diff --git a/analysis/map.py b/analysis/map.py
index d2add2c..7addbe1 100644
--- a/analysis/map.py
+++ b/analysis/map.py
@@ -29,19 +29,49 @@ fixed_map_zurich_original_coords = folium.Map(
 )
 
 def create_heat_view():
-    pass
+    create_heat_view_sql = """
+        CREATE VIEW heat AS
+    SELECT
+        ST_Y(geometry) AS latitude,
+        ST_X(geometry) AS longitude,
+        AccidentYear AS Weight
+    FROM
+        accidents
+    WHERE
+        ST_Y(geometry) IS NOT NULL AND
+        ST_X(geometry) IS NOT NULL AND
+        AccidentYear IS NOT NULL;
+    """
+
+    remote_db = RemoteDB()
+    remote_db.execute_query(create_heat_view_sql)
+    remote_db.close()
+    logger.info("Heat View Created")\
+
+def get_heat_view():
+    create_heat_view()
+
+    get_heat_view_sql = """
+    SELECT latitude, longitude, weight
+    FROM heat;
+    """
+
+    remote_db = RemoteDB()
+
+    # Get heat map data from database
+    try:
+        result = remote_db.execute_query(get_heat_view_sql)
+        logger.info(f"Succesfully retrieved result {result}")
+        return result
+    except Exception as e:
+        logger.exception(f"Failed getting result with exception {e}")
+    finally:
+        remote_db.close()
+
 def create_acc_map():
-    acc_gdf = gpd.read_file(accidents_filepath)
-    acc_gdf['latitude'] = acc_gdf.geometry.y
-    acc_gdf['longitude'] = acc_gdf.geometry.x
 
 
-    # Ensure we're dealing with floats
-    acc_gdf['latitude'] = acc_gdf['latitude'].astype(float)
-    acc_gdf['longitude'] = acc_gdf['longitude'].astype(float)
+    # Process heat map data
+    pass
+    #heat_df = pd.DataFrame(result, columns=['latitude', 'longitude', 'weight'])
 
-    # Build heat dataframe used for mapping
-    heat_df = acc_gdf
-    heat_df = heat_df[['latitude', 'longitude']]
-    heat_df = heat_df.dropna(axis=0, subset=['latitude', 'longitude'])
-    heat_df = heat_df.dropna(axis=0, subset=['latitude', 'longitude'])
diff --git a/analysis/tester.ipynb b/analysis/tester.ipynb
index 7542efc..8a3aca0 100644
--- a/analysis/tester.ipynb
+++ b/analysis/tester.ipynb
@@ -7,8 +7,8 @@
    "metadata": {
     "collapsed": true,
     "ExecuteTime": {
-     "end_time": "2024-01-04T15:00:59.587867376Z",
-     "start_time": "2024-01-04T15:00:59.470683932Z"
+     "end_time": "2024-01-04T15:06:22.066455620Z",
+     "start_time": "2024-01-04T15:06:21.950613935Z"
     }
    },
    "outputs": [],
@@ -24,71 +24,71 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-01-04 16:00:59,621 - paramiko.transport - DEBUG - starting thread (client mode): 0xefbb5010\n",
-      "2024-01-04 16:00:59,622 - paramiko.transport - DEBUG - Local version/idstring: SSH-2.0-paramiko_3.4.0\n",
-      "2024-01-04 16:00:59,654 - paramiko.transport - DEBUG - Remote version/idstring: SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.6\n",
-      "2024-01-04 16:00:59,655 - paramiko.transport - INFO - Connected (version 2.0, client OpenSSH_8.9p1)\n",
-      "2024-01-04 16:00:59,685 - paramiko.transport - DEBUG - === Key exchange possibilities ===\n",
