] == '?').sum() > 0: + print(col) + import pdb; pdb.set_trace() + train_df.loc[train_df[col] == '?', col] = np.nan + for col in cat_columns: + train_df.loc[train_df[col] == '?', col] = 'nan' + for col in num_columns: + if (test_df[col] == ' ?').sum() > 0: + print(col) + import pdb; pdb.set_trace() + if (test_df[col] == '?').sum() > 0: + print(col) + import pdb; pdb.set_trace() + test_df.loc[test_df[col] == '?', col] = np.nan + for col in cat_columns: + test_df.loc[test_df[col] == '?', col] = 'nan' + for col in num_columns: + val_df.loc[val_df[col] == '?', col] = np.nan + for col in cat_columns: + val_df.loc[val_df[col] == '?', col] = 'nan' + + if train_df.isna().any().any(): + print("Training data contains nan in the numerical cols") + import pdb; pdb.set_trace() + + X_num_train = train_df[num_columns].to_numpy().astype(np.float32) + X_cat_train = train_df[cat_columns].to_numpy() + y_train = train_df[target_columns].to_numpy() + + X_num_test = test_df[num_columns].to_numpy().astype(np.float32) + X_cat_test = test_df[cat_columns].to_numpy() + y_test = test_df[target_columns].to_numpy() + + X_num_val = val_df[num_columns].to_numpy().astype(np.float32) + X_cat_val = val_df[cat_columns].to_numpy() + y_val = val_df[target_columns].to_numpy() + + save_dir = f'data/{name}' + np.save(f'{save_dir}/X_num_train.npy', X_num_train) + np.save(f'{save_dir}/X_cat_train.npy', X_cat_train) + np.save(f'{save_dir}/y_train.npy', y_train) + + np.save(f'{save_dir}/X_num_test.npy', X_num_test) + np.save(f'{save_dir}/X_cat_test.npy', X_cat_test) + np.save(f'{save_dir}/y_test.npy', y_test) + + if has_val: + np.save(f'{save_dir}/X_num_val.npy', X_num_val) + np.save(f'{save_dir}/X_cat_val.npy', X_cat_val) + np.save(f'{save_dir}/y_val.npy', y_val) + + train_df[num_columns] = train_df[num_columns].astype(np.float32) + test_df[num_columns] = test_df[num_columns].astype(np.float32) + val_df[num_columns] = val_df[num_columns].astype(np.float32) + + train_df.to_csv(f'{save_dir}/train.csv', index = False) + test_df.to_csv(f'{save_dir}/test.csv', index = False) + if has_val: + val_df.to_csv(f'{save_dir}/val.csv', index = False) + + if not os.path.exists(f'synthetic/{name}'): + os.makedirs(f'synthetic/{name}') + + train_df.to_csv(f'synthetic/{name}/real.csv', index = False) + test_df.to_csv(f'synthetic/{name}/test.csv', index = False) + + if has_val: + val_df.to_csv(f'synthetic/{name}/val.csv', index = False) + + print('Numerical', X_num_train.shape) + print('Categorical', X_cat_train.shape) + + info['column_names'] = column_names + info['train_num'] = train_df.shape[0] + info['test_num'] = test_df.shape[0] + info['val_num'] = val_df.shape[0] + + info['idx_mapping'] = idx_mapping + info['inverse_idx_mapping'] = inverse_idx_mapping + info['idx_name_mapping'] = idx_name_mapping + + metadata = {'columns': {}} + task_type = info['task_type'] + num_col_idx = info['num_col_idx'] + cat_col_idx = info['cat_col_idx'] + target_col_idx = info['target_col_idx'] + + for i in num_col_idx: + metadata['columns'][i] = {} + metadata['columns'][i]['sdtype'] = 'numerical' + metadata['columns'][i]['computer_representation'] = 'Float' + + for i in cat_col_idx: + metadata['columns'][i] = {} + metadata['columns'][i]['sdtype'] = 'categorical' + + if task_type == 'regression': + + for i in target_col_idx: + metadata['columns'][i] = {} + metadata['columns'][i]['sdtype'] = 'numerical' + metadata['columns'][i]['computer_representation'] = 'Float' + + else: + for i in target_col_idx: + metadata['columns'][i] = {} + metadata['columns'][i]['sdtype'] = 'categorical' + + info['metadata'] = metadata + + with open(f'{save_dir}/info.json', 'w') as file: + json.dump(info, file, indent=4) + + print(f'Processing and Saving {name} Successfully!') + + print(name) + print('Total', info['train_num'] + info['test_num']) + print('Train', info['train_num']) + print('Val', info['val_num']) + print('Test', info['test_num']) + if info['task_type'] == 'regression': + num = len(info['num_col_idx'] + info['target_col_idx']) + cat = len(info['cat_col_idx']) + else: + cat = len(info['cat_col_idx'] + info['target_col_idx']) + num = len(info['num_col_idx']) + print('Num', num) + print('Int', len(info['int_col_idx'])) + print('Cat', cat) + +if __name__ == "__main__": + + if args.dataname: + process_data(args.dataname) + else: + for name in [ + 'adult', + 'default', + 'shoppers', + 'magic', + 'beijing', + 'news', + 'news_nocat', + 'adult_dcr', + 'default_dcr', + 'shoppers_dcr', + 'beijing_dcr', + 'news_dcr', + ]: + process_data(name) + diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/pyproject.toml b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..57737114306b42c08aa9fb800a23b6f746693bab --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/pyproject.toml @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc2d5c09fdbd3457c0f7cdd1a92c8e44ea3b2ff1316a2b718865fb7e8059da36 +size 1029 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/__init__.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..07d7a4057f36847f7accf4ca148d590d8b4fc80f --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/__init__.py @@ -0,0 +1,11 @@ +import torch +from icecream import install + +torch.set_num_threads(1) +install() + +from . import env # noqa +from .data import * # noqa +from .env import * # noqa +from .metrics import * # noqa +from .util import * # noqa \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/data.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/data.py new file mode 100644 index 0000000000000000000000000000000000000000..c6906ba122d1ff276b7f475b7f6e7c3440580654 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/data.py @@ -0,0 +1,780 @@ +import hashlib +from collections import Counter +from copy import deepcopy +from dataclasses import astuple, dataclass, replace +from importlib.resources import path +from pathlib import Path +from typing import Any, Literal, Optional, Union, cast, Tuple, Dict, List + +import numpy as np +import pandas as pd +from sklearn.model_selection import train_test_split +from sklearn.pipeline import make_pipeline +import sklearn.preprocessing +import torch +import os +from category_encoders import LeaveOneOutEncoder +from sklearn.impute import SimpleImputer +from sklearn.preprocessing import StandardScaler +from scipy.spatial.distance import cdist + +from . import env, util +from .metrics import calculate_metrics as calculate_metrics_ +from .util import TaskType, load_json + +ArrayDict = Dict[str, np.ndarray] +TensorDict = Dict[str, torch.Tensor] + + +CAT_MISSING_VALUE = 'nan' +CAT_RARE_VALUE = '__rare__' +Normalization = Literal['standard', 'quantile', 'minmax'] +NumNanPolicy = Literal['drop-rows', 'mean'] +CatNanPolicy = Literal['most_frequent'] +CatEncoding = Literal['one-hot', 'counter'] +YPolicy = Literal['default'] +DEQUANT_DIST = Literal['uniform', 'beta', 'round', 'none'] + + +class StandardScaler1d(StandardScaler): + def partial_fit(self, X, *args, **kwargs): + assert X.ndim == 1 + return super().partial_fit(X[:, None], *args, **kwargs) + + def transform(self, X, *args, **kwargs): + assert X.ndim == 1 + return super().transform(X[:, None], *args, **kwargs).squeeze(1) + + def inverse_transform(self, X, *args, **kwargs): + assert X.ndim == 1 + return super().inverse_transform(X[:, None], *args, **kwargs).squeeze(1) + + +def get_category_sizes(X: Union[torch.Tensor, np.ndarray]) -> List[int]: + XT = X.T.cpu().tolist() if isinstance(X, torch.Tensor) else X.T.tolist() + return [len(set(x)) for x in XT] + + +@dataclass(frozen=False) +class Dataset: + X_num: Optional[ArrayDict] + X_cat: Optional[ArrayDict] + y: ArrayDict + int_col_idx_wrt_num: list + y_info: Dict[str, Any] + task_type: TaskType + n_classes: Optional[int] + + @classmethod + def from_dir(cls, dir_: Union[Path, str]) -> 'Dataset': + dir_ = Path(dir_) + splits = [k for k in ['train', 'test'] if dir_.joinpath(f'y_{k}.npy').exists()] + + def load(item) -> ArrayDict: + return { + x: cast(np.ndarray, np.load(dir_ / f'{item}_{x}.npy', allow_pickle=True)) # type: ignore[code] + for x in splits + } + + if Path(dir_ / 'info.json').exists(): + info = util.load_json(dir_ / 'info.json') + else: + info = None + return Dataset( + load('X_num') if dir_.joinpath('X_num_train.npy').exists() else None, + load('X_cat') if dir_.joinpath('X_cat_train.npy').exists() else None, + load('y'), + {}, + TaskType(info['task_type']), + info.get('n_classes'), + ) + + @property + def is_binclass(self) -> bool: + return self.task_type == TaskType.BINCLASS + + @property + def is_multiclass(self) -> bool: + return self.task_type == TaskType.MULTICLASS + + @property + def is_regression(self) -> bool: + return self.task_type == TaskType.REGRESSION + + @property + def n_num_features(self) -> int: + return 0 if self.X_num is None else self.X_num['train'].shape[1] + + @property + def n_cat_features(self) -> int: + return 0 if self.X_cat is None else self.X_cat['train'].shape[1] + + @property + def n_features(self) -> int: + return self.n_num_features + self.n_cat_features + + def size(self, part: Optional[str]) -> int: + return sum(map(len, self.y.values())) if part is None else len(self.y[part]) + + @property + def nn_output_dim(self) -> int: + if self.is_multiclass: + assert self.n_classes is not None + return self.n_classes + else: + return 1 + + def get_category_sizes(self, part: str) -> List[int]: + return [] if self.X_cat is None else get_category_sizes(self.X_cat[part]) + + def calculate_metrics( + self, + predictions: Dict[str, np.ndarray], + prediction_type: Optional[str], + ) -> Dict[str, Any]: + metrics = { + x: calculate_metrics_( + self.y[x], predictions[x], self.task_type, prediction_type, self.y_info + ) + for x in predictions + } + if self.task_type == TaskType.REGRESSION: + score_key = 'rmse' + score_sign = -1 + else: + score_key = 'accuracy' + score_sign = 1 + for part_metrics in metrics.values(): + part_metrics['score'] = score_sign * part_metrics[score_key] + return metrics + +def change_val(dataset: Dataset, val_size: float = 0.2): + # should be done before transformations + + y = np.concatenate([dataset.y['train'], dataset.y['val']], axis=0) + + ixs = np.arange(y.shape[0]) + if dataset.is_regression: + train_ixs, val_ixs = train_test_split(ixs, test_size=val_size, random_state=777) + else: + train_ixs, val_ixs = train_test_split(ixs, test_size=val_size, random_state=777, stratify=y) + + dataset.y['train'] = y[train_ixs] + dataset.y['val'] = y[val_ixs] + + if dataset.X_num is not None: + X_num = np.concatenate([dataset.X_num['train'], dataset.X_num['val']], axis=0) + dataset.X_num['train'] = X_num[train_ixs] + dataset.X_num['val'] = X_num[val_ixs] + + if dataset.X_cat is not None: + X_cat = np.concatenate([dataset.X_cat['train'], dataset.X_cat['val']], axis=0) + dataset.X_cat['train'] = X_cat[train_ixs] + dataset.X_cat['val'] = X_cat[val_ixs] + + return dataset + +def num_process_nans(dataset: Dataset, policy: Optional[NumNanPolicy]) -> Dataset: + + assert dataset.X_num is not None + nan_masks = {k: np.isnan(v) for k, v in dataset.X_num.items()} + if not any(x.any() for x in nan_masks.values()): # type: ignore[code] + # assert policy is None + print('No NaNs in numerical features, skipping') + return dataset + + assert policy is not None + if policy == 'drop-rows': + valid_masks = {k: ~v.any(1) for k, v in nan_masks.items()} + assert valid_masks[ + 'test' + ].all(), 'Cannot drop test rows, since this will affect the final metrics.' + new_data = {} + for data_name in ['X_num', 'X_cat', 'y']: + data_dict = getattr(dataset, data_name) + if data_dict is not None: + new_data[data_name] = { + k: v[valid_masks[k]] for k, v in data_dict.items() + } + dataset = replace(dataset, **new_data) + elif