testing

app.py

@@ -11,207 +11,117 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+# +
 import leafmap.foliumap as leafmap
 import streamlit as st
 st.set_page_config(layout="wide", page_title="Protected Areas Explorer", page_icon=":globe:")
 
-# +
-public = "https://minio.carlboettiger.info/shared-data/pad/public.pmtiles"
-tribal = "https://minio.carlboettiger.info/shared-data/pad/tribal.pmtiles"
-private = "https://minio.carlboettiger.info/shared-data/pad/private.pmtiles"
-mixed = "https://minio.carlboettiger.info/shared-data/pad/mixed.pmtiles"
+low = st.slider("Red when richness is less than", 0, 30, 2)
+high = st.slider("Green for richness larger than", 0, 30, 3)
+"missing data in grey. in-between values in blue"
+
 red = "#850101"
 purple = "#BF40BF"
 green = "#005a00"
 blue = "#3388ff"
 
-public_style = {
-    "version": 8,
-    "sources": {
-        "public": {
-            "type": "vector",
-            "url": "pmtiles://" + public,
-            "attribution": "US PAD v3"}},
-    "layers": [{
-            "id": "public",
-            "source": "public",
-            "source-layer": "public_protected",
-            "type": "fill",
-            "paint": {"fill-color": blue, "fill-opacity": 0.5}}]}
-private_style = {
-    "version": 8,
-    "sources": {
-        "private": {
-            "type": "vector",
-            "url": "pmtiles://" + private,
-            "attribution": "US PAD v3",}},
-    "layers": [
-        {
-            "id": "private",
-            "source": "private",
-            "source-layer": "private_protected",
-            "type": "fill",
-            "paint": {"fill-color": red, "fill-opacity": 0.5}}]}
-tribal_style = {
-    "version": 8,
-    "sources": {
-        "tribal": {
-            "type": "vector",
-            "url": "pmtiles://" + tribal,
-            "attribution": "US PAD v3"}},
-    "layers": [{
-            "id": "tribal",
-            "source": "tribal",
-            "source-layer": "tribal_protected",
-            "type": "fill",
-            "paint": {"fill-color": purple, "fill-opacity": 0.6}}]}
 
-mixed_style = {
-    "version": 8,
-    "sources": {
-        "mixed": {
-            "type": "vector",
-            "url": "pmtiles://" + mixed,
-            "attribution": "US PAD v3"}},
-    "layers": [{
-            "id": "mixed",
-            "source": "mixed",
-            "source-layer": "mixed_protected",
-            "type": "fill",
-            "paint": {"fill-color": green, "fill-opacity": 0.6}}]}
+# +
+
+richness = {
+    "fill-color": [
+                  "interpolate",
+                  ["linear"],
+                  ["get", "richness"],
+                  0,
+                  # ["min", ["number", ["get", "richness"]]],
+                  "rgb(252, 226, 220)",
+                  #["max", ["get", "richness"]],
+                  8,
+                  "rgb(102, 16, 66)"
+                ],
+    "fill-opacity": 0.9
+}
+
+r = {
+    "fill-color": [
+        "rgb",
+        # red is higher when richness is higher
+        ["get", "richness"],
+        # green is always zero
+        0,
+        # blue is higher when richness is lower
+        ["-", 100, ["get", "richness"]]],
+    "fill-opacity": 0.8
+}
 
-# -
 
-## Tooltip layer -- hack
-combined_style = {
-    "version": 8,
-    "sources": {
-        "public": {
-            "type": "vector",
-            "url": "pmtiles://" + public,
-            "attribution": "PMTiles"},
-        "tribal": {
-            "type": "vector",
-            "url": "pmtiles://" + tribal,
-            "attribution": "PMTiles"},
-        "private": {
-            "type": "vector",
-            "url": "pmtiles://" + private,
-            "attribution": "PMTiles"},
-        "mixed": {
-            "type": "vector",
-            "url": "pmtiles://" + mixed,
-            "attribution": "PMTiles"}},
-    "layers": [{
-            "id": "mixed",
-            "source": "mixed",
-            "source-layer": "mixed_protected",
-            "type": "fill",
-            "paint": {"fill-color": green, "fill-opacity": 0.}},
-        {
-            "id": "tribal",
-            "source": "tribal",
-            "source-layer": "tribal_protected",
-            "type": "fill",
-            "paint": {"fill-color": purple, "fill-opacity": 0.}
-        },
-        {
-            "id": "public",
-            "source": "public",
-            "source-layer": "public_protected",
-            "type": "fill",
-            "paint": {"fill-color": blue, "fill-opacity": 0.}
-        },
-        {
-            "id": "private",
-            "source": "private",
-            "source-layer": "private_protected",
-            "type": "fill",
-            "paint": {"fill-color": red, "fill-opacity": 0.}}]}
 
