change order of cells

neuromatch · Aug 21, 2024 · c41d00c · c41d00c
1 parent a5c3afa
commit c41d00c
Showing 1 changed file with 41 additions and 41 deletions.
diff --git a/tutorials/W1D5_Microcircuits/W1D5_Tutorial1.ipynb b/tutorials/W1D5_Microcircuits/W1D5_Tutorial1.ipynb
@@ -651,6 +651,47 @@
     "        plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "cellView": "form"
+   },
+   "outputs": [],
+   "source": [
+    "# @title Data retrieval\n",
+    "\n",
+    "import os\n",
+    "import requests\n",
+    "import hashlib\n",
+    "\n",
+    "# Variables for file and download URL\n",
+    "fnames = [\"frame1.npy\", \"sig.npy\", \"reweight_digits.npy\", \"model.npy\", \"video_array.npy\"] # The names of the files to be downloaded\n",
+    "urls = [\"https://osf.io/n652y/download\", \"https://osf.io/c9qxk/download\", \"https://osf.io/ry5am/download\", \"https://osf.io/uebw5/download\", \"https://osf.io/t9g2m/download\"] # URLs from where the files will be downloaded\n",
+    "expected_md5s = [\"6ce619172367742dd148cc5830df908c\", \"f3618e05e39f6df5997f78ea668f2568\", \"1f2f3a5d08e13ed2ec3222dca1e85b60\", \"ae20e6321836783777c132149493ec70\", \"bbd1d73eeb7f5c81768771ceb85c849e\"] # MD5 hashes for verifying files integrity\n",
+    "\n",
+    "for fname, url, expected_md5 in zip(fnames, urls, expected_md5s):\n",
+    "    if not os.path.isfile(fname):\n",
+    "        try:\n",
+    "            # Attempt to download the file\n",
+    "            r = requests.get(url) # Make a GET request to the specified URL\n",
+    "        except requests.ConnectionError:\n",
+    "            # Handle connection errors during the download\n",
+    "            print(\"!!! Failed to download data !!!\")\n",
+    "        else:\n",
+    "            # No connection errors, proceed to check the response\n",
+    "            if r.status_code != requests.codes.ok:\n",
+    "                # Check if the HTTP response status code indicates a successful download\n",
+    "                print(\"!!! Failed to download data !!!\")\n",
+    "            elif hashlib.md5(r.content).hexdigest() != expected_md5:\n",
+    "                # Verify the integrity of the downloaded file using MD5 checksum\n",
+    "                print(\"!!! Data download appears corrupted !!!\")\n",
+    "            else:\n",
+    "                # If download is successful and data is not corrupted, save the file\n",
+    "                with open(fname, \"wb\") as fid:\n",
+    "                    fid.write(r.content) # Write the downloaded content to a file"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -722,47 +763,6 @@
     "reg = OrthogonalMatchingPursuit(fit_intercept = True, n_nonzero_coefs = 10).fit(np.vstack(set_sigs).T, sig)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "cellView": "form"
-   },
-   "outputs": [],
-   "source": [
-    "# @title Data retrieval\n",
-    "\n",
-    "import os\n",
-    "import requests\n",
-    "import hashlib\n",
-    "\n",
-    "# Variables for file and download URL\n",
-    "fnames = [\"frame1.npy\", \"sig.npy\", \"reweight_digits.npy\", \"model.npy\", \"video_array.npy\"] # The names of the files to be downloaded\n",
-    "urls = [\"https://osf.io/n652y/download\", \"https://osf.io/c9qxk/download\", \"https://osf.io/ry5am/download\", \"https://osf.io/uebw5/download\", \"https://osf.io/t9g2m/download\"] # URLs from where the files will be downloaded\n",
-    "expected_md5s = [\"6ce619172367742dd148cc5830df908c\", \"f3618e05e39f6df5997f78ea668f2568\", \"1f2f3a5d08e13ed2ec3222dca1e85b60\", \"ae20e6321836783777c132149493ec70\", \"bbd1d73eeb7f5c81768771ceb85c849e\"] # MD5 hashes for verifying files integrity\n",
-    "\n",
-    "for fname, url, expected_md5 in zip(fnames, urls, expected_md5s):\n",
-    "    if not os.path.isfile(fname):\n",
-    "        try:\n",
-    "            # Attempt to download the file\n",
-    "            r = requests.get(url) # Make a GET request to the specified URL\n",
-    "        except requests.ConnectionError:\n",
-    "            # Handle connection errors during the download\n",
-    "            print(\"!!! Failed to download data !!!\")\n",
-    "        else:\n",
-    "            # No connection errors, proceed to check the response\n",
-    "            if r.status_code != requests.codes.ok:\n",
-    "                # Check if the HTTP response status code indicates a successful download\n",
-    "                print(\"!!! Failed to download data !!!\")\n",
-    "            elif hashlib.md5(r.content).hexdigest() != expected_md5:\n",
-    "                # Verify the integrity of the downloaded file using MD5 checksum\n",
-    "                print(\"!!! Data download appears corrupted !!!\")\n",
-    "            else:\n",
-    "                # If download is successful and data is not corrupted, save the file\n",
-    "                with open(fname, \"wb\") as fid:\n",
-    "                    fid.write(r.content) # Write the downloaded content to a file"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {