updated notebook

Author: ChernovAndrey

examples/toy_example.ipynb

@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Simple Model Comparison Example\n",
+    "# Toy Example: How to Forecast with Foundation Time-Series Models Using FAIM\n",
     "\n",
     "This notebook demonstrates basic usage of all three models (FlowState, Chronos2, TiRex) provided by FAIM for both point and quantile forecasting."
    ]
@@ -13,8 +13,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:53.319553Z",
-     "start_time": "2025-11-05T19:59:53.313602Z"
+     "end_time": "2025-11-06T17:48:15.857510Z",
+     "start_time": "2025-11-06T17:48:15.852497Z"
     }
    },
    "source": [
@@ -30,8 +30,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:54.083317Z",
-     "start_time": "2025-11-05T19:59:53.475610Z"
+     "end_time": "2025-11-06T17:48:17.205887Z",
+     "start_time": "2025-11-06T17:48:15.878376Z"
     }
    },
    "source": [
@@ -54,8 +54,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:54.096692Z",
-     "start_time": "2025-11-05T19:59:54.092980Z"
+     "end_time": "2025-11-06T17:48:17.341228Z",
+     "start_time": "2025-11-06T17:48:17.337936Z"
     }
    },
    "source": [
@@ -96,8 +96,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:57.638366Z",
-     "start_time": "2025-11-05T19:59:54.124538Z"
+     "end_time": "2025-11-06T17:48:22.748869Z",
+     "start_time": "2025-11-06T17:48:17.392739Z"
     }
    },
    "source": [
@@ -138,8 +138,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:57.663446Z",
-     "start_time": "2025-11-05T19:59:57.660492Z"
+     "end_time": "2025-11-06T17:48:22.786776Z",
+     "start_time": "2025-11-06T17:48:22.783676Z"
     }
    },
    "source": [
@@ -179,8 +179,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T19:59:57.972036Z",
-     "start_time": "2025-11-05T19:59:57.685684Z"
+     "end_time": "2025-11-06T17:48:22.986319Z",
+     "start_time": "2025-11-06T17:48:22.811408Z"
     }
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    "source": [
@@ -233,8 +233,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T20:00:00.823281Z",
-     "start_time": "2025-11-05T19:59:57.995216Z"
+     "end_time": "2025-11-06T17:48:25.812335Z",
+     "start_time": "2025-11-06T17:48:23.007117Z"
     }
    },
    "source": [
@@ -285,8 +285,8 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-11-05T20:00:01.060528Z",
-     "start_time": "2025-11-05T20:00:00.850866Z"
+     "end_time": "2025-11-06T17:48:26.048976Z",
+     "start_time": "2025-11-06T17:48:25.838070Z"
     }
    },
    "source": [