diff --git a/src/fetch_from_unsplash.ipynb b/src/fetch_from_unsplash.ipynb
index c7bbfef..4052391 100644
--- a/src/fetch_from_unsplash.ipynb
+++ b/src/fetch_from_unsplash.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -19,15 +19,60 @@
     "TARGET_PATH = Path(\"/bulk2/downloaded-unsplash\")\n",
     "\n",
     "TARGET_PATH = TARGET_PATH.resolve()\n",
-    "assert TARGET_PATH.exists()\n",
+    "assert TARGET_PATH.exists()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "delete_corrupt_images(list(TARGET_PATH.glob(\"*\")))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div><style>\n",
+       ".dataframe > thead > tr,\n",
+       ".dataframe > tbody > tr {\n",
+       "  text-align: right;\n",
+       "  white-space: pre-wrap;\n",
+       "}\n",
+       "</style>\n",
+       "<small>shape: (10, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>photo_id</th><th>photo_image_url</th></tr><tr><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;---jvVJZ34o&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--0-I4GpLZU&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--2IBUMom1I&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--2sDoKRgCg&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--5QEAiAfgE&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--6JlGcHl-w&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--6sqOMUDs8&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--97ozlPF1A&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--D4Gg8RhIk&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr><tr><td>&quot;--EUYLhCTdc&quot;</td><td>&quot;https://images.unsplash.com/ph…</td></tr></tbody></table></div>"
+      ],
+      "text/plain": [
+       "shape: (10, 2)\n",
+       "┌─────────────┬─────────────────────────────────┐\n",
+       "│ photo_id    ┆ photo_image_url                 │\n",
+       "│ ---         ┆ ---                             │\n",
+       "│ str         ┆ str                             │\n",
+       "╞═════════════╪═════════════════════════════════╡\n",
+       "│ ---jvVJZ34o ┆ https://images.unsplash.com/ph… │\n",
+       "│ --0-I4GpLZU ┆ https://images.unsplash.com/ph… │\n",
+       "│ --2IBUMom1I ┆ https://images.unsplash.com/ph… │\n",
+       "│ --2sDoKRgCg ┆ https://images.unsplash.com/ph… │\n",
+       "│ --5QEAiAfgE ┆ https://images.unsplash.com/ph… │\n",
+       "│ --6JlGcHl-w ┆ https://images.unsplash.com/ph… │\n",
+       "│ --6sqOMUDs8 ┆ https://images.unsplash.com/ph… │\n",
+       "│ --97ozlPF1A ┆ https://images.unsplash.com/ph… │\n",
+       "│ --D4Gg8RhIk ┆ https://images.unsplash.com/ph… │\n",
+       "│ --EUYLhCTdc ┆ https://images.unsplash.com/ph… │\n",
+       "└─────────────┴─────────────────────────────────┘"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "photos = (\n",
     "    pl.scan_csv(\n",
@@ -37,7 +82,7 @@
     "    )\n",
     "    .filter(pl.col(\"photo_featured\") == \"t\")\n",
     "    .sort(\"photo_id\")\n",
-    "    .select(\"photo_id\", \"photo_url\")\n",
+    "    .select(\"photo_id\", \"photo_image_url\")\n",
     "    .collect()\n",
     ")\n",
     "\n",
@@ -46,9 +91,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-08 19:43:32,887 - INFO - Found 273293 missing photos\n"
+     ]
+    }
+   ],
    "source": [
     "keys = {path.name.split(\".\")[0] for path in TARGET_PATH.glob(\"*\")}\n",
     "photos = photos.filter(~pl.col(\"photo_id\").is_in(keys))\n",
@@ -57,9 +110,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/273293 [00:00<?, ?it/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 70/273293 [00:18<30:01:41,  2.53it/s]"
+     ]
+    }
+   ],
    "source": [
     "import concurrent.futures\n",
     "import requests\n",
@@ -69,23 +137,28 @@
     "\n",
     "progress = tqdm(total=len(photos))\n",
     "\n",
+    "\n",
     "def download_image(row):\n",
     "    for retry_count in range(RETRY_COUNT):\n",
     "        try:\n",
-    "            logging.debug(f\"Downloading {row['photo_id']} from {row['photo_url']}\")\n",
-    "            response = requests.get(row[\"photo_image_url\"], timeout=HTTP_TIMEOUT)\n",
+    "            url = row[\"photo_image_url\"]\n",
+    "            photo_id = row[\"photo_id\"]\n",
+    "            logging.debug(f\"Downloading {photo_id} from {url}\")\n",
+    "            response = requests.get(url, timeout=HTTP_TIMEOUT)\n",
     "            response.raise_for_status()\n",
     "            extension = response.headers[\"Content-Type\"].split(\"/\")[-1]\n",
-    "            filename = TARGET_PATH / f\"{row['photo_id']}.{extension}\"\n",
+    "            filename = TARGET_PATH / f\"{photo_id}.{extension}\"\n",
     "            with open(filename, \"wb\") as f:\n",
     "                f.write(response.content)\n",
-    "            logging.debug(f\"Downloaded {row['photo_id']} to {filename}\")\n",
+    "            logging.debug(f\"Downloaded {photo_id} to {filename}\")\n",
     "            with progress.get_lock():\n",
     "                progress.update(1)\n",
     "            return\n",
     "        except Exception as e:\n",
     "            logging.error(\n",
-    "                f\"Error downloading {row['photo_id']} from {row['photo_url']} (retry {retry_count}): {e}\"\n",
+    "                f\"Error downloading {photo_id} from {url} (retry {retry_count}): {e}\",\n",
+    "                exc_info=True,\n",
+    "                stack_info=True,\n",
     "            )\n",
     "            sleep(retry_count * 0.5)\n",
     "\n",