-      "2024-01-04 16:00:59,685 - paramiko.transport - DEBUG - kex algos: curve25519-sha256, curve25519-sha256@libssh.org, ecdh-sha2-nistp256, ecdh-sha2-nistp384, ecdh-sha2-nistp521, sntrup761x25519-sha512@openssh.com, diffie-hellman-group-exchange-sha256, diffie-hellman-group16-sha512, diffie-hellman-group18-sha512, diffie-hellman-group14-sha256, kex-strict-s-v00@openssh.com\n",
-      "2024-01-04 16:00:59,686 - paramiko.transport - DEBUG - server key: rsa-sha2-512, rsa-sha2-256, ecdsa-sha2-nistp256, ssh-ed25519\n",
-      "2024-01-04 16:00:59,687 - paramiko.transport - DEBUG - client encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
-      "2024-01-04 16:00:59,687 - paramiko.transport - DEBUG - server encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
-      "2024-01-04 16:00:59,688 - paramiko.transport - DEBUG - client mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
-      "2024-01-04 16:00:59,688 - paramiko.transport - DEBUG - server mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
-      "2024-01-04 16:00:59,688 - paramiko.transport - DEBUG - client compress: none, zlib@openssh.com\n",
-      "2024-01-04 16:00:59,689 - paramiko.transport - DEBUG - server compress: none, zlib@openssh.com\n",
-      "2024-01-04 16:00:59,689 - paramiko.transport - DEBUG - client lang: <none>\n",
-      "2024-01-04 16:00:59,689 - paramiko.transport - DEBUG - server lang: <none>\n",
-      "2024-01-04 16:00:59,690 - paramiko.transport - DEBUG - kex follows: False\n",
-      "2024-01-04 16:00:59,690 - paramiko.transport - DEBUG - === Key exchange agreements ===\n",
-      "2024-01-04 16:00:59,690 - paramiko.transport - DEBUG - Strict kex mode: True\n",
-      "2024-01-04 16:00:59,691 - paramiko.transport - DEBUG - Kex: curve25519-sha256@libssh.org\n",
-      "2024-01-04 16:00:59,691 - paramiko.transport - DEBUG - HostKey: ssh-ed25519\n",
-      "2024-01-04 16:00:59,691 - paramiko.transport - DEBUG - Cipher: aes128-ctr\n",
-      "2024-01-04 16:00:59,691 - paramiko.transport - DEBUG - MAC: hmac-sha2-256\n",
-      "2024-01-04 16:00:59,691 - paramiko.transport - DEBUG - Compression: none\n",
-      "2024-01-04 16:00:59,692 - paramiko.transport - DEBUG - === End of kex handshake ===\n",
-      "2024-01-04 16:00:59,765 - paramiko.transport - DEBUG - Resetting outbound seqno after NEWKEYS due to strict mode\n",
-      "2024-01-04 16:00:59,766 - paramiko.transport - DEBUG - kex engine KexCurve25519 specified hash_algo <built-in function openssl_sha256>\n",
-      "2024-01-04 16:00:59,767 - paramiko.transport - DEBUG - Switch to new keys ...\n",
-      "2024-01-04 16:00:59,768 - paramiko.transport - DEBUG - Resetting inbound seqno after NEWKEYS due to strict mode\n",
-      "2024-01-04 16:00:59,769 - paramiko.transport - DEBUG - Got EXT_INFO: {'server-sig-algs': b'ssh-ed25519,sk-ssh-ed25519@openssh.com,ssh-rsa,rsa-sha2-256,rsa-sha2-512,ssh-dss,ecdsa-sha2-nistp256,ecdsa-sha2-nistp384,ecdsa-sha2-nistp521,sk-ecdsa-sha2-nistp256@openssh.com,webauthn-sk-ecdsa-sha2-nistp256@openssh.com', 'publickey-hostbound@openssh.com': b'0'}\n",
-      "2024-01-04 16:00:59,769 - paramiko.transport - DEBUG - Attempting public-key auth...\n",
-      "2024-01-04 16:00:59,859 - paramiko.transport - DEBUG - userauth is OK\n",
-      "2024-01-04 16:00:59,903 - paramiko.transport - INFO - Authentication (publickey) failed.\n",
