Fix profile bug

README.md

@@ -16,7 +16,7 @@ Recap makes it easy for engineers to build infrastructure and tools that need me
 * Supports major cloud data warehouses and Postgres
 * No external system dependencies required
 * Designed for the [CLI](https://docs.recap.cloud/latest/cli/)
-* Runs as a Python library or [REST API](https://docs.recap.cloud/latest/rest/)
+* Runs as a [Python API](https://docs.recap.cloud/latest/api/recap.analyzers/) or [REST API](https://docs.recap.cloud/latest/rest/)
 * Fully [pluggable](https://docs.recap.cloud/latest/guides/plugins/)
 
 ## Installation

docs/index.md

@@ -7,7 +7,7 @@ Recap makes it easy for engineers to build infrastructure and tools that need me
 * Supports major cloud data warehouses and PostgreSQL
 * No external system dependencies required
 * Designed for the [CLI](cli.md)
-* Runs as a Python library or [REST API](rest.md)
+* Runs as a [Python API](api/recap.analyzers.md) or [REST API](rest.md)
 * Fully [pluggable](guides/plugins.md)
 
 ## Installation

recap/analyzers/sqlalchemy/profile.py

@@ -2,7 +2,7 @@
 import sqlalchemy
 from .columns import TableColumnAnalyzer, Columns
 from contextlib import contextmanager
-from pydantic import BaseModel
+from pydantic import BaseModel, Field
 from recap.analyzers.abstract import AbstractAnalyzer, BaseMetadataModel
 from recap.browsers.db import create_browser, TablePath, ViewPath
 from typing import Generator
@@ -16,36 +16,36 @@ class BaseColumnProfile(BaseModel):
 
 
 class BinaryColumnProfile(BaseColumnProfile):
-    min_length: int | None
-    max_length: int | None
-    distinct: int | None
-    nulls: int | None
+    min_length: int | None = Field(...)
+    max_length: int | None = Field(...)
+    distinct: int | None = Field(...)
+    nulls: int | None = Field(...)
 
 
 class DateColumnProfile(BaseColumnProfile):
-    min: str | None
-    max: str | None
-    distinct: int | None
-    nulls: int | None
-    unix_epochs: int | None
+    min: str | None = Field(...)
+    max: str | None = Field(...)
+    distinct: int | None = Field(...)
+    nulls: int | None = Field(...)
+    unix_epochs: int | None = Field(...)
 
 
 class NumericColumnProfile(BaseColumnProfile):
-    min: int | float | None
-    max: int | float | None
-    average: int | float | None
-    sum: int | float | None
-    nulls: int | None
-    zeros: int | None
-    negatives: int | None
+    min: int | float | None = Field(...)
+    max: int | float | None = Field(...)
+    average: int | float | None = Field(...)
+    sum: int | float | None = Field(...)
+    nulls: int | None = Field(...)
+    zeros: int | None = Field(...)
+    negatives: int | None = Field(...)
 
 
 class StringColumnProfile(BaseColumnProfile):
-    min_length: int | None
-    max_length: int | None
-    distinct: int | None
-    nulls: int | None
-    empty_strings: int | None
+    min_length: int | None = Field(...)
+    max_length: int | None = Field(...)
+    distinct: int | None = Field(...)
+    nulls: int | None = Field(...)
+    empty_strings: int | None = Field(...)
 
 
 ColumnProfile = (