policy == 'mean': + new_values = np.nanmean(dataset.X_num['train'], axis=0) + X_num = deepcopy(dataset.X_num) + for k, v in X_num.items(): + num_nan_indices = np.where(nan_masks[k]) + v[num_nan_indices] = np.take(new_values, num_nan_indices[1]) + dataset = replace(dataset, X_num=X_num) + else: + assert util.raise_unknown('policy', policy) + return dataset + + +# Inspired by: https://github.com/yandex-research/rtdl/blob/a4c93a32b334ef55d2a0559a4407c8306ffeeaee/lib/data.py#L20 +def normalize( + X: ArrayDict, normalization: Normalization, seed: Optional[int], return_normalizer : bool = False +) -> ArrayDict: + X_train = X['train'] + if normalization == 'standard': + normalizer = sklearn.preprocessing.StandardScaler() + elif normalization == 'minmax': + normalizer = sklearn.preprocessing.MinMaxScaler() + elif normalization == 'quantile': + normalizer = sklearn.preprocessing.QuantileTransformer( + output_distribution='normal', + n_quantiles=max(min(X['train'].shape[0] // 30, 1000), 10), + subsample=int(1e9), + random_state=seed, + ) + # noise = 1e-3 + # if noise > 0: + # assert seed is not None + # stds = np.std(X_train, axis=0, keepdims=True) + # noise_std = noise / np.maximum(stds, noise) # type: ignore[code] + # X_train = X_train + noise_std * np.random.default_rng(seed).standard_normal( + # X_train.shape + # ) + else: + util.raise_unknown('normalization', normalization) + + normalizer.fit(X_train) + if return_normalizer: + return {k: normalizer.transform(v) for k, v in X.items()}, normalizer + return {k: normalizer.transform(v) for k, v in X.items()} + +class dequantizer: + def __init__( + self, + dequant_dist: DEQUANT_DIST, + int_col_idx_wrt_num: list, + int_dequant_factor: float, + # return_dequantizer: bool = False + ): + self.dequant_dist = dequant_dist + self.int_col_idx_wrt_num = int_col_idx_wrt_num + self.int_dequant_factor = int_dequant_factor + def transform(self, X): + X_int = X[:, self.int_col_idx_wrt_num] + if self.dequant_dist == 'uniform': + X[:, self.int_col_idx_wrt_num] = X_int+ np.random.uniform(size=X_int.shape) * self.int_dequant_factor + elif self.dequant_dist == 'beta': + X[:, self.int_col_idx_wrt_num] = X_int + np.random.beta(self.int_dequant_factor, self.int_dequant_factor, size=X_int.shape) - 0.5 + elif self.dequant_dist in ['round', 'none']: + pass + return X + def inverse_transform(self, X): + X_int = X[:, self.int_col_idx_wrt_num] + if self.dequant_dist == 'uniform': + X[:, self.int_col_idx_wrt_num] = np.floor(X_int) + elif self.dequant_dist == 'beta': + X[:, self.int_col_idx_wrt_num] = np.rint(X_int) + elif self.dequant_dist == 'round': + X[:, self.int_col_idx_wrt_num] = np.rint(X_int) + elif self.dequant_dist == 'none': + pass + return X + + + # if return_dequantizer: + # return {k: transform(v) for k, v in X.items()}, inverse_transform + # return {k: transform(v) for k, v in X.items()} + +def cat_process_nans(X: ArrayDict, policy: Optional[CatNanPolicy]) -> ArrayDict: + assert X is not None + nan_masks = {k: v == CAT_MISSING_VALUE for k, v in X.items()} + if any(x.any() for x in nan_masks.values()): # type: ignore[code] + if policy is None: + X_new = X + elif policy == 'most_frequent': + imputer = SimpleImputer(missing_values=CAT_MISSING_VALUE, strategy=policy) # type: ignore[code] + imputer.fit(X['train']) + X_new = {k: cast(np.ndarray, imputer.transform(v)) for k, v in X.items()} + else: + util.raise_unknown('categorical NaN policy', policy) + else: + assert policy is None + X_new = X + return X_new + + +def cat_drop_rare(X: ArrayDict, min_frequency: float) -> ArrayDict: + assert 0.0 < min_frequency < 1.0 + min_count = round(len(X['train']) * min_frequency) + X_new = {x: [] for x in X} + for column_idx in range(X['train'].shape[1]): + counter = Counter(X['train'][:, column_idx].tolist()) + popular_categories = {k for k, v in counter.items() if v >= min_count} + for part in X_new: + X_new[part].append( + [ + (x if x in popular_categories else CAT_RARE_VALUE) + for x in X[part][:, column_idx].tolist() + ] + ) + return {k: np.array(v).T for k, v in X_new.items()} + + +def cat_encode( + X: ArrayDict, + encoding: Optional[CatEncoding], + y_train: Optional[np.ndarray], + seed: Optional[int], + return_encoder : bool = False +) -> Tuple[ArrayDict, bool, Optional[Any]]: # (X, is_converted_to_numerical) + if encoding != 'counter': + y_train = None + + # Step 1. Map strings to 0-based ranges + + if encoding is None: + unknown_value = np.iinfo('int64').max - 3 + oe = sklearn.preprocessing.OrdinalEncoder( + handle_unknown='use_encoded_value', # type: ignore[code] + unknown_value=unknown_value, # type: ignore[code] + dtype='int64', # type: ignore[code] + ).fit(X['train']) + encoder = make_pipeline(oe) + encoder.fit(X['train']) + X = {k: encoder.transform(v) for k, v in X.items()} + max_values = X['train'].max(axis=0) + for part in X.keys(): + if part == 'train': continue + for column_idx in range(X[part].shape[1]): + X[part][X[part][:, column_idx] == unknown_value, column_idx] = ( + max_values[column_idx] + 1 + ) + if return_encoder: + return (X, False, encoder) + return (X, False) + + # Step 2. Encode. + + elif encoding == 'one-hot': + ohe = sklearn.preprocessing.OneHotEncoder( + handle_unknown='ignore', sparse_output=False, dtype=np.float32 # type: ignore[code] + ) + encoder = make_pipeline(ohe) + + # encoder.steps.append(('ohe', ohe)) + encoder.fit(X['train']) + X = {k: encoder.transform(v) for k, v in X.items()} + + elif encoding == 'counter': + assert y_train is not None + assert seed is not None + loe = LeaveOneOutEncoder(sigma=0.1, random_state=seed, return_df=False) + encoder.steps.append(('loe', loe)) + encoder.fit(X['train'], y_train) + X = {k: encoder.transform(v).astype('float32') for k, v in X.items()} # type: ignore[code] + if not isinstance(X['train'], pd.DataFrame): + X = {k: v.values for k, v in X.items()} # type: ignore[code] + else: + util.raise_unknown('encoding', encoding) + + if return_encoder: + return X, True, encoder # type: ignore[code] + return (X, True) + + +def build_target( + y: ArrayDict, policy: Optional[YPolicy], task_type: TaskType +) -> Tuple[ArrayDict, Dict[str, Any]]: + info: Dict[str, Any] = {'policy': policy} + if policy is None: + pass + elif policy == 'default': + if task_type == TaskType.REGRESSION: + mean, std = float(y['train'].mean()), float(y['train'].std()) + y = {k: (v - mean) / std for k, v in y.items()} + info['mean'] = mean + info['std'] = std + else: + util.raise_unknown('policy', policy) + return y, info + + +@dataclass(frozen=True) +class Transformations: + seed: int = 0 + normalization: Optional[Normalization] = None + num_nan_policy: Optional[NumNanPolicy] = None + cat_nan_policy: Optional[CatNanPolicy] = None + cat_min_frequency: Optional[float] = None + cat_encoding: Optional[CatEncoding] = None + y_policy: Optional[YPolicy] = 'default' + dequant_dist: Optional[DEQUANT_DIST] = None + int_dequant_factor: Optional[float] = 0.0 + + +def transform_dataset( + dataset: Dataset, + transformations: Transformations, + cache_dir: Optional[Path], + return_transforms: bool = False +) -> Dataset: + # WARNING: the order of transformations matters. Moreover, the current + # implementation is not ideal in that sense. + if cache_dir is not None: + transformations_md5 = hashlib.md5( + str(transformations).encode('utf-8') + ).hexdigest() + transformations_str = '__'.join(map(str, astuple(transformations))) + cache_path = ( + cache_dir / f'cache__{transformations_str}__{transformations_md5}.pickle' + ) + if cache_path.exists(): + cache_transformations, value = util.load_pickle(cache_path) + if transformations == cache_transformations: + print( + f"Using cached features: {cache_dir.name + '/' + cache_path.name}" + ) + return value + else: + raise RuntimeError(f'Hash collision for {cache_path}') + else: + cache_path = None + + if dataset.X_num is not None: + dataset = num_process_nans(dataset, transformations.num_nan_policy) + + num_transform = None + int_transform = None + cat_transform = None + X_num = dataset.X_num + + int_col_idx_wrt_num = dataset.int_col_idx_wrt_num + if X_num is not None and int_col_idx_wrt_num and transformations.dequant_dist is not None: + int_transform = dequantizer( + transformations.dequant_dist, + int_col_idx_wrt_num, + transformations.int_dequant_factor, + ) + X_num = {k: int_transform.transform(v) for k, v in X_num.items()} + + if X_num is not None and transformations.normalization is not None: + has_num = all([x.shape[1]>0 for x in dataset.X_num.values()]) + if has_num: + X_num, num_transform = normalize( + X_num, + transformations.normalization, + transformations.seed, + return_normalizer=True + ) + num_transform = num_transform + + if dataset.X_cat is None: + assert transformations.cat_nan_policy is None + assert transformations.cat_min_frequency is None + # assert transformations.cat_encoding is None + X_cat = None + else: + has_cat = all([x.shape[1]>0 for x in dataset.X_cat.values()]) + if not has_cat: + assert transformations.cat_nan_policy is None + assert transformations.cat_min_frequency is None + X_cat = dataset.X_cat + for split in X_cat.keys(): # a patch to make sure that the empty array is transformed into int dtype + X_cat[split] = X_cat[split].astype(np.int64) + else: + X_cat = cat_process_nans(dataset.X_cat, transformations.cat_nan_policy) + + if transformations.cat_min_frequency is not None: + X_cat = cat_drop_rare(X_cat, transformations.cat_min_frequency) + X_cat, is_num, cat_transform = cat_encode( + X_cat, + transformations.cat_encoding, + dataset.y['train'], + transformations.seed, + return_encoder=True + ) + + if is_num: + X_num = ( + X_cat + if X_num is None + else {x: np.hstack([X_num[x], X_cat[x]]) for x in X_num} + ) + X_cat = None + + + y, y_info = build_target(dataset.y, transformations.y_policy, dataset.task_type) + + dataset = replace(dataset, X_num=X_num, X_cat=X_cat, y=y, y_info=y_info) + dataset.num_transform = num_transform + dataset.int_transform = int_transform + dataset.cat_transform = cat_transform + + if cache_path is not None: + util.dump_pickle((transformations, dataset), cache_path) + # if return_transforms: + # return dataset, num_transform, cat_transform + return dataset + + +def build_dataset( + path: Union[str, Path], + transformations: Transformations, + cache: bool +) -> Dataset: + path = Path(path) + dataset = Dataset.from_dir(path) + return transform_dataset(dataset, transformations, path if cache else None) + + +def prepare_tensors( + dataset: Dataset, device: Union[str, torch.device] +) -> Tuple[Optional[TensorDict], Optional[TensorDict], TensorDict]: + X_num, X_cat, Y = ( + None if x is None else {k: torch.as_tensor(v) for k, v in x.items()} + for x in [dataset.X_num, dataset.X_cat, dataset.y] + ) + if device.type != 'cpu': + X_num, X_cat, Y = ( + None if x is None else {k: v.to(device) for k, v in x.items()} + for x in [X_num, X_cat, Y] + ) + assert X_num is not None + assert Y is not None + if not dataset.is_multiclass: + Y = {k: v.float() for k, v in Y.items()} + return X_num, X_cat, Y + +############### +## DataLoader## +############### + +class TabDataset(torch.utils.data.Dataset): + def __init__( + self, dataset : Dataset, split : Literal['train', 'val', 'test'] + ): + super().