-      "2024-01-04 16:00:59,931 - paramiko.transport - DEBUG - starting thread (client mode): 0xefbb7c50\n",
-      "2024-01-04 16:00:59,932 - paramiko.transport - DEBUG - Local version/idstring: SSH-2.0-paramiko_3.4.0\n",
-      "2024-01-04 16:00:59,969 - paramiko.transport - DEBUG - Remote version/idstring: SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.6\n",
-      "2024-01-04 16:00:59,970 - paramiko.transport - INFO - Connected (version 2.0, client OpenSSH_8.9p1)\n",
-      "2024-01-04 16:00:59,994 - paramiko.transport - DEBUG - === Key exchange possibilities ===\n",
-      "2024-01-04 16:00:59,995 - paramiko.transport - DEBUG - kex algos: curve25519-sha256, curve25519-sha256@libssh.org, ecdh-sha2-nistp256, ecdh-sha2-nistp384, ecdh-sha2-nistp521, sntrup761x25519-sha512@openssh.com, diffie-hellman-group-exchange-sha256, diffie-hellman-group16-sha512, diffie-hellman-group18-sha512, diffie-hellman-group14-sha256, kex-strict-s-v00@openssh.com\n",
-      "2024-01-04 16:00:59,996 - paramiko.transport - DEBUG - server key: rsa-sha2-512, rsa-sha2-256, ecdsa-sha2-nistp256, ssh-ed25519\n",
-      "2024-01-04 16:00:59,996 - paramiko.transport - DEBUG - client encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
-      "2024-01-04 16:00:59,996 - paramiko.transport - DEBUG - server encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
-      "2024-01-04 16:00:59,997 - paramiko.transport - DEBUG - client mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
-      "2024-01-04 16:00:59,997 - paramiko.transport - DEBUG - server mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
-      "2024-01-04 16:00:59,998 - paramiko.transport - DEBUG - client compress: none, zlib@openssh.com\n",
-      "2024-01-04 16:00:59,998 - paramiko.transport - DEBUG - server compress: none, zlib@openssh.com\n",
-      "2024-01-04 16:00:59,998 - paramiko.transport - DEBUG - client lang: <none>\n",
-      "2024-01-04 16:00:59,999 - paramiko.transport - DEBUG - server lang: <none>\n",
-      "2024-01-04 16:00:59,999 - paramiko.transport - DEBUG - kex follows: False\n",
-      "2024-01-04 16:01:00,000 - paramiko.transport - DEBUG - === Key exchange agreements ===\n",
-      "2024-01-04 16:01:00,000 - paramiko.transport - DEBUG - Strict kex mode: True\n",
-      "2024-01-04 16:01:00,000 - paramiko.transport - DEBUG - Kex: curve25519-sha256@libssh.org\n",
-      "2024-01-04 16:01:00,000 - paramiko.transport - DEBUG - HostKey: ssh-ed25519\n",
-      "2024-01-04 16:01:00,001 - paramiko.transport - DEBUG - Cipher: aes128-ctr\n",
-      "2024-01-04 16:01:00,001 - paramiko.transport - DEBUG - MAC: hmac-sha2-256\n",
-      "2024-01-04 16:01:00,001 - paramiko.transport - DEBUG - Compression: none\n",
-      "2024-01-04 16:01:00,002 - paramiko.transport - DEBUG - === End of kex handshake ===\n",
-      "2024-01-04 16:01:00,004 - paramiko.transport - DEBUG - EOF in transport thread\n",
-      "2024-01-04 16:01:00,089 - paramiko.transport - DEBUG - Resetting outbound seqno after NEWKEYS due to strict mode\n",
-      "2024-01-04 16:01:00,090 - paramiko.transport - DEBUG - kex engine KexCurve25519 specified hash_algo <built-in function openssl_sha256>\n",
