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cboettig commited on Oct 1, 2024

Commit

eafb777

1 Parent(s): 235c345

examples

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Files changed (1) hide show

explore.ipynb +713 -4

explore.ipynb CHANGED Viewed

@@ -229,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
    "id": "21dbc7c4-20e2-4422-ac21-cd50badcae58",
    "metadata": {},
    "outputs": [
@@ -260,6 +260,17 @@
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
@@ -333,12 +344,710 @@
     "import leafmap.maplibregl as leafmap\n",
     "\n",
     "m = leafmap.Map(style=\"positron\")\n",
-    "#m.add_gdf(la_2023.mutate(geom = _.geom.convert(\"epsg:3310\",\"epsg:4326\")).execute(),layer_type=\"fill\", name = \"la_2023\", paint = {\"fill-opacity\": 0.5})\n",
-    "#m.add_gdf(la_2024.mutate(geom = _.geom.convert(\"epsg:3310\",\"epsg:4326\")).execute(),layer_type=\"fill\", name = \"la_2024\", paint = {\"fill-opacity\": 0.5})\n",
     "m.add_gdf(diff.execute(),layer_type=\"fill\", name = \"diff\", paint = {\"fill-opacity\": 0.5})\n",
     "m.add_layer_control()\n",
     "m\n"
    ]
   }
  ],
  "metadata": {
@@ -357,7 +1066,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
   }
  },
  "nbformat": 4,

   },
   {
    "cell_type": "code",
+   "execution_count": 30,
    "id": "21dbc7c4-20e2-4422-ac21-cd50badcae58",
    "metadata": {},
    "outputs": [
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "ename": "InvalidInputException",
+     "evalue": "Invalid Input Error: Attempting to execute an unsuccessful or closed pending query result\nError: Catalog Error: Scalar Function with name st_make_valid does not exist!\nDid you mean \"ST_MakeValid\"?\nLINE 2: ...ACE TABLE t1 AS SELECT OBJECTID AS gid, st_make_valid(geom) AS geom, FROM st_r...\n                                                  ^",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mInvalidInputException\u001b[0m                     Traceback (most recent call last)",
+      "File \u001b[0;32m<timed exec>:13\u001b[0m\n",
+      "\u001b[0;31mInvalidInputException\u001b[0m: Invalid Input Error: Attempting to execute an unsuccessful or closed pending query result\nError: Catalog Error: Scalar Function with name st_make_valid does not exist!\nDid you mean \"ST_MakeValid\"?\nLINE 2: ...ACE TABLE t1 AS SELECT OBJECTID AS gid, st_make_valid(geom) AS geom, FROM st_r...\n                                                  ^"
+     ]
     }
    ],
    "source": [
     "import leafmap.maplibregl as leafmap\n",
     "\n",
     "m = leafmap.Map(style=\"positron\")\n",
     "m.add_gdf(diff.execute(),layer_type=\"fill\", name = \"diff\", paint = {\"fill-opacity\": 0.5})\n",
     "m.add_layer_control()\n",
     "m\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "72e833e6-0d7b-4508-a42d-cc7fc7df7c46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">r0 := DatabaseTable: ibis_read_parquet_3fotibldaretnd5wjeicmg4oli\n",
+       "  OBJECTID           int64\n",
+       "  cpad_ACCESS_TYP    string\n",
+       "  cpad_PARK_NAME     string\n",
+       "  cpad_MNG_AGENCY    string\n",
+       "  cpad_MNG_AG_LEV    string\n",
+       "  reGAP              int16\n",
+       "  Easement           int16\n",
+       "  TYPE               string\n",
+       "  CA_County_Name     string\n",
+       "  CA_Region_Name     string\n",
+       "  TerrMar            string\n",
+       "  CA_Ecoregion_Name  string\n",
+       "  ACCESS_TYP         string\n",
+       "  MNG_AGNCY          string\n",
+       "  MNG_AG_LEV         string\n",
+       "  UNIT_NAME          string\n",
+       "  DefaultSelection   string\n",
+       "  CA_Ecoregion_Acres float32\n",
+       "  CA_Region_Acres    float32\n",
+       "  CA_County_Acres    float32\n",
+       "  Acres              float32\n",
+       "  CA_Marine_Acres    float32\n",
+       "  Release_Year       int16\n",
+       "  mgmt_stack         string\n",
+       "  SHAPE              binary\n",
+       "  SHAPE_bbox         xmin: float32\n",
+       "  ymin: float32\n",
+       "  xmax: float32\n",
+       "  ymax: float32\n",
+       "\n",