__init__() + + self.X_num = torch.from_numpy(dataset.X_num[split]) if dataset.X_num is not None else None + self.X_cat = torch.from_numpy(dataset.X_cat[split]) if dataset.X_cat is not None else None + self.y = torch.from_numpy(dataset.y[split]) + + assert self.y is not None + assert self.X_num is not None or self.X_cat is not None + + def __len__(self): + return len(self.y) + + def __getitem__(self, idx): + out_dict = { + 'y': self.y[idx].long() if self.y is not None else None, + } + + x = np.empty((0,)) + if self.X_num is not None: + x = self.X_num[idx] + if self.X_cat is not None: + x = torch.cat([x, self.X_cat[idx]], dim=0) + return x.float(), out_dict + +def prepare_dataloader( + dataset : Dataset, + split : str, + batch_size: int, +): + + torch_dataset = TabDataset(dataset, split) + loader = torch.utils.data.DataLoader( + torch_dataset, + batch_size=batch_size, + shuffle=(split == 'train'), + num_workers=1, + ) + while True: + yield from loader + +def prepare_torch_dataloader( + dataset : Dataset, + split : str, + shuffle : bool, + batch_size: int, +) -> torch.utils.data.DataLoader: + + torch_dataset = TabDataset(dataset, split) + loader = torch.utils.data.DataLoader(torch_dataset, batch_size=batch_size, shuffle=shuffle, num_workers=1) + + return loader + +def dataset_from_csv(paths : Dict[str, str], cat_features, target, T): + assert 'train' in paths + y = {} + X_num = {} + X_cat = {} if len(cat_features) else None + for split in paths.keys(): + df = pd.read_csv(paths[split]) + y[split] = df[target].to_numpy().astype(float) + if X_cat is not None: + X_cat[split] = df[cat_features].to_numpy().astype(str) + X_num[split] = df.drop(cat_features + [target], axis=1).to_numpy().astype(float) + + dataset = Dataset(X_num, X_cat, y, {}, None, len(np.unique(y['train']))) + return transform_dataset(dataset, T, None) + +class FastTensorDataLoader: + """ + A DataLoader-like object for a set of tensors that can be much faster than + TensorDataset + DataLoader because dataloader grabs individual indices of + the dataset and calls cat (slow). + Source: https://discuss.pytorch.org/t/dataloader-much-slower-than-manual-batching/27014/6 + """ + def __init__(self, *tensors, batch_size=32, shuffle=False): + """ + Initialize a FastTensorDataLoader. + :param *tensors: tensors to store. Must have the same length @ dim 0. + :param batch_size: batch size to load. + :param shuffle: if True, shuffle the data *in-place* whenever an + iterator is created out of this object. + :returns: A FastTensorDataLoader. + """ + assert all(t.shape[0] == tensors[0].shape[0] for t in tensors) + self.tensors = tensors + + self.dataset_len = self.tensors[0].shape[0] + self.batch_size = batch_size + self.shuffle = shuffle + + # Calculate # batches + n_batches, remainder = divmod(self.dataset_len, self.batch_size) + if remainder > 0: + n_batches += 1 + self.n_batches = n_batches + def __iter__(self): + if self.shuffle: + r = torch.randperm(self.dataset_len) + self.tensors = [t[r] for t in self.tensors] + self.i = 0 + return self + + def __next__(self): + if self.i >= self.dataset_len: + raise StopIteration + batch = tuple(t[self.i:self.i+self.batch_size] for t in self.tensors) + self.i += self.batch_size + return batch + + def __len__(self): + return self.n_batches + +def prepare_fast_dataloader( + D : Dataset, + split : str, + batch_size: int +): + + X = torch.from_numpy(np.concatenate([D.X_num[split], D.X_cat[split]], axis=1)).float() + dataloader = FastTensorDataLoader(X, batch_size=batch_size, shuffle=(split=='train')) + while True: + yield from dataloader + +def prepare_fast_torch_dataloader( + D : Dataset, + split : str, + batch_size: int +): + if D.X_cat is not None: + X = torch.from_numpy(np.concatenate([D.X_num[split], D.X_cat[split]], axis=1)).float() + else: + X = torch.from_numpy(D.X_num[split]).float() + y = torch.from_numpy(D.y[split]) + dataloader = FastTensorDataLoader(X, y, batch_size=batch_size, shuffle=(split=='train')) + return dataloader + +def round_columns(X_real, X_synth, columns): + for col in columns: + uniq = np.unique(X_real[:,col]) + dist = cdist(X_synth[:, col][:, np.newaxis].astype(float), uniq[:, np.newaxis].astype(float)) + X_synth[:, col] = uniq[dist.argmin(axis=1)] + return X_synth + +def concat_features(D : Dataset): + if D.X_num is None: + assert D.X_cat is not None + X = {k: pd.DataFrame(v, columns=range(D.n_features)) for k, v in D.X_cat.items()} + elif D.X_cat is None: + assert D.X_num is not None + X = {k: pd.DataFrame(v, columns=range(D.n_features)) for k, v in D.X_num.items()} + else: + X = { + part: pd.concat( + [ + pd.DataFrame(D.X_num[part], columns=range(D.n_num_features)), + pd.DataFrame( + D.X_cat[part], + columns=range(D.n_num_features, D.n_features), + ), + ], + axis=1, + ) + for part in D.y.keys() + } + + return X + +def concat_to_pd(X_num, X_cat, y): + if X_num is None: + return pd.concat([ + pd.DataFrame(X_cat, columns=list(range(X_cat.shape[1]))), + pd.DataFrame(y, columns=['y']) + ], axis=1) + if X_cat is not None: + return pd.concat([ + pd.DataFrame(X_num, columns=list(range(X_num.shape[1]))), + pd.DataFrame(X_cat, columns=list(range(X_num.shape[1], X_num.shape[1] + X_cat.shape[1]))), + pd.DataFrame(y, columns=['y']) + ], axis=1) + return pd.concat([ + pd.DataFrame(X_num, columns=list(range(X_num.shape[1]))), + pd.DataFrame(y, columns=['y']) + ], axis=1) + +def read_pure_data(path, split='train'): + y = np.load(os.path.join(path, f'y_{split}.npy'), allow_pickle=True) + X_num = None + X_cat = None + if os.path.exists(os.path.join(path, f'X_num_{split}.npy')): + X_num = np.load(os.path.join(path, f'X_num_{split}.npy'), allow_pickle=True) + if os.path.exists(os.path.join(path, f'X_cat_{split}.npy')): + X_cat = np.load(os.path.join(path, f'X_cat_{split}.npy'), allow_pickle=True) + + return X_num, X_cat, y + +def read_changed_val(path, val_size=0.2): + path = Path(path) + X_num_train, X_cat_train, y_train = read_pure_data(path, 'train') + X_num_val, X_cat_val, y_val = read_pure_data(path, 'val') + is_regression = load_json(path / 'info.json')['task_type'] == 'regression' + + y = np.concatenate([y_train, y_val], axis=0) + + ixs = np.arange(y.shape[0]) + if is_regression: + train_ixs, val_ixs = train_test_split(ixs, test_size=val_size, random_state=777) + else: + train_ixs, val_ixs = train_test_split(ixs, test_size=val_size, random_state=777, stratify=y) + y_train = y[train_ixs] + y_val = y[val_ixs] + + if X_num_train is not None: + X_num = np.concatenate([X_num_train, X_num_val], axis=0) + X_num_train = X_num[train_ixs] + X_num_val = X_num[val_ixs] + + if X_cat_train is not None: + X_cat = np.concatenate([X_cat_train, X_cat_val], axis=0) + X_cat_train = X_cat[train_ixs] + X_cat_val = X_cat[val_ixs] + + return X_num_train, X_cat_train, y_train, X_num_val, X_cat_val, y_val + +############# + +def load_dataset_info(dataset_dir_name: str) -> Dict[str, Any]: + path = Path("data/" + dataset_dir_name) + info = util.load_json(path / 'info.json') + info['size'] = info['train_size'] + info['val_size'] + info['test_size'] + info['n_features'] = info['n_num_features'] + info['n_cat_features'] + info['path'] = path + return info \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/env.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/env.py new file mode 100644 index 0000000000000000000000000000000000000000..0b9dd619f31450414a9b31585aa58b9121834fbe --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/env.py @@ -0,0 +1,39 @@ +""" +Have not used in TabDDPM project. +""" + +import datetime +import os +import shutil +import typing as ty +from pathlib import Path + +PROJ = Path('tab-ddpm/').absolute().resolve() +EXP = PROJ / 'exp' +DATA = PROJ / 'data' + + +def get_path(path: ty.Union[str, Path]) -> Path: + if isinstance(path, str): + path = Path(path) + if not path.is_absolute(): + path = PROJ / path + return path.resolve() + + +def get_relative_path(path: ty.Union[str, Path]) -> Path: + return get_path(path).relative_to(PROJ) + + +def duplicate_path( + src: ty.Union[str, Path], alternative_project_dir: ty.Union[str, Path] +) -> None: + src = get_path(src) + alternative_project_dir = get_path(alternative_project_dir) + dst = alternative_project_dir / src.relative_to(PROJ) + dst.parent.mkdir(parents=True, exist_ok=True) + if dst.exists(): + dst = dst.with_name( + dst.name + '_' + datetime.datetime.now().strftime('%Y%m%dT%H%M%S') + ) + (shutil.copytree if src.is_dir() else shutil.copyfile)(src, dst) \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/metrics.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..188a9be3f8e9d59b07688aa189a876660dbef7cd --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/metrics.py @@ -0,0 +1,157 @@ +import enum +from typing import Any, Optional, Tuple, Dict, Union, cast +from functools import partial + +import numpy as np +import scipy.special +import sklearn.metrics as skm + +from . import util +from .util import TaskType + + +class PredictionType(enum.Enum): + LOGITS = 'logits' + PROBS = 'probs' + +class MetricsReport: + def __init__(self, report: dict, task_type: TaskType): + self._res = {k: {} for k in report.keys()} + if task_type in (TaskType.BINCLASS, TaskType.MULTICLASS): + self._metrics_names = ["acc", "f1"] + for k in report.keys(): + self._res[k]["acc"] = report[k]["accuracy"] + self._res[k]["f1"] = report[k]["macro avg"]["f1-score"] + if task_type == TaskType.BINCLASS: + self._res[k]["roc_auc"] = report[k]["roc_auc"] + self._metrics_names.append("roc_auc") + + elif task_type == TaskType.REGRESSION: + self._metrics_names = ["r2", "rmse"] + for k in report.keys(): + self._res[k]["r2"] = report[k]["r2"] + self._res[k]["rmse"] = report[k]["rmse"] + else: + raise "Unknown TaskType!" + + def get_splits_names(self) -> list[str]: + return self._res.keys() + + def get_metrics_names(self) -> list[str]: + return self._metrics_names + + def get_metric(self, split: str, metric: str) -> float: + return self._res[split][metric] + + def get_val_score(self) -> float: + return self._res["val"]["r2"] if "r2" in self._res["val"] else self._res["val"]["f1"] + + def get_test_score(self) -> float: + return self._res["test"]["r2"] if "r2" in self._res["test"] else self._res["test"]["f1"] + + def print_metrics(self) -> None: + res = { + "val": {k: np.around(self._res["val"][k], 4) for k in self._res["val"]}, + "test": {k: np.around(self._res["test"][k], 4) for k in self._res["test"]} + } + + print("*"*100) + print("[val]") + print(res["val"]) + print("[test]") + print(res["test"]) + + return res + +class SeedsMetricsReport: + def __init__(self): + self._reports = [] + + def add_report(self, report: MetricsReport) -> None: + self._reports.append(report) + + def get_mean_std(self) -> dict: + res = {k: {} for k in ["train", "val", "test"]} + for split in self._reports[0].get_splits_names(): + for metric in self._reports[0].get_metrics_names(): + res[split][metric] = [x.get_metric(split, metric) for x in self._reports] + + agg_res = {k: {} for k in ["train", "val", "test"]} + for split in self._reports[0].get_splits_names(): + for metric in self._reports[0].get_metrics_names(): + for k, f in [("count", len), ("mean", np.mean), ("std", np.std)]: + agg_res[split][f"{metric}-{k}"] = f(res[split][metric]) + self._res = res + self._agg_res = agg_res + + return agg_res + + def print_result(self) -> dict: + res = {split: {k: float(np.around(self._agg_res[split][k], 4)) for k in self._agg_res[split]} for split in ["val", "test"]} + print("="*100) + print("EVAL RESULTS:") + print("[val]") + print(res["val"]) + print("[test]") + print(res["test"]) + print("="*100) + return res + +def calculate_rmse( + y_true: np.ndarray, y_pred: np.ndarray, std = None) -> float: + rmse = skm.mean_squared_error(y_true, y_pred) ** 0.5 + if std is not None: + rmse *= std + return rmse + + +def _get_labels_and_probs( + y_pred: np.ndarray, task_type: TaskType, prediction_type: Optional[PredictionType] +) -> Tuple[np.ndarray, Optional[np.ndarray]]: + assert task_type in (TaskType.BINCLASS, TaskType.MULTICLASS) + + if prediction_type is None: + return y_pred, None + + if prediction_type == PredictionType.LOGITS: + probs = ( + scipy.special.expit(y_pred) + if task_type == TaskType.BINCLASS + else scipy.special.softmax(y_pred, axis=1) + ) + elif prediction_type == PredictionType.PROBS: + probs = y_pred + else: + util.raise_unknown('prediction_type', prediction_type) + + assert probs is not None + labels = np.round(probs) if task_type == TaskType.BINCLASS else probs.argmax(axis=1) + return labels.astype('int64'), probs + + +def calculate_metrics( + y_true: np.ndarray, + y_pred: np.ndarray, + task_type: Union[str, TaskType], + prediction_type: Optional[Union[str, PredictionType]], + y_info: Dict[str, Any], +) -> Dict[str, Any]: + # Example: calculate_metrics(y_true, y_pred, 'binclass', 'logits', {}) + task_type = TaskType(task_type) + if prediction_type is not None: + prediction_type = PredictionType(prediction_type) + + if task_type == TaskType.REGRESSION: + assert prediction_type is None + assert 'std' in y_info + rmse = calculate_rmse(y_true, y_pred, y_info['std']) + r2 = skm.r2_score(y_true, y_pred) + result = {'rmse': rmse, 'r2': r2} + else: + labels, probs = _get_labels_and_probs(y_pred, task_type, prediction_type) + result = cast( + Dict[str, Any], skm.classification_report(y_true, labels, output_dict=True) + ) + if task_type == TaskType.BINCLASS: + result['roc_auc'] = skm.roc_auc_score(y_true, probs) + return result \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/util.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/util.py new file mode 100644 index 0000000000000000000000000000000000000000..e105c961803b3bf0f8282e673eed8e84eaaa3891 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/src/util.py @@ -0,0 +1,347 @@ +import argparse +import atexit +import enum +import json +import os +import pickle +import shutil +import sys +import time +import uuid +from copy import deepcopy +from dataclasses import asdict, fields, is_dataclass +from pathlib import Path +from pprint import pprint +from typing import Any, Callable, List, Dict, Type, Optional, Tuple, TypeVar, Union, cast, get_args, get_origin + +import __main__ +import numpy as np +import tomli +import tomli_w +import torch +import typing as ty + +from . import env + +RawConfig = Dict[str, Any] +Report = Dict[str, Any] +T = TypeVar('T') + + +class Part(enum.Enum): + TRAIN = 'train' + VAL = 'val' + TEST = 'test' + + def __str__(self) -> str: + return self.value + + +class TaskType(enum.Enum): + BINCLASS = 'binclass' + MULTICLASS = 'multiclass' + REGRESSION = 'regression' + + def __str__(self) -> str: + return self.value + + + +def update_training_log(training_log, data, metrics): + def _update(log_part, data_part): + for k, v in data_part.items(): + if isinstance(v, dict): + _update(log_part.setdefault(k, {}), v) + elif isinstance(v, list): + log_part.setdefault(k, []).extend(v) + else: + log_part.setdefault(k, []).append(v) + + _update(training_log, data) + transposed_metrics = {} + for part, part_metrics in metrics.items(): + for metric_name, value in part_metrics.items(): + transposed_metrics.setdefault(metric_name, {})[part] = value + _update(training_log, transposed_metrics) + + +def raise_unknown(unknown_what: str, unknown_value: Any): + raise ValueError(f'Unknown {unknown_what}: {unknown_value}') + + +def _replace(data, condition, value): + def do(x): + if isinstance(x, dict): + return {k: do(v) for k, v in x.items()} + elif isinstance(x, list): + return [do(y) for y in x] + else: + return value if condition(x) else x + + return do(data) + + +_CONFIG_NONE = '__none__' + + +def unpack_config(config: RawConfig) -> RawConfig: + config = cast(RawConfig, _replace(config, lambda x: x == _CONFIG_NONE, None)) + return config + + +def pack_config(config: RawConfig) -> RawConfig: + config = cast(RawConfig, _replace(config, lambda x: x is None, _CONFIG_NONE)) + return config + + +def load_config(path: Union[Path, str]) -> Any: + with open(path, 'rb') as f: + return unpack_config(tomli.load(f)) + + +def dump_config(config: Any, path: Union[Path, str]) -> None: + with open(path, 'wb') as f: + tomli_w.dump(pack_config(config), f) + # check that there are no bugs in all these "pack/unpack" things + assert config == load_config(path) + + +def load_json(path: Union[Path, str], **kwargs) -> Any: + return json.loads(Path(path).read_text(), **kwargs) + + +def dump_json(x: Any, path: Union[Path, str], **kwargs) -> None: + kwargs.setdefault('indent', 4) + Path(path).write_text(json.dumps(x, **kwargs) + '\n') + + +def load_pickle(path: Union[Path, str], **kwargs) -> Any: + return pickle.loads(Path(path).read_bytes(), **kwargs) + + +def dump_pickle(x: Any, path: Union[Path, str], **kwargs) -> None: + Path(path).write_bytes(pickle.dumps(x, **kwargs)) + + +def load(path: Union[Path, str], **kwargs) -> Any: + return globals()[f'load_{Path(path).suffix[1:]}'](Path(path), **kwargs) + + +def dump(x: Any, path: Union[Path, str], **kwargs) -> Any: + return globals()[f'dump_{Path(path).suffix[1:]}'](x, Path(path), **kwargs) + + +def _get_output_item_path( + path: Union[str, Path], filename: str, must_exist: bool +) -> Path: + path = env.get_path(path) + if path.suffix == '.toml': + path = path.with_suffix('') + if path.is_dir(): + path = path / filename + else: + assert path.name == filename + assert path.parent.exists() + if must_exist: + assert path.exists() + return path + + +def load_report(path: Path) -> Report: + return load_json(_get_output_item_path(path, 'report.json', True)) + + +def dump_report(report: dict, path: Path) -> None: + dump_json(report, _get_output_item_path(path, 'report.json', False)) + + +def load_predictions(path: Path) -> Dict[str, np.ndarray]: + with np.load(_get_output_item_path(path, 'predictions.npz', True)) as predictions: + return {x: predictions[x] for x in predictions} + + +def dump_predictions(predictions: Dict[str, np.ndarray], path: Path) -> None: + np.savez(_get_output_item_path(path, 'predictions.npz', False), **predictions) + + +def dump_metrics(metrics: Dict[str, Any], path: Path) -> None: + dump_json(metrics, _get_output_item_path(path, 'metrics.json', False)) + + +def load_checkpoint(path: Path, *args, **kwargs) -> Dict[str, np.ndarray]: + return torch.load( + _get_output_item_path(path, 'checkpoint.pt', True), *args, **kwargs + ) + + +def get_device() -> torch.device: + if torch.cuda.is_available(): + assert os.environ.get('CUDA_VISIBLE_DEVICES') is not None + return torch.device('cuda:0') + else: + return torch.device('cpu') + + +def _print_sep(c, size=100): + print(c * size) + + +_LAST_SNAPSHOT_TIME = None + + +def backup_output(output_dir: Path) -> None: + backup_dir = os.environ.get('TMP_OUTPUT_PATH') + snapshot_dir = os.environ.get('SNAPSHOT_PATH') + if backup_dir is None: + assert snapshot_dir is None + return + assert snapshot_dir is not None + + try: + relative_output_dir = output_dir.relative_to(env.PROJ) + except ValueError: + return + + for dir_ in [backup_dir, snapshot_dir]: + new_output_dir = dir_ / relative_output_dir + prev_backup_output_dir = new_output_dir.with_name(new_output_dir.name + '_prev') + new_output_dir.parent.mkdir(exist_ok=True, parents=True) + if new_output_dir.exists(): + new_output_dir.rename(prev_backup_output_dir) + shutil.copytree(output_dir, new_output_dir) + # the case for evaluate.py which automatically creates configs + if output_dir.with_suffix('.toml').exists(): + shutil.copyfile( + output_dir.with_suffix('.toml'), new_output_dir.with_suffix('.toml') + ) + if prev_backup_output_dir.exists(): + shutil.rmtree(prev_backup_output_dir) + + global _LAST_SNAPSHOT_TIME + if _LAST_SNAPSHOT_TIME is None or time.time() - _LAST_SNAPSHOT_TIME > 10 * 60: + import nirvana_dl.snapshot # type: ignore[code] + + nirvana_dl.snapshot.dump_snapshot() + _LAST_SNAPSHOT_TIME = time.time() + print('The snapshot was saved!') + + +def _get_scores(metrics: Dict[str, Dict[str, Any]]) -> Optional[Dict[str, float]]: + return ( + {k: v['score'] for k, v in metrics.items()} + if 'score' in next(iter(metrics.values())) + else None + ) + + +def format_scores(metrics: Dict[str, Dict[str, Any]]) -> str: + return ' '.join( + f"[{x}] {metrics[x]['score']:.3f}" + for x in ['test', 'val', 'train'] + if x in metrics + ) + + +def finish(output_dir: Path, report: dict) -> None: + print() + _print_sep('=') + + metrics = report.get('metrics') + if metrics is not None: + scores = _get_scores(metrics) + if scores is not None: + dump_json(scores, output_dir / 'scores.json') + print(format_scores(metrics)) + _print_sep('-') + + dump_report(report, output_dir) + json_output_path = os.environ.get('JSON_OUTPUT_FILE') + if json_output_path: + try: + key = str(output_dir.relative_to(env.PROJ)) + except ValueError: + pass + else: + json_output_path = Path(json_output_path) + try: + json_data = json.loads(json_output_path.read_text()) + except (FileNotFoundError, json.decoder.JSONDecodeError): + json_data = {} + json_data[key] = load_json(output_dir / 'report.json') + json_output_path.write_text(json.dumps(json_data, indent=4)) + shutil.copyfile( + json_output_path, + os.path.join(os.environ['SNAPSHOT_PATH'], 'json_output.json'), + ) + + output_dir.joinpath('DONE').touch() + backup_output(output_dir) + print(f'Done! | {report.get("time")} | {output_dir}') + _print_sep('=') + print() + + +def from_dict(datacls: Type[T], data: dict) -> T: + assert is_dataclass(datacls) + data = deepcopy(data) + for field in fields(datacls): + if field.name not in data: + continue + if is_dataclass(field.type): + data[field.name] = from_dict(field.type, data[field.name]) + elif ( + get_origin(field.type) is Union + and len(get_args(field.type)) == 2 + and get_args(field.type)[1] is type(None) + and is_dataclass(get_args(field.type)[0]) + ): + if data[field.name] is not None: + data[field.name] = from_dict(get_args(field.type)[0], data[field.name]) + return datacls(**data) + + +def replace_factor_with_value( + config: RawConfig, + key: str, + reference_value: int, + bounds: Tuple[float, float], +) -> None: + factor_key = key + '_factor' + if factor_key not in config: + assert key in config + else: + assert key not in config + factor = config.pop(factor_key) + assert bounds[0] <= factor <= bounds[1] + config[key] = int(factor * reference_value) + + +def get_temporary_copy(path: Union[str, Path]) -> Path: + path = env.get_path(path) + assert not path.is_dir() and not path.is_symlink() + tmp_path = path.with_name( + path.stem + '___' + str(uuid.uuid4()).replace('-', '') + path.suffix + ) + shutil.copyfile(path, tmp_path) + atexit.register(lambda: tmp_path.unlink()) + return tmp_path + + +def get_python(): + python = Path('python3.9') + return str(python) if python.exists() else 'python' + +def get_catboost_config(real_data_path, is_cv=False): + ds_name = Path(real_data_path).name + C = load_json(f'tuned_models/catboost/{ds_name}_cv.json') + return C + +def get_categories(X_train_cat): + return ( + None + if X_train_cat is None + else [ + len(set(X_train_cat[:, i])) + for i in range(X_train_cat.shape[1]) + ] + ) \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/real.csv b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/real.csv new file mode 100644 index 0000000000000000000000000000000000000000..64a2743a667d00bae7ccd30d2ac4bda8c2460292 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/real.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be0950091b8a4c774fc54ff9926cf4e8b86b23efd5ec8e83b5592c72658ae351 +size 905642 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/test.csv b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..6ff41feb8eaf26d939d541be0a66c289ed15504e --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:507d848740a1690656f8cdb841697266450f944c4a567ba0bcf3186a4e58b754 +size 113806 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/val.csv b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..ff2e43c903a8b1d0e6df3f02be04ea7bfcc5ceb6 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/synthetic/pipeline_c16/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b5a1815f0bdd0db2721a9d7bc2f1f0008829eaf9ff3d07e3d1975b42002cf744 +size 113063 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/conftest.