-      "2024-01-04 16:01:00,090 - paramiko.transport - DEBUG - Switch to new keys ...\n",
-      "2024-01-04 16:01:00,090 - paramiko.transport - DEBUG - Resetting inbound seqno after NEWKEYS due to strict mode\n",
-      "2024-01-04 16:01:00,091 - paramiko.transport - DEBUG - Got EXT_INFO: {'server-sig-algs': b'ssh-ed25519,sk-ssh-ed25519@openssh.com,ssh-rsa,rsa-sha2-256,rsa-sha2-512,ssh-dss,ecdsa-sha2-nistp256,ecdsa-sha2-nistp384,ecdsa-sha2-nistp521,sk-ecdsa-sha2-nistp256@openssh.com,webauthn-sk-ecdsa-sha2-nistp256@openssh.com', 'publickey-hostbound@openssh.com': b'0'}\n",
-      "2024-01-04 16:01:00,091 - paramiko.transport - DEBUG - Attempting public-key auth...\n",
-      "2024-01-04 16:01:00,192 - paramiko.transport - DEBUG - userauth is OK\n",
-      "2024-01-04 16:01:00,244 - paramiko.transport - INFO - Authentication (publickey) successful!\n"
+      "2024-01-04 16:06:22,110 - paramiko.transport - DEBUG - starting thread (client mode): 0xd9a91790\n",
+      "2024-01-04 16:06:22,112 - paramiko.transport - DEBUG - Local version/idstring: SSH-2.0-paramiko_3.4.0\n",
+      "2024-01-04 16:06:22,151 - paramiko.transport - DEBUG - Remote version/idstring: SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.6\n",
+      "2024-01-04 16:06:22,152 - paramiko.transport - INFO - Connected (version 2.0, client OpenSSH_8.9p1)\n",
+      "2024-01-04 16:06:22,188 - paramiko.transport - DEBUG - === Key exchange possibilities ===\n",
+      "2024-01-04 16:06:22,188 - paramiko.transport - DEBUG - kex algos: curve25519-sha256, curve25519-sha256@libssh.org, ecdh-sha2-nistp256, ecdh-sha2-nistp384, ecdh-sha2-nistp521, sntrup761x25519-sha512@openssh.com, diffie-hellman-group-exchange-sha256, diffie-hellman-group16-sha512, diffie-hellman-group18-sha512, diffie-hellman-group14-sha256, kex-strict-s-v00@openssh.com\n",
+      "2024-01-04 16:06:22,189 - paramiko.transport - DEBUG - server key: rsa-sha2-512, rsa-sha2-256, ecdsa-sha2-nistp256, ssh-ed25519\n",
+      "2024-01-04 16:06:22,189 - paramiko.transport - DEBUG - client encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
+      "2024-01-04 16:06:22,190 - paramiko.transport - DEBUG - server encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
+      "2024-01-04 16:06:22,190 - paramiko.transport - DEBUG - client mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
+      "2024-01-04 16:06:22,190 - paramiko.transport - DEBUG - server mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
+      "2024-01-04 16:06:22,190 - paramiko.transport - DEBUG - client compress: none, zlib@openssh.com\n",
+      "2024-01-04 16:06:22,190 - paramiko.transport - DEBUG - server compress: none, zlib@openssh.com\n",
+      "2024-01-04 16:06:22,191 - paramiko.transport - DEBUG - client lang: <none>\n",
+      "2024-01-04 16:06:22,191 - paramiko.transport - DEBUG - server lang: <none>\n",
+      "2024-01-04 16:06:22,191 - paramiko.transport - DEBUG - kex follows: False\n",
+      "2024-01-04 16:06:22,191 - paramiko.transport - DEBUG - === Key exchange agreements ===\n",
+      "2024-01-04 16:06:22,192 - paramiko.transport - DEBUG - Strict kex mode: True\n",
+      "2024-01-04 16:06:22,192 - paramiko.transport - DEBUG - Kex: curve25519-sha256@libssh.org\n",