 # +
-m = leafmap.Map(center=[35, -100], zoom=3)
-m.add_basemap("CartoDB.DarkMatter")
-m.add_tile_layer(
-    url="https://minio.carlboettiger.info/shared-data/mobi-tiles/grey/{z}/{x}/{y}.png",
-    name="Imperiled Species Richness (Greyscale)",
-    attribution="NatureServe",
-    opacity=0.99
-)
-m.add_pmtiles( public, name="Public", style=public_style, overlay=True, show=True, zoom_to_layer=False)
-m.add_pmtiles(private, name="Private", style=private_style, overlay=True, show=True, zoom_to_layer=False)
-m.add_pmtiles(tribal, name="Tribal", style=tribal_style, overlay=True, show=True, zoom_to_layer=False)
-m.add_pmtiles(mixed, name="Mixed", style=mixed_style, overlay=True, show=True, zoom_to_layer=False)
-m.add_pmtiles(tribal, name="tooltip", style=combined_style, overlay=True, show=True, zoom_to_layer=False)
-
-
-m.to_streamlit(height=900)
+
+thresholds = {
+    "fill-color": 
+                      ['case',
+                      ['<', ['get', 'richness'], low],
+                       red,
+                      ['>=', ['get', 'richness'], high],
+                       green,
+                       blue # default
+                       ],
+     "fill-opacity": 0.5
+    }
+
+bucket = {
+    "fill-color": 
+                      ['case',
+                      ['==', ['get', 'bucket'], 'public'],
+                       blue,
+                      ['==', ['get', 'bucket'], 'private'],
+                       red,
+                      ['==', ['get', 'bucket'], 'tribal'],
+                       purple,
+                       green # default (bucket == mixed)
+                       ],
+     "fill-opacity": 0.5
+    }
+
 # -
 
 
-## Tooltip layer -- hack
+
+# +
+import leafmap.foliumap as leafmap
+
+url = "https://data.source.coop/cboettig/pad-us-3/pad-mobi.pmtiles"
+
 style = {
     "version": 8,
     "sources": {
-        "public": {
-            "type": "vector",
-            "url": "pmtiles://" + public,
-            "attribution": "PMTiles"},
-        "tribal": {
-            "type": "vector",
-            "url": "pmtiles://" + tribal,
-            "attribution": "PMTiles"},
-        "private": {
+        "pad": {
             "type": "vector",
-            "url": "pmtiles://" + private,
-            "attribution": "PMTiles"},
-        "mixed": {
-            "type": "vector",
-            "url": "pmtiles://" + mixed,
-            "attribution": "PMTiles"}},
+            "url": "pmtiles://" + url,
+            "attribution": "US PAD v3"}},
     "layers": [{
-            "id": "mixed",
-            "source": "mixed",
-            "source-layer": "mixed_protected",
-            "type": "fill",
-            "paint": {"fill-color": green, "fill-opacity": 0.5}},
-        {
-            "id": "tribal",
-            "source": "tribal",
-            "source-layer": "tribal_protected",
-            "type": "fill",
-            "paint": {"fill-color": purple, "fill-opacity": 0.5}
-        },
-        {
             "id": "public",
-            "source": "public",
-            "source-layer": "public_protected",
+            "source": "pad",
+            "source-layer": "pad-mobi",
             "type": "fill",
-            "paint": {"fill-color": blue, "fill-opacity": 0.5}
-        },
-        {
-            "id": "private",
-            "source": "private",
-            "source-layer": "private_protected",
-            "type": "fill",
-            "paint": {"fill-color": red, "fill-opacity": 0.5}}]}
+            "paint": r
+        }]}
+m = leafmap.Map(center=[35, -100], zoom=3)
+#m.add_basemap("CartoDB.DarkMatter")
+m.add_pmtiles(url, name="Public", style=style, overlay=True, show=True, zoom_to_layer=False)
+#m.to_streamlit(height=900)
+m
 
 # +
-st.write("# MOBI Species Richness (Light theme)")
+import ibis
+from ibis import _
 
+t = ibis.read_parquet("https://data.source.coop/cboettig/pad-us-3/pad-mobi.parquet")
 
-# style = leafmap.pmtiles_style(url)  # Use default style
+# -
 
-m = leafmap.Map(center=[35, -100], zoom=4)
-m.add_basemap("Esri.WorldGrayCanvas")
-m.add_tile_layer(
-    url="https://minio.carlboettiger.info/shared-data/mobi-tiles/red/{z}/{x}/{y}.png",
-    name="MOBI",
-    attribution="NatureServe",
-    opacity=0.9
-)
-m.add_pmtiles(
-    tribal, name="PMTiles", style=style, overlay=True, show=True, zoom_to_layer=False
-)
+t.group_by(_.bucket).aggregate(mean = (_.richness * _.area).mean() / _.area.sum()).to_pandas()
 
-m.to_streamlit(height=900)
+t.group_by(_.bucket).aggregate(mean = (_.rsr * _.area).mean() / _.area.sum()).to_pandas()

chatmap.py

@@ -0,0 +1,41 @@
+import streamlit as st
+from openai import OpenAI
+
+st.title("ChatGPT-like clone")
+
+# Set OpenAI API key from Streamlit secrets
+client = OpenAI(api_key=st.secrets["OPENAI_API_KEY"])
+
+# Set a default model
+if "openai_model" not in st.session_state:
+    st.session_state["openai_model"] = "gpt-3.5-turbo"
+
+# Initialize chat history
+if "messages" not in st.session_state:
+    st.session_state.messages = []
+
+# Display chat messages from history on app rerun
+for message in st.session_state.messages:
+    with st.chat_message(message["role"]):
+        st.markdown(message["content"])
+
+# Accept user input
+if prompt := st.chat_input("What is up?"):
+    # Add user message to chat history
+    st.session_state.messages.append({"role": "user", "content": prompt})
+    # Display user message in chat message container
+    with st.chat_message("user"):
+        st.markdown(prompt)
+
+  # Display assistant response in chat message container
+    with st.chat_message("assistant"):
+        stream = client.chat.completions.create(
+            model=st.session_state["openai_model"],
+            messages=[
+                {"role": m["role"], "content": m["content"]}
+                for m in st.session_state.messages
+            ],
+            stream=True,
+        )
+        response = st.write_stream(stream)
+    st.session_state.messages.append({"role": "assistant", "content": response})