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/conftest.py new file mode 100644 index 0000000000000000000000000000000000000000..f06feabdb2e28287232689c91868cc8e58730387 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/conftest.py @@ -0,0 +1,193 @@ +import pytest +import numpy as np +import torch +import torch.nn.functional as F +from unittest.mock import MagicMock + + +# --------------- dimension configs --------------- + +@pytest.fixture +def dims(): + """Standard mixed-data dimensions.""" + return {"d_numerical": 4, "categories": np.array([3, 5, 2]), "batch_size": 8, "d_token": 16} + + +@pytest.fixture +def dims_numerical_only(): + """Numerical-only scenario (no categorical features).""" + return {"d_numerical": 5, "categories": None, "batch_size": 8, "d_token": 16} + + +@pytest.fixture +def dims_single(): + """Minimal scenario: 1 numerical, 1 categorical with 2 classes.""" + return {"d_numerical": 1, "categories": np.array([2]), "batch_size": 4, "d_token": 8} + + +# --------------- dummy input factory --------------- + +@pytest.fixture +def make_dummy_inputs(): + """Factory: returns (x_num, x_cat_onehot, x_cat_int, timesteps) from any dims.""" + def _make(d_numerical, categories, batch_size): + torch.manual_seed(42) + x_num = torch.randn(batch_size, d_numerical) + if categories is not None and len(categories) > 0: + cat_parts = [] + for k in categories: + indices = torch.randint(0, k, (batch_size,)) + cat_parts.append(F.one_hot(indices, k).float()) + x_cat_onehot = torch.cat(cat_parts, dim=1) + x_cat_int = torch.stack( + [torch.randint(0, k, (batch_size,)) for k in categories], dim=1 + ) + else: + x_cat_onehot = None + x_cat_int = None + timesteps = torch.rand(batch_size) + return x_num, x_cat_onehot, x_cat_int, timesteps + return _make + + +# --------------- model factories --------------- + +@pytest.fixture +def make_tokenizer(): + from ef_vfm.modules.transformer import Tokenizer + def _make(d_numerical, categories, d_token, bias=True): + cats = list(categories) if categories is not None else None + return Tokenizer(d_numerical, cats, d_token, bias) + return _make + + +@pytest.fixture +def make_transformer(): + from ef_vfm.modules.transformer import Transformer + def _make(d_token, n_layers=2, n_heads=1, d_ffn_factor=4, activation='gelu'): + return Transformer(n_layers, d_token, n_heads, d_token, d_ffn_factor, activation=activation) + return _make + + +@pytest.fixture +def make_reconstructor(): + from ef_vfm.modules.transformer import Reconstructor + def _make(d_numerical, categories, d_token): + cats = list(categories) if categories is not None else [] + return Reconstructor(d_numerical, cats, d_token) + return _make + + +@pytest.fixture +def make_mlp(): + from ef_vfm.modules.main_modules import MLP + def _make(d_in, dim_t=128, use_mlp=True): + return MLP(d_in, dim_t=dim_t, use_mlp=use_mlp) + return _make + + +@pytest.fixture +def make_unimodmlp(): + from ef_vfm.modules.main_modules import UniModMLP + def _make(d_numerical, categories, d_token=16, n_layers=1, n_head=1, + factor=4, dim_t=64, activation='gelu'): + cats = list(categories) if categories is not None else [] + return UniModMLP( + d_numerical, cats, n_layers, d_token, + n_head=n_head, factor=factor, dim_t=dim_t, activation=activation, + ) + return _make + + +@pytest.fixture +def make_flow_model(): + from ef_vfm.modules.main_modules import UniModMLP + from ef_vfm.models.flow_model import ExpVFM + def _make(d_numerical, categories, d_token=16, n_layers=1, dim_t=64): + cats_list = list(categories) if categories is not None else [] + cats_np = np.array(cats_list) + model = UniModMLP( + d_numerical, cats_list, n_layers, d_token, + n_head=1, factor=4, dim_t=dim_t, activation='gelu', + ) + flow = ExpVFM( + num_classes=cats_np, + num_numerical_features=d_numerical, + vf_fn=model, + device=torch.device('cpu'), + ) + return flow + return _make + + +@pytest.fixture +def make_trainer(): + """Factory: creates a minimal Trainer with mocked external dependencies.""" + from ef_vfm.modules.main_modules import UniModMLP + from ef_vfm.models.flow_model import ExpVFM + from ef_vfm.trainer import Trainer + + def _make(d_numerical=4, categories=np.array([3, 5, 2]), + lr=0.001, max_grad_norm=1.0, warmup_epochs=0, + lr_scheduler='reduce_lr_on_plateau', steps=10, tmp_path=None): + + cats_list = list(categories) if categories is not None else [] + cats_np = np.array(cats_list) + + model = UniModMLP( + d_numerical, cats_list, 1, 16, + n_head=1, factor=4, dim_t=64, activation='gelu', + ) + flow = ExpVFM( + num_classes=cats_np, + num_numerical_features=d_numerical, + vf_fn=model, + device=torch.device('cpu'), + ) + + # Build a small synthetic dataset: [N, d_num + len(cats)] with int cat indices + n_samples = 32 + x_num = torch.randn(n_samples, d_numerical) + if len(cats_list) > 0: + x_cat = torch.stack( + [torch.randint(0, k, (n_samples,)) for k in cats_list], dim=1 + ).float() + data = torch.cat([x_num, x_cat], dim=1) + else: + data = x_num + + dataset = torch.utils.data.TensorDataset(data) + train_iter = torch.utils.data.DataLoader(dataset, batch_size=8, shuffle=False) + # DataLoader wraps in tuples; Trainer expects raw tensors, so use a wrapper + class _UnwrapLoader: + def __init__(self, loader): + self._loader = loader + def __iter__(self): + for (batch,) in self._loader: + yield batch + def __len__(self): + return len(self._loader) + + save_path = str(tmp_path) if tmp_path else "/tmp" + trainer = Trainer( + flow=flow, + train_iter=_UnwrapLoader(train_iter), + dataset=MagicMock(), + test_dataset=MagicMock(), + metrics=MagicMock(), + logger=MagicMock(), + lr=lr, + weight_decay=0, + steps=steps, + batch_size=8, + check_val_every=steps + 1, # never evaluate during test + sample_batch_size=8, + model_save_path=save_path, + result_save_path=save_path, + lr_scheduler=lr_scheduler, + max_grad_norm=max_grad_norm, + warmup_epochs=warmup_epochs, + device=torch.device('cpu'), + ) + return trainer + return _make diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_attention.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_attention.py new file mode 100644 index 0000000000000000000000000000000000000000..6082db42ad2dff94440f4cc07659c57cf6326de4 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_attention.py @@ -0,0 +1,51 @@ +import pytest +import torch +from ef_vfm.modules.transformer import MultiheadAttention + + +def test_output_shape_single_head(): + attn = MultiheadAttention(d=16, n_heads=1, dropout=0.0) + x = torch.randn(4, 5, 16) + out = attn(x, x) + assert out.shape == (4, 5, 16) + + +def test_output_shape_multi_head(): + attn = MultiheadAttention(d=16, n_heads=4, dropout=0.0) + x = torch.randn(4, 5, 16) + out = attn(x, x) + assert out.shape == (4, 5, 16) + + +def test_no_W_out_single_head(): + attn = MultiheadAttention(d=16, n_heads=1, dropout=0.0) + assert attn.W_out is None + + +def test_W_out_exists_multi_head(): + attn = MultiheadAttention(d=16, n_heads=4, dropout=0.0) + assert attn.W_out is not None + + +def test_cross_attention_diff_seq_len(): + attn = MultiheadAttention(d=16, n_heads=1, dropout=0.0) + x_q = torch.randn(4, 3, 16) + x_kv = torch.randn(4, 7, 16) + out = attn(x_q, x_kv) + assert out.shape == (4, 3, 16) # output seq_len matches query + + +def test_invalid_d_nheads_raises(): + with pytest.raises(AssertionError): + MultiheadAttention(d=15, n_heads=4, dropout=0.0) + + +def test_gradient_flows(): + attn = MultiheadAttention(d=16, n_heads=2, dropout=0.0) + x = torch.randn(4, 5, 16, requires_grad=True) + out = attn(x, x) + out.sum().backward() + assert x.grad is not None and x.grad.abs().sum() > 0 + for name in ['W_q', 'W_k', 'W_v']: + param = getattr(attn, name) + assert param.weight.grad is not None and param.weight.grad.abs().sum() > 0 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_config.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_config.py new file mode 100644 index 0000000000000000000000000000000000000000..95c723f64388fe1259f0ba62f0ad8c6cf1051455 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_config.py @@ -0,0 +1,62 @@ +import os +from pathlib import Path + +from src.util import load_config +from ef_vfm.modules.main_modules import UniModMLP + + +CONFIG_PATH = Path(__file__).resolve().parent.parent / "ef_vfm" / "configs" / "ef_vfm_configs.toml" + + +def test_load_config_returns_dict(): + config = load_config(CONFIG_PATH) + assert isinstance(config, dict) + + +def test_config_has_expected_sections(): + config = load_config(CONFIG_PATH) + for key in ['data', 'unimodmlp_params', 'train', 'sample']: + assert key in config, f"Missing section '{key}'" + + +def test_unimodmlp_params_complete(): + config = load_config(CONFIG_PATH) + params = config['unimodmlp_params'] + required = ['num_layers', 'd_token', 'n_head', 'factor', 'bias', 'dim_t', 'use_mlp', 'activation'] + for key in required: + assert key in params, f"Missing param '{key}' in unimodmlp_params" + + +def test_activation_value_is_valid(): + config = load_config(CONFIG_PATH) + activation = config['unimodmlp_params']['activation'] + assert activation in ('relu', 'gelu', 'silu'), f"Invalid activation '{activation}'" + + +def test_train_main_has_new_params(): + """Verify the recently added config params are present.""" + config = load_config(CONFIG_PATH) + train = config['train']['main'] + assert 'max_grad_norm' in train + assert 'warmup_epochs' in train + assert isinstance(train['max_grad_norm'], (int, float)) + assert isinstance(train['warmup_epochs'], (int, float)) + + +def test_config_values_create_model(): + config = load_config(CONFIG_PATH) + params = config['unimodmlp_params'] + # Use dummy dimensions; the point is that config params are valid for the constructor + model = UniModMLP( + d_numerical=4, + categories=[3, 5, 2], + num_layers=params['num_layers'], + d_token=params['d_token'], + n_head=params['n_head'], + factor=params['factor'], + bias=params['bias'], + dim_t=params['dim_t'], + use_mlp=params['use_mlp'], + activation=params['activation'], + ) + assert model is not None diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_flow_model.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_flow_model.py new file mode 100644 index 0000000000000000000000000000000000000000..2bdc72bf2388cc70b56389463bdfd322b8badced --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_flow_model.py @@ -0,0 +1,219 @@ +import torch +import numpy as np +from unittest.mock import patch + +from ef_vfm.models.flow_model import ExpVFM, Velocity +from ef_vfm.modules.main_modules import UniModMLP + + +# ---- mixed_loss tests ---- + +def test_mixed_loss_returns_two_scalars(make_flow_model, make_dummy_inputs, dims): + d = dims + flow = make_flow_model(d["d_numerical"], d["categories"]) + _, _, x_cat_int, _ = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num = torch.randn(d["batch_size"], d["d_numerical"]) + x = torch.cat([x_num, x_cat_int.float()], dim=1) + d_loss, c_loss = flow.mixed_loss(x) + assert d_loss.dim() == 0 or d_loss.numel() == 1 + assert c_loss.dim() == 0 or c_loss.numel() == 1 + + +def test_mixed_loss_finite(make_flow_model, make_dummy_inputs, dims): + d = dims + flow = make_flow_model(d["d_numerical"], d["categories"]) + _, _, x_cat_int, _ = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num = torch.randn(d["batch_size"], d["d_numerical"]) + x = torch.cat([x_num, x_cat_int.float()], dim=1) + d_loss, c_loss = flow.mixed_loss(x) + assert torch.isfinite(d_loss).all() + assert torch.isfinite(c_loss).all() + + +def test_mixed_loss_gradients_flow(make_flow_model, make_dummy_inputs, dims): + d = dims + flow = make_flow_model(d["d_numerical"], d["categories"]) + _, _, x_cat_int, _ = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num = torch.randn(d["batch_size"], d["d_numerical"]) + x = torch.cat([x_num, x_cat_int.float()], dim=1) + d_loss, c_loss = flow.mixed_loss(x) + total = d_loss + c_loss + total.backward() + grads = [p.grad for p in flow.parameters() if p.grad is not None] + assert len(grads) > 0 + + +def test_mixed_loss_numerical_only(make_flow_model, make_dummy_inputs, dims_numerical_only): + d = dims_numerical_only + flow = make_flow_model(d["d_numerical"], d["categories"]) + x = torch.randn(d["batch_size"], d["d_numerical"]) + d_loss, c_loss = flow.mixed_loss(x) + assert d_loss.item() == 0.0 # no discrete features + assert c_loss.item() > 0.0 + + +# ---- sample tests (with mocked odeint) ---- + +def _make_flow(d_numerical, categories): + cats_list = list(categories) if categories is not None else [] + cats_np = np.array(cats_list) + model = UniModMLP(d_numerical, cats_list, 1, 16, n_head=1, factor=4, dim_t=64, activation='gelu') + return ExpVFM(cats_np, d_numerical, model, device=torch.device('cpu')) + + +def test_sample_output_shape(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + d_in = d["d_numerical"] + sum(d["categories"]) + n = 5 + fake_trajectory = torch.randn(2, n, d_in) + with patch("ef_vfm.models.flow_model.odeint", return_value=fake_trajectory): + result = flow.sample(n) + d_out = d["d_numerical"] + len(d["categories"]) + assert result.shape == (n, d_out) + + +def test_sample_categorical_in_range(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + d_in = d["d_numerical"] + sum(d["categories"]) + n = 16 + fake_trajectory = torch.randn(2, n, d_in) + with patch("ef_vfm.models.flow_model.odeint", return_value=fake_trajectory): + result = flow.sample(n) + for i, k in enumerate(d["categories"]): + col = d["d_numerical"] + i + assert (result[:, col] >= 0).all() + assert (result[:, col] < k).all() + + +def test_sample_returns_cpu(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + d_in = d["d_numerical"] + sum(d["categories"]) + fake_trajectory = torch.randn(2, 4, d_in) + with patch("ef_vfm.models.flow_model.odeint", return_value=fake_trajectory): + result = flow.sample(4) + assert result.device == torch.device('cpu') + + +def test_sample_single_sample(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + d_in = d["d_numerical"] + sum(d["categories"]) + fake_trajectory = torch.randn(2, 1, d_in) + with patch("ef_vfm.models.flow_model.odeint", return_value=fake_trajectory): + result = flow.sample(1) + d_out = d["d_numerical"] + len(d["categories"]) + assert result.shape == (1, d_out) + + +# ---- to_one_hot tests ---- + +def test_to_one_hot_shape(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + cats = d["categories"] + x_cat = torch.stack([torch.randint(0, k, (8,)) for k in cats], dim=1) + oh = flow.to_one_hot(x_cat) + assert oh.shape == (8, sum(cats)) + + +def test_to_one_hot_roundtrip(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + cats = d["categories"] + x_cat = torch.stack([torch.randint(0, k, (8,)) for k in cats], dim=1) + oh = flow.to_one_hot(x_cat) + # Recover indices via argmax per category slice + idx = 0 + for i, k in enumerate(cats): + recovered = oh[:, idx:idx + k].argmax(dim=1) + assert torch.equal(recovered, x_cat[:, i]) + idx += k + + +def test_to_one_hot_binary_values(dims): + d = dims + flow = _make_flow(d["d_numerical"], d["categories"]) + cats = d["categories"] + x_cat = torch.stack([torch.randint(0, k, (8,)) for k in cats], dim=1) + oh = flow.to_one_hot(x_cat) + assert set(oh.unique().tolist()).issubset({0, 1}) + + +# ---- Regression tests ---- + +def test_regression_d_in_no_extra_len(): + """d_in must be num_numerical + sum(num_classes), NOT + len(num_classes).""" + d_numerical = 4 + categories = np.array([3, 5, 2]) + flow = _make_flow(d_numerical, categories) + expected_d_in = d_numerical + sum(categories) # 14, not 17 + assert flow.num_numerical_features + sum(flow.num_classes) == expected_d_in + + +def test_regression_sampling_indices_correct(): + """Categorical argmax must go to columns [d_num, d_num+1, ...], not [0, 1, ...].""" + d_numerical = 4 + categories = np.array([3, 5, 2]) + n = 10 + d_in = d_numerical + sum(categories) + d_out = d_numerical + len(categories) + + # Simulate the post-processing from sample() + out = torch.randn(n, d_in) + sample = torch.zeros(n, d_out) + sample[:, :d_numerical] = out[:, :d_numerical] + + idx = d_numerical # correct starting index + for i, val in enumerate(categories): + col = d_numerical + i # correct column + sample[:, col] = torch.argmax(out[:, idx:idx + val], dim=1) + idx += val + + # Numerical columns must be untouched + assert torch.allclose(sample[:, :d_numerical], out[:, :d_numerical]) + # Categorical columns at correct positions + for i, val in enumerate(categories): + col = d_numerical + i + assert (sample[:, col] >= 0).all() + assert (sample[:, col] < val).all() + + +def test_regression_d_out_correct(): + """d_out must be d_num + len(categories).""" + d_numerical = 4 + categories = np.array([3, 5, 2]) + flow = _make_flow(d_numerical, categories) + expected_d_out = d_numerical + len(categories) # 7 + assert expected_d_out == 7 + + +# ---- Velocity tests ---- + +def test_velocity_output_shape(dims): + d = dims + cats_list = list(d["categories"]) + model = UniModMLP(d["d_numerical"], cats_list, 1, d["d_token"], + n_head=1, factor=4, dim_t=64, activation='gelu') + vel = Velocity(model) + d_in = d["d_numerical"] + sum(d["categories"]) + x = torch.randn(d["batch_size"], d_in) + t = torch.tensor(0.5) + out = vel(t, x) + assert out.shape == (d["batch_size"], d_in) + + +def test_velocity_scalar_t_broadcast(dims): + d = dims + cats_list = list(d["categories"]) + model = UniModMLP(d["d_numerical"], cats_list, 1, d["d_token"], + n_head=1, factor=4, dim_t=64, activation='gelu') + vel = Velocity(model) + d_in = d["d_numerical"] + sum(d["categories"]) + x = torch.randn(d["batch_size"], d_in) + # Scalar t should work (gets broadcast internally) + t = torch.tensor(0.3) + out = vel(t, x) + assert out.shape == x.shape diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_mlp.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_mlp.py new file mode 100644 index 0000000000000000000000000000000000000000..0cf9ad4d6832d792cb65a1bb01bdc784385f9fcd --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_mlp.py @@ -0,0 +1,85 @@ +import torch +import torch.nn as nn +from ef_vfm.modules.main_modules import MLP, PositionalEmbedding + + +# ---- PositionalEmbedding tests ---- + +def test_positional_embedding_shape(): + pe = PositionalEmbedding(num_channels=64) + x = torch.rand(8) + out = pe(x) + assert out.shape == (8, 64) + + +def test_positional_embedding_bounded(): + pe = PositionalEmbedding(num_channels=64) + x = torch.rand(8) + out = pe(x) + assert out.min() >= -1.0 + assert out.max() <= 1.0 + + +def test_positional_embedding_deterministic(): + pe = PositionalEmbedding(num_channels=64) + x = torch.tensor([0.1, 0.5, 0.9]) + out1 = pe(x) + out2 = pe(x) + assert torch.equal(out1, out2) + + +def test_positional_embedding_different_timesteps(): + pe = PositionalEmbedding(num_channels=64) + t1 = torch.tensor([0.1]) + t2 = torch.tensor([0.9]) + assert not torch.allclose(pe(t1), pe(t2)) + + +# ---- MLP tests ---- + +def test_mlp_output_shape(make_mlp): + mlp = make_mlp(d_in=32, dim_t=64) + x = torch.randn(8, 32) + t = torch.rand(8) + out = mlp(x, t) + assert out.shape == (8, 32) + + +def test_mlp_use_mlp_true(make_mlp): + mlp = make_mlp(d_in=32, dim_t=64, use_mlp=True) + assert isinstance(mlp.mlp, nn.Sequential) + + +def test_mlp_use_mlp_false(make_mlp): + mlp = make_mlp(d_in=32, dim_t=64, use_mlp=False) + assert isinstance(mlp.mlp, nn.Linear) + + +def test_mlp_time_conditioning(make_mlp): + mlp = make_mlp(d_in=32, dim_t=64) + mlp.eval() + x = torch.randn(4, 32) + t1 = torch.zeros(4) + t2 = torch.ones(4) + out1 = mlp(x, t1) + out2 = mlp(x, t2) + assert not torch.allclose(out1, out2) + + +def test_mlp_gradient_flows(make_mlp): + mlp = make_mlp(d_in=32, dim_t=64) + x = torch.randn(4, 32) + t = torch.rand(4) + out = mlp(x, t) + out.sum().backward() + assert mlp.proj.weight.grad is not None and mlp.proj.weight.grad.abs().sum() > 0 + assert mlp.map_noise.num_channels == 64 # sanity check on PE config + + +def test_mlp_different_dim_t(make_mlp): + for dim_t in [32, 128, 256]: + mlp = make_mlp(d_in=16, dim_t=dim_t) + x = torch.randn(4, 16) + t = torch.rand(4) + out = mlp(x, t) + assert out.shape == (4, 16) diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_reconstructor.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_reconstructor.py new file mode 100644 index 0000000000000000000000000000000000000000..cdc39880d19f644fb8ac6b457af6a8cb3d83cbfa --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_reconstructor.py @@ -0,0 +1,51 @@ +import torch +import numpy as np +from ef_vfm.modules.transformer import Reconstructor + + +def test_output_shapes_mixed(make_reconstructor, dims): + d = dims + r = make_reconstructor(d["d_numerical"], d["categories"], d["d_token"]) + seq_len = d["d_numerical"] + len(d["categories"]) + h = torch.randn(d["batch_size"], seq_len, d["d_token"]) + x_num, x_cat = r(h) + assert x_num.shape == (d["batch_size"], d["d_numerical"]) + assert len(x_cat) == len(d["categories"]) + for i, k in enumerate(d["categories"]): + assert x_cat[i].shape == (d["batch_size"], k) + + +def test_categorical_count(make_reconstructor, dims): + d = dims + r = make_reconstructor(d["d_numerical"], d["categories"], d["d_token"]) + seq_len = d["d_numerical"] + len(d["categories"]) + h = torch.randn(d["batch_size"], seq_len, d["d_token"]) + _, x_cat = r(h) + assert len(x_cat) == len(d["categories"]) + + +def test_empty_categories(make_reconstructor): + r = make_reconstructor(4, np.array([]), 16) + h = torch.randn(8, 4, 16) + x_num, x_cat = r(h) + assert x_num.shape == (8, 4) + assert len(x_cat) == 0 + + +def test_weight_shape(make_reconstructor, dims): + d = dims + r = make_reconstructor(d["d_numerical"], d["categories"], d["d_token"]) + assert r.weight.shape == (d["d_numerical"], d["d_token"]) + + +def test_gradient_flows(make_reconstructor, dims): + d = dims + r = make_reconstructor(d["d_numerical"], d["categories"], d["d_token"]) + seq_len = d["d_numerical"] + len(d["categories"]) + h = torch.randn(d["batch_size"], seq_len, d["d_token"]) + x_num, x_cat = r(h) + loss = x_num.sum() + sum(c.sum() for c in x_cat) + loss.backward() + assert r.weight.grad is not None and r.weight.grad.abs().sum() > 0 + for recon in r.cat_recons: + assert recon.weight.grad is not None diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_tokenizer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_tokenizer.py new file mode 100644 index 0000000000000000000000000000000000000000..ea8c55737d473605c2bb1c87f0394fad64baeb18 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_tokenizer.py @@ -0,0 +1,85 @@ +import torch +import numpy as np + + +def test_forward_shape_mixed(make_tokenizer, make_dummy_inputs, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"]) + x_num, x_cat_oh, _, _ = make_dummy_inputs(dims["d_numerical"], dims["categories"], dims["batch_size"]) + out = tok(x_num, x_cat_oh) + expected_seq = 1 + dims["d_numerical"] + len(dims["categories"]) + assert out.shape == (dims["batch_size"], expected_seq, dims["d_token"]) + + +def