change notebooks

Author: Calychas

00_hello.ipynb

@@ -24,7 +24,7 @@
    },
    "source": [
     "<div class=\"main-title\">\n",
-    "<h1>SRAI Tutorial</h1>\n",
+    "<h1>Introduction to Geospatial ML</h1>\n",
     "<p>Hello!</p>\n",
     "</div>"
    ]
@@ -39,8 +39,8 @@
    "source": [
     "<div class=\"center-content\">\n",
     "    <p>Resource materials:</p>\n",
-    "    <img src=\"assets/qr-tutorial.png\" style=\"width: 400px; margin: auto\"/>\n",
-    "    <h1 style=\"margin: auto;\">https://t.ly/jk51f</h1>\n",
+    "    <!-- <img src=\"assets/qr-tutorial.png\" style=\"width: 400px; margin: auto\"/> -->\n",
+    "    <h1 style=\"margin: auto;\">https://github.com/kraina-ai/srai-tutorial/tree/sotm2024</h1>\n",
     "</div>"
    ]
   },
@@ -93,7 +93,7 @@
     }
    },
    "source": [
-    "### Here comes SRAI"
+    "### Here comes:"
    ]
   },
   {
@@ -107,6 +107,13 @@
     "## Spatial Representations for Artificial Intelligence"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## QuackOSM"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -190,7 +197,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.11.9"
   },
   "rise": {
    "controls": false,

01_introduction_to_geospatial.ipynb

@@ -670,7 +670,7 @@
     "\n",
     "<div class=\"image-container\">\n",
     "    <figure>\n",
-    "      <img src=\"https://s2geometry.io/devguide/img/s2hierarchy.gif\">\n",
+    "      <img src=\"http://s2geometry.io/devguide/img/s2hierarchy.gif\">\n",
     "      <figcaption><a href=\"https://s2geometry.io/\">S2</a></figcaption>\n",
     "    </figure>\n",
     "    <figure>\n",
@@ -896,7 +896,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.9"
   },
   "rise": {
    "controls": false,

02_srai.ipynb

@@ -115,8 +115,8 @@
    },
    "outputs": [],
    "source": [
-    "CITY = \"Basel\"\n",
-    "COUNTRY = \"Switzerland\"\n",
+    "CITY = \"Łódź\"\n",
+    "COUNTRY = \"Poland\"\n",
     "\n",
     "area_name = f\"{CITY}, {COUNTRY}\"\n",
     "area_name"
@@ -235,7 +235,7 @@
     "\n",
     "features = (\n",
     "    OSMPbfLoader()\n",
-    "    .load(area, {\"highway\": True, \"water\": True, \"waterway\": True})\n",
+    "    .load(area, {\"highway\": [\"motorway\", \"trunk\", \"primary\", \"secondary\", \"tertiary\", \"residential\", \"*_link\", \"pedestrian\"], \"water\": True, \"waterway\": True})\n",
     "    .clip(area)\n",
     ")\n",
     "features.head(3)"
@@ -288,13 +288,9 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
+   "metadata": {},
    "source": [
-    "<img src=\"poster.png\" style=\"height: 900px; margin: auto\" /> "
+    "<img src=\"poster.png\" style=\"height: 900px; margin: auto\" />"
    ]
   },
   {
@@ -483,7 +479,7 @@
    },
    "outputs": [],
    "source": [
-    "stops = OSMOnlineLoader().load(area, {\"public_transport\": \"stop_position\"})\n",
+    "stops = OSMOnlineLoader().load(area, {\"public_transport\": \"stop_position\"}).drop_duplicates(\"geometry\")\n",
     "stops.explore()"
    ]
   },
@@ -746,7 +742,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.11.9"
   },
   "rise": {
    "controls": false,

03_ml.ipynb

@@ -111,8 +111,8 @@
    "outputs": [],
    "source": [
     "SOURCE_CITY = \"Wrocław, Poland\"\n",
-    "TARGET_CITY = \"Basel, Switzerland\"\n",
-    "H3_RESOLUTION = 10\n",
+    "TARGET_CITY = \"Łódź, Poland\"\n",
+    "H3_RESOLUTION = 9\n",
     "\n",
     "bike_stations_osm_tag = {\"amenity\": \"bicycle_rental\"}"
    ]
@@ -433,7 +433,7 @@
     }
    },
    "source": [
-    "### Transfer knowledge to Basel"
+    "### Transfer knowledge to Łódź"
    ]
   },
   {
@@ -457,7 +457,7 @@
    },
    "outputs": [],
    "source": [
-    "target_regions = H3Regionalizer(resolution=10).transform(target_area)\n",
+    "target_regions = H3Regionalizer(resolution=H3_RESOLUTION).transform(target_area)\n",
     "target_features = OSMPbfLoader().load(target_area, embedder_osm_tags)\n",
     "target_joint = IntersectionJoiner().transform(target_regions, target_features)\n",
     "target_embeddings = embedder.transform(target_regions, target_features, target_joint)"
@@ -534,7 +534,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.11.9"
   },
   "rise": {
    "controls": false,