+      "2024-01-04 16:06:22,192 - paramiko.transport - DEBUG - HostKey: ssh-ed25519\n",
+      "2024-01-04 16:06:22,192 - paramiko.transport - DEBUG - Cipher: aes128-ctr\n",
+      "2024-01-04 16:06:22,193 - paramiko.transport - DEBUG - MAC: hmac-sha2-256\n",
+      "2024-01-04 16:06:22,193 - paramiko.transport - DEBUG - Compression: none\n",
+      "2024-01-04 16:06:22,193 - paramiko.transport - DEBUG - === End of kex handshake ===\n",
+      "2024-01-04 16:06:22,271 - paramiko.transport - DEBUG - Resetting outbound seqno after NEWKEYS due to strict mode\n",
+      "2024-01-04 16:06:22,271 - paramiko.transport - DEBUG - kex engine KexCurve25519 specified hash_algo <built-in function openssl_sha256>\n",
+      "2024-01-04 16:06:22,272 - paramiko.transport - DEBUG - Switch to new keys ...\n",
+      "2024-01-04 16:06:22,272 - paramiko.transport - DEBUG - Resetting inbound seqno after NEWKEYS due to strict mode\n",
+      "2024-01-04 16:06:22,272 - paramiko.transport - DEBUG - Got EXT_INFO: {'server-sig-algs': b'ssh-ed25519,sk-ssh-ed25519@openssh.com,ssh-rsa,rsa-sha2-256,rsa-sha2-512,ssh-dss,ecdsa-sha2-nistp256,ecdsa-sha2-nistp384,ecdsa-sha2-nistp521,sk-ecdsa-sha2-nistp256@openssh.com,webauthn-sk-ecdsa-sha2-nistp256@openssh.com', 'publickey-hostbound@openssh.com': b'0'}\n",
+      "2024-01-04 16:06:22,272 - paramiko.transport - DEBUG - Attempting public-key auth...\n",
+      "2024-01-04 16:06:22,371 - paramiko.transport - DEBUG - userauth is OK\n",
+      "2024-01-04 16:06:22,417 - paramiko.transport - INFO - Authentication (publickey) failed.\n",
+      "2024-01-04 16:06:22,450 - paramiko.transport - DEBUG - starting thread (client mode): 0xd9a9af10\n",
+      "2024-01-04 16:06:22,451 - paramiko.transport - DEBUG - Local version/idstring: SSH-2.0-paramiko_3.4.0\n",
+      "2024-01-04 16:06:22,488 - paramiko.transport - DEBUG - Remote version/idstring: SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.6\n",
+      "2024-01-04 16:06:22,488 - paramiko.transport - INFO - Connected (version 2.0, client OpenSSH_8.9p1)\n",
+      "2024-01-04 16:06:22,512 - paramiko.transport - DEBUG - === Key exchange possibilities ===\n",
+      "2024-01-04 16:06:22,513 - paramiko.transport - DEBUG - kex algos: curve25519-sha256, curve25519-sha256@libssh.org, ecdh-sha2-nistp256, ecdh-sha2-nistp384, ecdh-sha2-nistp521, sntrup761x25519-sha512@openssh.com, diffie-hellman-group-exchange-sha256, diffie-hellman-group16-sha512, diffie-hellman-group18-sha512, diffie-hellman-group14-sha256, kex-strict-s-v00@openssh.com\n",
+      "2024-01-04 16:06:22,514 - paramiko.transport - DEBUG - server key: rsa-sha2-512, rsa-sha2-256, ecdsa-sha2-nistp256, ssh-ed25519\n",
+      "2024-01-04 16:06:22,514 - paramiko.transport - DEBUG - client encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
+      "2024-01-04 16:06:22,514 - paramiko.transport - DEBUG - server encrypt: chacha20-poly1305@openssh.com, aes128-ctr, aes192-ctr, aes256-ctr, aes128-gcm@openssh.com, aes256-gcm@openssh.com\n",
+      "2024-01-04 16:06:22,514 - paramiko.transport - DEBUG - client mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
+      "2024-01-04 16:06:22,515 - paramiko.transport - DEBUG - server mac: umac-64-etm@openssh.com, umac-128-etm@openssh.com, hmac-sha2-256-etm@openssh.com, hmac-sha2-512-etm@openssh.com, hmac-sha1-etm@openssh.com, umac-64@openssh.com, umac-128@openssh.com, hmac-sha2-256, hmac-sha2-512, hmac-sha1\n",
+      "2024-01-04 16:06:22,515 - paramiko.transport - DEBUG - client compress: none, zlib@openssh.com\n",
+      "2024-01-04 16:06:22,515 - paramiko.transport - DEBUG - server compress: none, zlib@openssh.com\n",
+      "2024-01-04 16:06:22,516 - paramiko.transport - DEBUG - client lang: <none>\n",
+      "2024-01-04 16:06:22,516 - paramiko.transport - DEBUG - server lang: <none>\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - kex follows: False\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - === Key exchange agreements ===\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - Strict kex mode: True\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - Kex: curve25519-sha256@libssh.org\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - HostKey: ssh-ed25519\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - Cipher: aes128-ctr\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - MAC: hmac-sha2-256\n",
+      "2024-01-04 16:06:22,517 - paramiko.transport - DEBUG - Compression: none\n",
+      "2024-01-04 16:06:22,518 - paramiko.transport - DEBUG - === End of kex handshake ===\n",
+      "2024-01-04 16:06:22,518 - paramiko.transport - DEBUG - EOF in transport thread\n",
+      "2024-01-04 16:06:22,597 - paramiko.transport - DEBUG - Resetting outbound seqno after NEWKEYS due to strict mode\n",
+      "2024-01-04 16:06:22,598 - paramiko.transport - DEBUG - kex engine KexCurve25519 specified hash_algo <built-in function openssl_sha256>\n",
+      "2024-01-04 16:06:22,599 - paramiko.transport - DEBUG - Switch to new keys ...\n",
+      "2024-01-04 16:06:22,600 - paramiko.transport - DEBUG - Resetting inbound seqno after NEWKEYS due to strict mode\n",
+      "2024-01-04 16:06:22,601 - paramiko.transport - DEBUG - Got EXT_INFO: {'server-sig-algs': b'ssh-ed25519,sk-ssh-ed25519@openssh.com,ssh-rsa,rsa-sha2-256,rsa-sha2-512,ssh-dss,ecdsa-sha2-nistp256,ecdsa-sha2-nistp384,ecdsa-sha2-nistp521,sk-ecdsa-sha2-nistp256@openssh.com,webauthn-sk-ecdsa-sha2-nistp256@openssh.com', 'publickey-hostbound@openssh.com': b'0'}\n",
+      "2024-01-04 16:06:22,601 - paramiko.transport - DEBUG - Attempting public-key auth...\n",
+      "2024-01-04 16:06:22,694 - paramiko.transport - DEBUG - userauth is OK\n",
+      "2024-01-04 16:06:22,752 - paramiko.transport - INFO - Authentication (publickey) successful!\n"
      ]
     }
    ],
@@ -98,8 +98,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-01-04T15:01:00.276638120Z",
-     "start_time": "2024-01-04T15:00:59.590634120Z"
+     "end_time": "2024-01-04T15:06:22.784599466Z",
+     "start_time": "2024-01-04T15:06:22.066355304Z"
     }
    },
    "id": "62c8f38132d5cd27"
@@ -112,17 +112,17 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-01-04 16:01:00,277 - paramiko.transport - DEBUG - [chan 0] Max packet in: 32768 bytes\n",
-      "2024-01-04 16:01:00,334 - paramiko.transport - DEBUG - Received global request \"hostkeys-00@openssh.com\"\n",
-      "2024-01-04 16:01:00,334 - paramiko.transport - DEBUG - Rejecting \"hostkeys-00@openssh.com\" global request from server.\n",
-      "2024-01-04 16:01:00,335 - paramiko.transport - DEBUG - Debug msg: b'/home/sebl/.ssh/authorized_keys:4: key options: agent-forwarding port-forwarding pty user-rc x11-forwarding'\n",
-      "2024-01-04 16:01:00,358 - paramiko.transport - DEBUG - [chan 0] Max packet out: 32768 bytes\n",
-      "2024-01-04 16:01:00,359 - paramiko.transport - DEBUG - Secsh channel 0 opened.\n",
-      "2024-01-04 16:01:01,360 - paramiko.transport - DEBUG - [chan 0] EOF sent (0)\n",
-      "2024-01-04 16:01:01,361 - paramiko.transport - DEBUG - [chan 1] Max packet in: 32768 bytes\n",
-      "2024-01-04 16:01:01,386 - paramiko.transport - DEBUG - [chan 0] EOF received (0)\n",
-      "2024-01-04 16:01:01,409 - paramiko.transport - DEBUG - [chan 1] Max packet out: 32768 bytes\n",
-      "2024-01-04 16:01:01,409 - paramiko.transport - DEBUG - Secsh channel 1 opened.\n"
+      "2024-01-04 16:06:22,785 - paramiko.transport - DEBUG - [chan 0] Max packet in: 32768 bytes\n",
+      "2024-01-04 16:06:22,810 - paramiko.transport - DEBUG - Received global request \"hostkeys-00@openssh.com\"\n",
+      "2024-01-04 16:06:22,811 - paramiko.transport - DEBUG - Rejecting \"hostkeys-00@openssh.com\" global request from server.\n",
+      "2024-01-04 16:06:22,812 - paramiko.transport - DEBUG - Debug msg: b'/home/sebl/.ssh/authorized_keys:4: key options: agent-forwarding port-forwarding pty user-rc x11-forwarding'\n",
+      "2024-01-04 16:06:22,835 - paramiko.transport - DEBUG - [chan 0] Max packet out: 32768 bytes\n",
+      "2024-01-04 16:06:22,835 - paramiko.transport - DEBUG - Secsh channel 0 opened.\n",
+      "2024-01-04 16:06:23,924 - paramiko.transport - DEBUG - [chan 0] EOF sent (0)\n",
+      "2024-01-04 16:06:23,925 - paramiko.transport - DEBUG - [chan 1] Max packet in: 32768 bytes\n",
+      "2024-01-04 16:06:23,960 - paramiko.transport - DEBUG - [chan 0] EOF received (0)\n",
+      "2024-01-04 16:06:24,128 - paramiko.transport - DEBUG - [chan 1] Max packet out: 32768 bytes\n",
+      "2024-01-04 16:06:24,129 - paramiko.transport - DEBUG - Secsh channel 1 opened.\n"
      ]
     }
    ],
@@ -132,8 +132,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-01-04T15:01:02.003242832Z",
-     "start_time": "2024-01-04T15:01:00.277738067Z"
+     "end_time": "2024-01-04T15:06:24.838445832Z",
+     "start_time": "2024-01-04T15:06:22.786527573Z"
     }
    },
    "id": "29b60614b47dbc87"
@@ -144,7 +144,7 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "[(1, 1250443, 2678956, '2012-01-01', 0, 0, 0, 0, 0, 'Sunday')]"
+      "text/plain": "(1, 1250443, 2678956, '2012-01-01', 0, 0, 0, 0, 0, 'Sunday')"
      },
      "execution_count": 4,
      "metadata": {},
@@ -152,13 +152,13 @@
     }
    ],
    "source": [
-    "result"
+    "result[0]"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-01-04T15:01:10.779405322Z",
-     "start_time": "2024-01-04T15:01:10.773113980Z"
+     "end_time": "2024-01-04T15:06:24.848769980Z",
+     "start_time": "2024-01-04T15:06:24.846327294Z"
     }
    },
    "id": "cddcbd64b8c52d93"