test_forward_shape_numerical_only(make_tokenizer, make_dummy_inputs, dims_numerical_only): + d = dims_numerical_only + tok = make_tokenizer(d["d_numerical"], d["categories"], d["d_token"]) + x_num, _, _, _ = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + out = tok(x_num, None) + expected_seq = 1 + d["d_numerical"] + assert out.shape == (d["batch_size"], expected_seq, d["d_token"]) + + +def test_forward_shape_single_feature(make_tokenizer, make_dummy_inputs, dims_single): + d = dims_single + tok = make_tokenizer(d["d_numerical"], d["categories"], d["d_token"]) + x_num, x_cat_oh, _, _ = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + out = tok(x_num, x_cat_oh) + expected_seq = 1 + d["d_numerical"] + len(d["categories"]) + assert out.shape == (d["batch_size"], expected_seq, d["d_token"]) + + +def test_n_tokens_property(make_tokenizer, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"]) + expected = dims["d_numerical"] + 1 + len(dims["categories"]) + assert tok.n_tokens == expected + + +def test_n_tokens_numerical_only(make_tokenizer, dims_numerical_only): + d = dims_numerical_only + tok = make_tokenizer(d["d_numerical"], d["categories"], d["d_token"]) + assert tok.n_tokens == d["d_numerical"] + 1 + + +def test_cls_token_position(make_tokenizer, make_dummy_inputs, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"], bias=False) + x_num, x_cat_oh, _, _ = make_dummy_inputs(dims["d_numerical"], dims["categories"], dims["batch_size"]) + out = tok(x_num, x_cat_oh) + # CLS token: ones * weight[0], so all batch rows should have the same CLS token + cls_tokens = out[:, 0, :] + assert torch.allclose(cls_tokens[0], cls_tokens[1]) + assert torch.allclose(cls_tokens[0], tok.weight[0]) + + +def test_bias_vs_no_bias(make_tokenizer, make_dummy_inputs, dims): + d = dims + tok_bias = make_tokenizer(d["d_numerical"], d["categories"], d["d_token"], bias=True) + tok_no_bias = make_tokenizer(d["d_numerical"], d["categories"], d["d_token"], bias=False) + assert tok_bias.bias is not None + assert tok_no_bias.bias is None + + +def test_category_offsets_values(make_tokenizer): + cats = np.array([3, 5, 2]) + tok = make_tokenizer(4, cats, 16) + assert torch.equal(tok.category_offsets, torch.tensor([0, 3, 8])) + assert torch.equal(tok.category_ends, torch.tensor([3, 8, 10])) + + +def test_cat_weight_shape(make_tokenizer, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"]) + assert tok.cat_weight.shape == (sum(dims["categories"]), dims["d_token"]) + + +def test_weight_shape(make_tokenizer, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"]) + assert tok.weight.shape == (dims["d_numerical"] + 1, dims["d_token"]) + + +def test_gradient_flows(make_tokenizer, make_dummy_inputs, dims): + tok = make_tokenizer(dims["d_numerical"], dims["categories"], dims["d_token"]) + x_num, x_cat_oh, _, _ = make_dummy_inputs(dims["d_numerical"], dims["categories"], dims["batch_size"]) + out = tok(x_num, x_cat_oh) + out.sum().backward() + assert tok.weight.grad is not None and tok.weight.grad.abs().sum() > 0 + assert tok.cat_weight.grad is not None and tok.cat_weight.grad.abs().sum() > 0 + assert tok.bias.grad is not None and tok.bias.grad.abs().sum() > 0 diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_trainer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_trainer.py new file mode 100644 index 0000000000000000000000000000000000000000..592c538d2aa1f8f34098a0d7c6c4fc0b1f0c5ddf --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_trainer.py @@ -0,0 +1,98 @@ +import torch +import numpy as np + + +# ---- Gradient clipping tests ---- + +def test_grad_clipping_applied(make_trainer, tmp_path): + trainer = make_trainer(max_grad_norm=0.5, tmp_path=tmp_path) + batch = next(iter(trainer.train_iter)) + trainer._run_step(batch, closs_weight=1.0, dloss_weight=1.0) + # After clipping, total gradient norm should be <= max_grad_norm (with tolerance) + total_norm = torch.nn.utils.clip_grad_norm_(trainer.flow.parameters(), float('inf')) + # Gradients were already clipped in _run_step, then optimizer.step() zeroed them. + # So we re-run to check: do a fresh forward-backward without step + trainer.optimizer.zero_grad() + dloss, closs = trainer.flow.mixed_loss(batch.to(trainer.device)) + (dloss + closs).backward() + torch.nn.utils.clip_grad_norm_(trainer.flow.parameters(), 0.5) + total_norm = 0.0 + for p in trainer.flow.parameters(): + if p.grad is not None: + total_norm += p.grad.data.norm(2).item() ** 2 + total_norm = total_norm ** 0.5 + assert total_norm <= 0.5 + 1e-6 + + +def test_grad_clipping_disabled(make_trainer, tmp_path): + trainer = make_trainer(max_grad_norm=0, tmp_path=tmp_path) + assert trainer.max_grad_norm == 0 + + +def test_run_step_returns_losses(make_trainer, tmp_path): + trainer = make_trainer(tmp_path=tmp_path) + batch = next(iter(trainer.train_iter)) + dloss, closs = trainer._run_step(batch, closs_weight=1.0, dloss_weight=1.0) + assert isinstance(dloss, torch.Tensor) + assert isinstance(closs, torch.Tensor) + assert torch.isfinite(dloss) + assert torch.isfinite(closs) + + +# ---- LR warmup tests ---- + +def test_warmup_lr_linear_ramp(make_trainer, tmp_path): + init_lr = 0.01 + warmup = 5 + trainer = make_trainer(lr=init_lr, warmup_epochs=warmup, tmp_path=tmp_path) + # Simulate warmup epochs + for epoch in range(warmup): + expected_lr = init_lr * (epoch + 1) / warmup + if trainer.warmup_epochs > 0 and (epoch + 1) <= trainer.warmup_epochs: + warmup_lr = trainer.init_lr * (epoch + 1) / trainer.warmup_epochs + for pg in trainer.optimizer.param_groups: + pg["lr"] = warmup_lr + actual_lr = trainer.optimizer.param_groups[0]["lr"] + assert abs(actual_lr - expected_lr) < 1e-8, f"Epoch {epoch}: expected {expected_lr}, got {actual_lr}" + + +def test_warmup_overrides_scheduler(make_trainer, tmp_path): + trainer = make_trainer(warmup_epochs=10, lr_scheduler='reduce_lr_on_plateau', tmp_path=tmp_path) + initial_lr = trainer.optimizer.param_groups[0]["lr"] + # During warmup, scheduler.step should NOT be called (we just set LR directly) + # Simulate epoch 1 warmup + warmup_lr = trainer.init_lr * 1 / trainer.warmup_epochs + for pg in trainer.optimizer.param_groups: + pg["lr"] = warmup_lr + assert trainer.optimizer.param_groups[0]["lr"] == warmup_lr + assert warmup_lr < initial_lr # warmup starts lower + + +def test_no_warmup_when_zero(make_trainer, tmp_path): + trainer = make_trainer(warmup_epochs=0, tmp_path=tmp_path) + assert trainer.warmup_epochs == 0 + # LR should be the init_lr from the start + assert trainer.optimizer.param_groups[0]["lr"] == trainer.init_lr + + +# ---- LR scheduler tests ---- + +def test_anneal_lr(make_trainer, tmp_path): + trainer = make_trainer(lr=0.01, steps=100, lr_scheduler='anneal', tmp_path=tmp_path) + trainer._anneal_lr(50) + expected = 0.01 * (1 - 50 / 100) + assert abs(trainer.optimizer.param_groups[0]["lr"] - expected) < 1e-8 + + +# ---- EMA tests ---- + +def test_ema_model_created(make_trainer, tmp_path): + trainer = make_trainer(tmp_path=tmp_path) + # EMA model should exist and have same structure as flow._vf_fn + assert trainer.ema_model is not None + ema_params = list(trainer.ema_model.parameters()) + model_params = list(trainer.flow._vf_fn.parameters()) + assert len(ema_params) == len(model_params) + # EMA params should be detached (requires_grad=False) + for p in ema_params: + assert not p.requires_grad diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_transformer.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_transformer.py new file mode 100644 index 0000000000000000000000000000000000000000..ff56e884615e818841fbb912f8ef4e9961729197 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_transformer.py @@ -0,0 +1,73 @@ +import pytest +import torch +from ef_vfm.modules.transformer import Transformer + + +def test_output_shape_preserved(make_transformer): + t = make_transformer(d_token=16, n_layers=2) + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_activation_gelu(make_transformer): + t = make_transformer(d_token=16, activation='gelu') + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_activation_silu(make_transformer): + t = make_transformer(d_token=16, activation='silu') + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_activation_relu(make_transformer): + t = make_transformer(d_token=16, activation='relu') + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_invalid_activation_raises(): + with pytest.raises(ValueError, match="Unknown activation"): + Transformer(2, 16, 1, 16, 4, activation='bad') + + +def test_prenorm_first_layer_no_norm0(): + t = Transformer(2, 16, 1, 16, 4, prenormalization=True) + assert 'norm0' not in t.layers[0] + # Second layer should have norm0 + assert 'norm0' in t.layers[1] + + +def test_no_prenorm_all_layers_have_norm0(): + t = Transformer(2, 16, 1, 16, 4, prenormalization=False) + for layer in t.layers: + assert 'norm0' in layer + + +def test_single_layer(): + t = Transformer(1, 16, 1, 16, 4) + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_multi_layer(): + t = Transformer(4, 16, 1, 16, 4) + x = torch.randn(4, 5, 16) + out = t(x) + assert out.shape == x.shape + + +def test_gradient_flows(make_transformer): + t = make_transformer(d_token=16, n_layers=2) + x = torch.randn(4, 5, 16, requires_grad=True) + out = t(x) + out.sum().backward() + assert x.grad is not None and x.grad.abs().sum() > 0 + # Check gradients through at least the first layer's linear0 + assert t.layers[0]['linear0'].weight.grad is not None diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_unimodmlp.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_unimodmlp.py new file mode 100644 index 0000000000000000000000000000000000000000..d935e7c48dba78fd7e4821287628aa861aa6d1b4 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_unimodmlp.py @@ -0,0 +1,72 @@ +import torch +import numpy as np + + +def test_forward_shapes_mixed(make_unimodmlp, make_dummy_inputs, dims): + d = dims + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + x_num, x_cat_oh, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num_pred, x_cat_pred = model(x_num, x_cat_oh, t) + assert x_num_pred.shape == (d["batch_size"], d["d_numerical"]) + assert x_cat_pred.shape == (d["batch_size"], sum(d["categories"])) + + +def test_forward_shapes_numerical_only(make_unimodmlp, make_dummy_inputs, dims_numerical_only): + d = dims_numerical_only + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + x_num, _, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_cat = torch.zeros(d["batch_size"], 0) + x_num_pred, x_cat_pred = model(x_num, x_cat, t) + assert x_num_pred.shape == (d["batch_size"], d["d_numerical"]) + # When no categories, cat_pred should be zeros with shape matching x_cat + assert x_cat_pred.shape[0] == d["batch_size"] + assert torch.all(x_cat_pred == 0) + + +def test_forward_shapes_single_feature(make_unimodmlp, make_dummy_inputs, dims_single): + d = dims_single + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + x_num, x_cat_oh, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num_pred, x_cat_pred = model(x_num, x_cat_oh, t) + assert x_num_pred.shape == (d["batch_size"], d["d_numerical"]) + assert x_cat_pred.shape == (d["batch_size"], sum(d["categories"])) + + +def test_d_in_computation(make_unimodmlp, dims): + d = dims + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + expected = d["d_token"] * (d["d_numerical"] + len(d["categories"])) + assert model.mlp.proj.in_features == expected + + +def test_output_dtypes(make_unimodmlp, make_dummy_inputs, dims): + d = dims + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + x_num, x_cat_oh, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num_pred, x_cat_pred = model(x_num, x_cat_oh, t) + assert x_num_pred.dtype == torch.float32 + assert x_cat_pred.dtype == torch.float32 + + +def test_gradient_flows_end_to_end(make_unimodmlp, make_dummy_inputs, dims): + d = dims + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"]) + x_num, x_cat_oh, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + x_num_pred, x_cat_pred = model(x_num, x_cat_oh, t) + loss = x_num_pred.sum() + x_cat_pred.sum() + loss.backward() + params_with_grad = sum(1 for p in model.parameters() if p.grad is not None and p.grad.abs().sum() > 0) + total_params = sum(1 for _ in model.parameters()) + # Transformer.head is defined but unused in forward(), so not all params get gradients + assert params_with_grad > total_params * 0.8, f"Only {params_with_grad}/{total_params} params got gradients" + + +def test_different_activations(make_unimodmlp, make_dummy_inputs, dims): + d = dims + x_num, x_cat_oh, _, t = make_dummy_inputs(d["d_numerical"], d["categories"], d["batch_size"]) + for act in ['relu', 'gelu', 'silu']: + model = make_unimodmlp(d["d_numerical"], d["categories"], d_token=d["d_token"], activation=act) + x_num_pred, x_cat_pred = model(x_num, x_cat_oh, t) + assert x_num_pred.shape == (d["batch_size"], d["d_numerical"]) + assert torch.isfinite(x_num_pred).all() + assert torch.isfinite(x_cat_pred).all() diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_utils.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..fbce0db0ac74052a4038dee89fd753b9d97717aa --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/tests/test_utils.py @@ -0,0 +1,49 @@ +import torch +import numpy as np + +from utils_train import update_ema, concat_y_to_X + + +# ---- update_ema tests ---- + +def test_update_ema_basic(): + target = [torch.tensor([1.0, 2.0])] + source = [torch.tensor([3.0, 4.0])] + target[0].requires_grad_(False) + rate = 0.9 + update_ema(target, source, rate=rate) + expected = 0.9 * torch.tensor([1.0, 2.0]) + 0.1 * torch.tensor([3.0, 4.0]) + assert torch.allclose(target[0], expected) + + +def test_update_ema_rate_zero(): + target = [torch.tensor([1.0, 2.0])] + source = [torch.tensor([3.0, 4.0])] + target[0].requires_grad_(False) + update_ema(target, source, rate=0.0) + assert torch.allclose(target[0], torch.tensor([3.0, 4.0])) + + +def test_update_ema_rate_one(): + target = [torch.tensor([1.0, 2.0])] + source = [torch.tensor([3.0, 4.0])] + target[0].requires_grad_(False) + update_ema(target, source, rate=1.0) + assert torch.allclose(target[0], torch.tensor([1.0, 2.0])) + + +# ---- concat_y_to_X tests ---- + +def test_concat_y_to_X_with_X(): + X = np.array([[1, 2], [3, 4]]) + y = np.array([10, 20]) + result = concat_y_to_X(X, y) + expected = np.array([[10, 1, 2], [20, 3, 4]]) + np.testing.assert_array_equal(result, expected) + + +def test_concat_y_to_X_without_X(): + y = np.array([10, 20, 30]) + result = concat_y_to_X(None, y) + expected = np.array([[10], [20], [30]]) + np.testing.assert_array_equal(result, expected) diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/utils_train.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/utils_train.py new file mode 100644 index 0000000000000000000000000000000000000000..f00c40d190a763f011526ef4aa11e5e960ce2b7b --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/utils_train.py @@ -0,0 +1,183 @@ +import numpy as np +import os + +import src +from torch.utils.data import Dataset + +import torch + + +class TabularDataset(Dataset): + def __init__(self, X_num, X_cat): + self.X_num = X_num + self.X_cat = X_cat + + def __getitem__(self, index): + this_num = self.X_num[index] + this_cat = self.X_cat[index] + + sample = (this_num, this_cat) + + return sample + + def __len__(self): + return self.X_num.shape[0] + +class EFVFMDataset(Dataset): + def __init__(self, dataname, data_dir, info, isTrain=True, dequant_dist='none', int_dequant_factor=0.0): + self.dataname = dataname + self.data_dir = data_dir + self.info = info + self.isTrain = isTrain + + X_num, X_cat, categories, d_numerical, num_inverse, int_inverse, cat_inverse = preprocess(data_dir, dequant_dist, int_dequant_factor, task_type = info['task_type'], inverse=True) + categories = np.array(categories) + + X_train_num, _ = X_num + X_train_cat, _ = X_cat + + X_train_num, X_test_num = X_num + X_train_cat, X_test_cat = X_cat + + X_train_num, X_test_num = torch.tensor(X_train_num).float(), torch.tensor(X_test_num).float() + X_train_cat, X_test_cat = torch.tensor(X_train_cat), torch.tensor(X_test_cat) + + self.X = torch.cat((X_train_num, X_train_cat), dim=1) if isTrain else torch.cat((X_test_num, X_test_cat), dim=1) + self.num_inverse = num_inverse + self.int_inverse = int_inverse + self.cat_inverse = cat_inverse + self.d_numerical = d_numerical + self.categories = categories + + def __getitem__(self, index): + return self.X[index] + + def __len__(self): + return self.X.shape[0] + +def preprocess(dataset_path, dequant_dist='none', int_dequant_factor=0.0, task_type = 'binclass', inverse = False, cat_encoding = None, concat = True): + + T_dict = {} + + T_dict['normalization'] = "quantile" + T_dict['num_nan_policy'] = 'mean' + T_dict['cat_nan_policy'] = None + T_dict['cat_min_frequency'] = None + T_dict['cat_encoding'] = cat_encoding + T_dict['y_policy'] = "default" + T_dict['dequant_dist'] = dequant_dist + T_dict['int_dequant_factor'] = int_dequant_factor + + T = src.Transformations(**T_dict) + + dataset = make_dataset( + data_path = dataset_path, + T = T, + task_type = task_type, + change_val = False, + concat = concat, + ) + + if cat_encoding is None: + X_num = dataset.X_num + X_cat = dataset.X_cat + + X_train_num, X_test_num = X_num['train'], X_num['test'] + X_train_cat, X_test_cat = X_cat['train'], X_cat['test'] + + categories = src.get_categories(X_train_cat) + d_numerical = X_train_num.shape[1] + + X_num = (X_train_num, X_test_num) + X_cat = (X_train_cat, X_test_cat) + + + if inverse: + num_inverse = dataset.num_transform.inverse_transform if dataset.num_transform is not None else lambda x: x + int_inverse = dataset.int_transform.inverse_transform if dataset.int_transform is not None else lambda x: x + cat_inverse = dataset.cat_transform.inverse_transform if dataset.cat_transform is not None else lambda x: x + + return X_num, X_cat, categories, d_numerical, num_inverse, int_inverse, cat_inverse + else: + return X_num, X_cat, categories, d_numerical + else: + return dataset + + +def update_ema(target_params, source_params, rate=0.999): + """ + Update target parameters to be closer to those of source parameters using + an exponential moving average. + :param target_params: the target parameter sequence. + :param source_params: the source parameter sequence. + :param rate: the EMA rate (closer to 1 means slower). + """ + for target, source in zip(target_params, source_params): + target.detach().mul_(rate).add_(source.detach(), alpha=1 - rate) + + + +def concat_y_to_X(X, y): + if X is None: + return y.reshape(-1, 1) + return np.concatenate([y.reshape(-1, 1), X], axis=1) + + +def make_dataset( + data_path: str, + T: src.Transformations, + task_type, + change_val: bool, + concat = True, +): + + # classification + if task_type == 'binclass' or task_type == 'multiclass': + X_cat = {} if os.path.exists(os.path.join(data_path, 'X_cat_train.npy')) else None + X_num = {} if os.path.exists(os.path.join(data_path, 'X_num_train.npy')) else None + y = {} if os.path.exists(os.path.join(data_path, 'y_train.npy')) else None + + for split in ['train', 'test']: + X_num_t, X_cat_t, y_t = src.read_pure_data(data_path, split) + if X_num is not None: + X_num[split] = X_num_t + if X_cat is not None: + if concat: + X_cat_t = concat_y_to_X(X_cat_t, y_t) + X_cat[split] = X_cat_t + if y is not None: + y[split] = y_t + else: + # regression + X_cat = {} if os.path.exists(os.path.join(data_path, 'X_cat_train.npy')) else None + X_num = {} if os.path.exists(os.path.join(data_path, 'X_num_train.npy')) else None + y = {} if os.path.exists(os.path.join(data_path, 'y_train.npy')) else None + + for split in ['train', 'test']: + X_num_t, X_cat_t, y_t = src.read_pure_data(data_path, split) + if X_num is not None: + if concat: + X_num_t = concat_y_to_X(X_num_t, y_t) + X_num[split] = X_num_t + if X_cat is not None: + X_cat[split] = X_cat_t + if y is not None: + y[split] = y_t + + info = src.load_json(os.path.join(data_path, 'info.json')) + int_col_idx_wrt_num = info['int_col_idx_wrt_num'] + + D = src.Dataset( + X_num, + X_cat, + y, + int_col_idx_wrt_num, + y_info={}, + task_type=src.TaskType(info['task_type']), + n_classes=info.get('n_classes') + ) + + if change_val: + D = src.change_val(D) + + return src.transform_dataset(D, T, None) \ No newline at end of file diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_gen.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..48401c76cbcd62606d87a86355f25af91d1bd9e9 --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_gen.py @@ -0,0 +1,43 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +rt = r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime" +name = r"pipeline_c16" +src = r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16" + +if not os.path.exists(rt): + def _ignore(_, names): + skip = {"__pycache__", "data", "synthetic", "result", "results", "ckpt"} + return [n for n in names if n in skip or n.endswith(".pyc")] + shutil.copytree(root, rt, ignore=_ignore) + +dst_data = os.path.join(rt, "data", name) +shutil.rmtree(dst_data, ignore_errors=True) +os.makedirs(os.path.dirname(dst_data), exist_ok=True) +shutil.copytree(src, dst_data) +dst_syn = os.path.join(rt, "synthetic", name) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(rt) +os.environ["PYTHONPATH"] = rt + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ.setdefault("EFVFM_SAMPLE_BATCH_SIZE", "128") +subprocess.check_call([ + sys.executable, os.path.join(rt, "main.py"), + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_efvfm", + "--ckpt_path", r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime/ef_vfm/ckpt/pipeline_c16/adapter_efvfm/model_100.pt", + "--num_samples_to_generate", str(int(5516)), +]) +base = os.path.join(rt, "ef_vfm", "result", name, r"adapter_efvfm") +best = None +best_t = -1.0 +for r, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(r, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t, best = t, p +if not best: + raise SystemExit("tabbyflow: no samples.csv in " + base) +shutil.copy(best, r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabbyflow-c16-5516-20260510_205318.csv") diff --git a/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_train.py b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_train.py new file mode 100644 index 0000000000000000000000000000000000000000..15c5cc8bf971a33110a0cd60ee2fb32a47c48dfa --- /dev/null +++ b/SynthData0523/main/c16/tabbyflow/tabbyflow-c16-20260510_205207/_tabbyflow_train.py @@ -0,0 +1,33 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +rt = r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/_efvfm_runtime" +name = r"pipeline_c16" +src = r"/work/output-Benchmark-trainonly-v1/c16/tabbyflow/tabbyflow-c16-20260510_205207/tabular_bundle/pipeline_c16" + +shutil.rmtree(rt, ignore_errors=True) + +def _ignore(_, names): + skip = {"__pycache__", "data", "synthetic", "result", "results", "ckpt"} + return [n for n in names if n in skip or n.endswith(".pyc")] + +shutil.copytree(root, rt, ignore=_ignore) +dst_data = os.path.join(rt, "data", name) +dst_syn = os.path.join(rt, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +os.makedirs(os.path.dirname(dst_data), exist_ok=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(rt) +os.environ["PYTHONPATH"] = rt + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["EFVFM_SMOKE_STEPS"] = "100" 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