+       "r1 := DatabaseTable: ibis_read_parquet_t3lw66szfrfcrj34bcr6dbmi64\n",
+       "  OBJECTID           int64\n",
+       "  cpad_ACCESS_TYP    string\n",
+       "  cpad_PARK_NAME     string\n",
+       "  cpad_MNG_AGENCY    string\n",
+       "  cpad_MNG_AG_LEV    string\n",
+       "  reGAP              int16\n",
+       "  Easement           int16\n",
+       "  TYPE               string\n",
+       "  CA_County_Name     string\n",
+       "  CA_Region_Name     string\n",
+       "  TerrMar            string\n",
+       "  CA_Ecoregion_Name  string\n",
+       "  ACCESS_TYP         string\n",
+       "  MNG_AGNCY          string\n",
+       "  MNG_AG_LEV         string\n",
+       "  UNIT_NAME          string\n",
+       "  DefaultSelection   string\n",
+       "  CA_Ecoregion_Acres float32\n",
+       "  CA_Region_Acres    float32\n",
+       "  CA_County_Acres    float32\n",
+       "  Acres              float32\n",
+       "  CA_Marine_Acres    float32\n",
+       "  Release_Year       int16\n",
+       "  mgmt_stack         string\n",
+       "  geom               binary\n",
+       "  SHAPE_bbox         xmax: float64\n",
+       "  xmin: float64\n",
+       "  ymax: float64\n",
+       "  ymin: float64\n",
+       "\n",
+       "r2 := Project[r1]\n",
+       "  OBJECTID: r1.OBJECTID\n",
+       "\n",
+       "r3 := Project[r0]\n",
+       "  OBJECTID:           r0.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r0.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r0.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r0.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r0.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r0.reGAP\n",
+       "  Easement:           r0.Easement\n",
+       "  TYPE:               r0.TYPE\n",
+       "  CA_County_Name:     r0.CA_County_Name\n",
+       "  CA_Region_Name:     r0.CA_Region_Name\n",
+       "  TerrMar:            r0.TerrMar\n",
+       "  CA_Ecoregion_Name:  r0.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r0.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r0.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r0.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r0.UNIT_NAME\n",
+       "  DefaultSelection:   r0.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r0.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r0.CA_Region_Acres\n",
+       "  CA_County_Acres:    r0.CA_County_Acres\n",
+       "  Acres:              r0.Acres\n",
+       "  CA_Marine_Acres:    r0.CA_Marine_Acres\n",
+       "  Release_Year:       r0.Release_Year\n",
+       "  mgmt_stack:         r0.mgmt_stack\n",
+       "  SHAPE:              Cast(r0.SHAPE, to=geospatial:geometry)\n",
+       "  SHAPE_bbox:         r0.SHAPE_bbox\n",
+       "\n",
+       "r4 := Project[r2]\n",
+       "  OBJECTID:    r2.OBJECTID\n",
+       "  established: 2024\n",
+       "\n",
+       "r5 := Project[r3]\n",
+       "  OBJECTID:           r3.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r3.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r3.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r3.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r3.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r3.reGAP\n",
+       "  Easement:           r3.Easement\n",
+       "  TYPE:               r3.TYPE\n",
+       "  CA_County_Name:     r3.CA_County_Name\n",
+       "  CA_Region_Name:     r3.CA_Region_Name\n",
+       "  TerrMar:            r3.TerrMar\n",
+       "  CA_Ecoregion_Name:  r3.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r3.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r3.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r3.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r3.UNIT_NAME\n",
+       "  DefaultSelection:   r3.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r3.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r3.CA_Region_Acres\n",
+       "  CA_County_Acres:    r3.CA_County_Acres\n",
+       "  Acres:              r3.Acres\n",
+       "  CA_Marine_Acres:    r3.CA_Marine_Acres\n",
+       "  Release_Year:       r3.Release_Year\n",
+       "  mgmt_stack:         r3.mgmt_stack\n",
+       "  SHAPE:              r3.SHAPE\n",
+       "  SHAPE_bbox:         r3.SHAPE_bbox\n",
+       "  area:               GeoArea(r3.SHAPE)\n",
+       "\n",
+       "r6 := JoinChain[r5]\n",
+       "  JoinLink[left, r4]\n",
+       "    r5.OBJECTID == r4.OBJECTID\n",
+       "  values:\n",
+       "    OBJECTID:           r5.OBJECTID\n",
+       "    cpad_ACCESS_TYP:    r5.cpad_ACCESS_TYP\n",
+       "    cpad_PARK_NAME:     r5.cpad_PARK_NAME\n",
+       "    cpad_MNG_AGENCY:    r5.cpad_MNG_AGENCY\n",
+       "    cpad_MNG_AG_LEV:    r5.cpad_MNG_AG_LEV\n",
+       "    reGAP:              r5.reGAP\n",
+       "    Easement:           r5.Easement\n",
+       "    TYPE:               r5.TYPE\n",
+       "    CA_County_Name:     r5.CA_County_Name\n",
+       "    CA_Region_Name:     r5.CA_Region_Name\n",
+       "    TerrMar:            r5.TerrMar\n",
+       "    CA_Ecoregion_Name:  r5.CA_Ecoregion_Name\n",
+       "    ACCESS_TYP:         r5.ACCESS_TYP\n",
+       "    MNG_AGNCY:          r5.MNG_AGNCY\n",
+       "    MNG_AG_LEV:         r5.MNG_AG_LEV\n",
+       "    UNIT_NAME:          r5.UNIT_NAME\n",
+       "    DefaultSelection:   r5.DefaultSelection\n",
+       "    CA_Ecoregion_Acres: r5.CA_Ecoregion_Acres\n",
+       "    CA_Region_Acres:    r5.CA_Region_Acres\n",
+       "    CA_County_Acres:    r5.CA_County_Acres\n",
+       "    Acres:              r5.Acres\n",
+       "    CA_Marine_Acres:    r5.CA_Marine_Acres\n",
+       "    Release_Year:       r5.Release_Year\n",
+       "    mgmt_stack:         r5.mgmt_stack\n",
+       "    SHAPE:              r5.SHAPE\n",
+       "    SHAPE_bbox:         r5.SHAPE_bbox\n",
+       "    area:               r5.area\n",
+       "    OBJECTID_right:     r4.OBJECTID\n",
+       "    established:        r4.established\n",
+       "\n",
+       "r7 := Project[r6]\n",
+       "  OBJECTID:           r6.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r6.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r6.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r6.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r6.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r6.reGAP\n",
+       "  Easement:           r6.Easement\n",
+       "  TYPE:               r6.TYPE\n",
+       "  CA_County_Name:     r6.CA_County_Name\n",
+       "  CA_Region_Name:     r6.CA_Region_Name\n",
+       "  TerrMar:            r6.TerrMar\n",
+       "  CA_Ecoregion_Name:  r6.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r6.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r6.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r6.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r6.UNIT_NAME\n",
+       "  DefaultSelection:   r6.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r6.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r6.CA_Region_Acres\n",
+       "  CA_County_Acres:    r6.CA_County_Acres\n",
+       "  Acres:              r6.Acres\n",
+       "  CA_Marine_Acres:    r6.CA_Marine_Acres\n",
+       "  Release_Year:       r6.Release_Year\n",
+       "  mgmt_stack:         r6.mgmt_stack\n",
+       "  SHAPE:              r6.SHAPE\n",
+       "  SHAPE_bbox:         r6.SHAPE_bbox\n",
+       "  area:               r6.area\n",
+       "  OBJECTID_right:     r6.OBJECTID_right\n",
+       "  established:        Coalesce([r6.established, 2023])\n",
+       "\n",
+       "Project[r7]\n",
+       "  OBJECTID:           r7.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r7.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r7.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r7.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r7.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r7.reGAP\n",
+       "  Easement:           r7.Easement\n",
+       "  TYPE:               r7.TYPE\n",
+       "  CA_County_Name:     r7.CA_County_Name\n",
+       "  CA_Region_Name:     r7.CA_Region_Name\n",
+       "  TerrMar:            r7.TerrMar\n",
+       "  CA_Ecoregion_Name:  r7.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r7.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r7.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r7.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r7.UNIT_NAME\n",
+       "  DefaultSelection:   r7.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r7.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r7.CA_Region_Acres\n",
+       "  CA_County_Acres:    r7.CA_County_Acres\n",
+       "  Acres:              r7.Acres\n",
+       "  CA_Marine_Acres:    r7.CA_Marine_Acres\n",
+       "  Release_Year:       r7.Release_Year\n",
+       "  mgmt_stack:         r7.mgmt_stack\n",
+       "  SHAPE:              GeoConvert(r7.SHAPE, source='epsg:3310', target='epsg:4326')\n",
+       "  SHAPE_bbox:         r7.SHAPE_bbox\n",
+       "  area:               r7.area\n",
+       "  OBJECTID_right:     r7.OBJECTID_right\n",
+       "  established:        r7.established\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "r0 := DatabaseTable: ibis_read_parquet_3fotibldaretnd5wjeicmg4oli\n",
+       "  OBJECTID           int64\n",
+       "  cpad_ACCESS_TYP    string\n",
+       "  cpad_PARK_NAME     string\n",
+       "  cpad_MNG_AGENCY    string\n",
+       "  cpad_MNG_AG_LEV    string\n",
+       "  reGAP              int16\n",
+       "  Easement           int16\n",
+       "  TYPE               string\n",
+       "  CA_County_Name     string\n",
+       "  CA_Region_Name     string\n",
+       "  TerrMar            string\n",
+       "  CA_Ecoregion_Name  string\n",
+       "  ACCESS_TYP         string\n",
+       "  MNG_AGNCY          string\n",
+       "  MNG_AG_LEV         string\n",
+       "  UNIT_NAME          string\n",
+       "  DefaultSelection   string\n",
+       "  CA_Ecoregion_Acres float32\n",
+       "  CA_Region_Acres    float32\n",
+       "  CA_County_Acres    float32\n",
+       "  Acres              float32\n",
+       "  CA_Marine_Acres    float32\n",
+       "  Release_Year       int16\n",
+       "  mgmt_stack         string\n",
+       "  SHAPE              binary\n",
+       "  SHAPE_bbox         xmin: float32\n",
+       "  ymin: float32\n",
+       "  xmax: float32\n",
+       "  ymax: float32\n",
+       "\n",
+       "r1 := DatabaseTable: ibis_read_parquet_t3lw66szfrfcrj34bcr6dbmi64\n",
+       "  OBJECTID           int64\n",
+       "  cpad_ACCESS_TYP    string\n",
+       "  cpad_PARK_NAME     string\n",
+       "  cpad_MNG_AGENCY    string\n",
+       "  cpad_MNG_AG_LEV    string\n",
+       "  reGAP              int16\n",
+       "  Easement           int16\n",
+       "  TYPE               string\n",
+       "  CA_County_Name     string\n",
+       "  CA_Region_Name     string\n",
+       "  TerrMar            string\n",
+       "  CA_Ecoregion_Name  string\n",
+       "  ACCESS_TYP         string\n",
+       "  MNG_AGNCY          string\n",
+       "  MNG_AG_LEV         string\n",
+       "  UNIT_NAME          string\n",
+       "  DefaultSelection   string\n",
+       "  CA_Ecoregion_Acres float32\n",
+       "  CA_Region_Acres    float32\n",
+       "  CA_County_Acres    float32\n",
+       "  Acres              float32\n",
+       "  CA_Marine_Acres    float32\n",
+       "  Release_Year       int16\n",
+       "  mgmt_stack         string\n",
+       "  geom               binary\n",
+       "  SHAPE_bbox         xmax: float64\n",
+       "  xmin: float64\n",
+       "  ymax: float64\n",
+       "  ymin: float64\n",
+       "\n",
+       "r2 := Project[r1]\n",
+       "  OBJECTID: r1.OBJECTID\n",
+       "\n",
+       "r3 := Project[r0]\n",
+       "  OBJECTID:           r0.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r0.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r0.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r0.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r0.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r0.reGAP\n",
+       "  Easement:           r0.Easement\n",
+       "  TYPE:               r0.TYPE\n",
+       "  CA_County_Name:     r0.CA_County_Name\n",
+       "  CA_Region_Name:     r0.CA_Region_Name\n",
+       "  TerrMar:            r0.TerrMar\n",
+       "  CA_Ecoregion_Name:  r0.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r0.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r0.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r0.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r0.UNIT_NAME\n",
+       "  DefaultSelection:   r0.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r0.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r0.CA_Region_Acres\n",
+       "  CA_County_Acres:    r0.CA_County_Acres\n",
+       "  Acres:              r0.Acres\n",
+       "  CA_Marine_Acres:    r0.CA_Marine_Acres\n",
+       "  Release_Year:       r0.Release_Year\n",
+       "  mgmt_stack:         r0.mgmt_stack\n",
+       "  SHAPE:              Cast(r0.SHAPE, to=geospatial:geometry)\n",
+       "  SHAPE_bbox:         r0.SHAPE_bbox\n",
+       "\n",
+       "r4 := Project[r2]\n",
+       "  OBJECTID:    r2.OBJECTID\n",
+       "  established: 2024\n",
+       "\n",
+       "r5 := Project[r3]\n",
+       "  OBJECTID:           r3.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r3.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r3.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r3.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r3.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r3.reGAP\n",
+       "  Easement:           r3.Easement\n",
+       "  TYPE:               r3.TYPE\n",
+       "  CA_County_Name:     r3.CA_County_Name\n",
+       "  CA_Region_Name:     r3.CA_Region_Name\n",
+       "  TerrMar:            r3.TerrMar\n",
+       "  CA_Ecoregion_Name:  r3.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r3.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r3.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r3.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r3.UNIT_NAME\n",
+       "  DefaultSelection:   r3.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r3.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r3.CA_Region_Acres\n",
+       "  CA_County_Acres:    r3.CA_County_Acres\n",
+       "  Acres:              r3.Acres\n",
+       "  CA_Marine_Acres:    r3.CA_Marine_Acres\n",
+       "  Release_Year:       r3.Release_Year\n",
+       "  mgmt_stack:         r3.mgmt_stack\n",
+       "  SHAPE:              r3.SHAPE\n",
+       "  SHAPE_bbox:         r3.SHAPE_bbox\n",
+       "  area:               GeoArea(r3.SHAPE)\n",
+       "\n",
+       "r6 := JoinChain[r5]\n",
+       "  JoinLink[left, r4]\n",
+       "    r5.OBJECTID == r4.OBJECTID\n",
+       "  values:\n",
+       "    OBJECTID:           r5.OBJECTID\n",
+       "    cpad_ACCESS_TYP:    r5.cpad_ACCESS_TYP\n",
+       "    cpad_PARK_NAME:     r5.cpad_PARK_NAME\n",
+       "    cpad_MNG_AGENCY:    r5.cpad_MNG_AGENCY\n",
+       "    cpad_MNG_AG_LEV:    r5.cpad_MNG_AG_LEV\n",
+       "    reGAP:              r5.reGAP\n",
+       "    Easement:           r5.Easement\n",
+       "    TYPE:               r5.TYPE\n",
+       "    CA_County_Name:     r5.CA_County_Name\n",
+       "    CA_Region_Name:     r5.CA_Region_Name\n",
+       "    TerrMar:            r5.TerrMar\n",
+       "    CA_Ecoregion_Name:  r5.CA_Ecoregion_Name\n",
+       "    ACCESS_TYP:         r5.ACCESS_TYP\n",
+       "    MNG_AGNCY:          r5.MNG_AGNCY\n",
+       "    MNG_AG_LEV:         r5.MNG_AG_LEV\n",
+       "    UNIT_NAME:          r5.UNIT_NAME\n",
+       "    DefaultSelection:   r5.DefaultSelection\n",
+       "    CA_Ecoregion_Acres: r5.CA_Ecoregion_Acres\n",
+       "    CA_Region_Acres:    r5.CA_Region_Acres\n",
+       "    CA_County_Acres:    r5.CA_County_Acres\n",
+       "    Acres:              r5.Acres\n",
+       "    CA_Marine_Acres:    r5.CA_Marine_Acres\n",
+       "    Release_Year:       r5.Release_Year\n",
+       "    mgmt_stack:         r5.mgmt_stack\n",
+       "    SHAPE:              r5.SHAPE\n",
+       "    SHAPE_bbox:         r5.SHAPE_bbox\n",
+       "    area:               r5.area\n",
+       "    OBJECTID_right:     r4.OBJECTID\n",
+       "    established:        r4.established\n",
+       "\n",
+       "r7 := Project[r6]\n",
+       "  OBJECTID:           r6.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r6.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r6.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r6.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r6.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r6.reGAP\n",
+       "  Easement:           r6.Easement\n",
+       "  TYPE:               r6.TYPE\n",
+       "  CA_County_Name:     r6.CA_County_Name\n",
+       "  CA_Region_Name:     r6.CA_Region_Name\n",
+       "  TerrMar:            r6.TerrMar\n",
+       "  CA_Ecoregion_Name:  r6.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r6.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r6.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r6.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r6.UNIT_NAME\n",
+       "  DefaultSelection:   r6.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r6.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r6.CA_Region_Acres\n",
+       "  CA_County_Acres:    r6.CA_County_Acres\n",
+       "  Acres:              r6.Acres\n",
+       "  CA_Marine_Acres:    r6.CA_Marine_Acres\n",
+       "  Release_Year:       r6.Release_Year\n",
+       "  mgmt_stack:         r6.mgmt_stack\n",
+       "  SHAPE:              r6.SHAPE\n",
+       "  SHAPE_bbox:         r6.SHAPE_bbox\n",
+       "  area:               r6.area\n",
+       "  OBJECTID_right:     r6.OBJECTID_right\n",
+       "  established:        Coalesce([r6.established, 2023])\n",
+       "\n",
+       "Project[r7]\n",
+       "  OBJECTID:           r7.OBJECTID\n",
+       "  cpad_ACCESS_TYP:    r7.cpad_ACCESS_TYP\n",
+       "  cpad_PARK_NAME:     r7.cpad_PARK_NAME\n",
+       "  cpad_MNG_AGENCY:    r7.cpad_MNG_AGENCY\n",
+       "  cpad_MNG_AG_LEV:    r7.cpad_MNG_AG_LEV\n",
+       "  reGAP:              r7.reGAP\n",
+       "  Easement:           r7.Easement\n",
+       "  TYPE:               r7.TYPE\n",
+       "  CA_County_Name:     r7.CA_County_Name\n",
+       "  CA_Region_Name:     r7.CA_Region_Name\n",
+       "  TerrMar:            r7.TerrMar\n",
+       "  CA_Ecoregion_Name:  r7.CA_Ecoregion_Name\n",
+       "  ACCESS_TYP:         r7.ACCESS_TYP\n",
+       "  MNG_AGNCY:          r7.MNG_AGNCY\n",
+       "  MNG_AG_LEV:         r7.MNG_AG_LEV\n",
+       "  UNIT_NAME:          r7.UNIT_NAME\n",
+       "  DefaultSelection:   r7.DefaultSelection\n",
+       "  CA_Ecoregion_Acres: r7.CA_Ecoregion_Acres\n",
+       "  CA_Region_Acres:    r7.CA_Region_Acres\n",
+       "  CA_County_Acres:    r7.CA_County_Acres\n",
+       "  Acres:              r7.Acres\n",
+       "  CA_Marine_Acres:    r7.CA_Marine_Acres\n",
+       "  Release_Year:       r7.Release_Year\n",
+       "  mgmt_stack:         r7.mgmt_stack\n",
+       "  SHAPE:              GeoConvert(r7.SHAPE, source='epsg:3310', target='epsg:4326')\n",
+       "  SHAPE_bbox:         r7.SHAPE_bbox\n",
+       "  area:               r7.area\n",
+       "  OBJECTID_right:     r7.OBJECTID_right\n",
+       "  established:        r7.established"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ca"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "7c9344b1-bbde-4c5a-b2cc-6e4a32bfb8cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import leafmap.maplibregl as leafmap\n",
+    "import ibis\n",
+    "from ibis import _\n",
+    "ca_parquet = \"ca_areas.parquet\"\n",
+    "\n",
+    "con = ibis.duckdb.connect()\n",
+    "new2024 = (con\n",
+    "      .read_parquet(\"new2024.parquet\")\n",
+    "      .select(\"OBJECTID\")\n",
+    "      .mutate(established = 2024)\n",
+    "     )\n",
+    "\n",
+    "ca = (con\n",
+    "      .read_parquet(ca_parquet)\n",
+    "      .cast({\"SHAPE\": \"geometry\"})\n",
+    "      .mutate(area = _.SHAPE.area())\n",
+    "      .filter(_.reGAP < 3)\n",
+    "      .left_join(new2024, \"OBJECTID\")\n",
+    "      .mutate(established=_.established.fill_null(2023))\n",
+    "      .mutate(geom = _.SHAPE.convert(\"epsg:3310\",\"epsg:4326\"))\n",
+    "      .rename(name = \"UNIT_NAME\", access_type = \"ACCESS_TYP\", manager = \"MNG_AGNCY\", manager_type = \"MNG_AG_LEV\", id = \"OBJECTID\")\n",
+    "      .select(_.established, _.reGAP, _.name, _.access_type, _.manager, _.manager_type, _.Easement, _.Acres, _.id,  _.geom)\n",
+    "     )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "6f3df8c1-a603-4dd5-be84-8deaae928d0a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>manager_type</th>\n",
+       "      <th>area</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Non Profit</td>\n",
+       "      <td>458009.641083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Federal</td>\n",
+       "      <td>158633.082092</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>State</td>\n",
+       "      <td>106750.540298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Special District</td>\n",
+       "      <td>94705.677739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>County</td>\n",
+       "      <td>15834.462494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Unknown</td>\n",
+       "      <td>8292.326221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>City</td>\n",
+       "      <td>2773.695034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Private</td>\n",
+       "      <td>42.579013</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Home Owners Association</td>\n",
+       "      <td>39.521428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Joint Powers Authority (JPA)</td>\n",
+       "      <td>11.565516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Government</td>\n",
+       "      <td>4.377818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Local Government</td>\n",
+       "      <td>0.029984</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    manager_type           area\n",
+       "0                     Non Profit  458009.641083\n",
+       "1                        Federal  158633.082092\n",
+       "2                          State  106750.540298\n",
+       "3               Special District   94705.677739\n",
+       "4                         County   15834.462494\n",
+       "5                        Unknown    8292.326221\n",
+       "6                           City    2773.695034\n",
+       "7                        Private      42.579013\n",
+       "8        Home Owners Association      39.521428\n",
+       "9   Joint Powers Authority (JPA)      11.565516\n",
+       "10                    Government       4.377818\n",
+       "11              Local Government       0.029984"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# compute some summary tables:\n",
+    "(ca\n",
+    " .filter(_.established == 2024)\n",
+    " .group_by(_.manager_type)\n",
+    " .agg(area = _.Acres.sum())\n",
+    " .order_by(_.area.desc())\n",
+    " .execute()\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "fa06abe4-b3fc-4b75-bce0-d1df1b3ad9fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gdf = ca.filter(_.manager_type == \"State\").execute()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "c62854f6-1456-4207-8c69-53af17970102",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3da2341d220f4240990fe9d2e72a05f4",
+       "version_major": 2,
+       "version_minor": 1
+      },
+      "text/plain": [
+       "Map(height='600px', map_options={'bearing': 0, 'center': (0, 20), 'pitch': 0, 'style': 'https://basemaps.carto…"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "established = {'property': 'established',\n",
+    "               'type': 'categorical',\n",
+    "               'stops': [\n",
+    "                   [2023, \"#26542C80\"], \n",
+    "                   [2024, \"#F3AB3D80\"]]\n",
+    "              }\n",
+    "gap = {\n",
+    "        'property': 'reGAP',\n",
+    "        'type': 'categorical',\n",
+    "        'stops': [\n",
+    "            [1, \"#26633d\"],\n",
+    "            [2, \"#879647\"],\n",
+    "            [3, \"#BBBBBB\"],\n",
+    "            [4, \"#F8F8F8\"]]\n",
+    "        }\n",
+    "paint = {\"fill-color\": established}\n",
+    "\n",
+    "m = leafmap.Map(style=\"positron\")\n",
+    "m.add_gdf(gdf,layer_type=\"fill\", name = \"CA 30x30\", paint = paint)\n",
+    "m.add_layer_control()\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "41e73ac8-4612-49d9-9f59-b09ac0717c6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
   }
  ],
  "metadata": {
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,