diff --git a/nyc_buildings/anaconda-project-lock.yml b/nyc_buildings/anaconda-project-lock.yml
index 99388b79..f484ba4a 100644
--- a/nyc_buildings/anaconda-project-lock.yml
+++ b/nyc_buildings/anaconda-project-lock.yml
@@ -17,7 +17,7 @@ locking_enabled: true
 env_specs:
   default:
     locked: true
-    env_spec_hash: f6203833a0e597b73341645f29089cf011339a66
+    env_spec_hash: 62ebc79785b27d14412d11cf046a55125e53d335
     platforms:
     - linux-64
     - osx-64
@@ -32,7 +32,7 @@ env_specs:
       - attrs=24.2.0=pyh71513ae_0
       - beautifulsoup4=4.12.3=pyha770c72_0
       - bleach=6.1.0=pyhd8ed1ab_0
-      - bokeh=3.4.2=pyhd8ed1ab_0
+      - bokeh=3.5.1=pyhd8ed1ab_0
       - cached-property=1.5.2=hd8ed1ab_1
       - cached_property=1.5.2=pyha770c72_1
       - certifi=2024.7.4=pyhd8ed1ab_0
@@ -95,7 +95,7 @@ env_specs:
       - overrides=7.7.0=pyhd8ed1ab_0
       - packaging=24.1=pyhd8ed1ab_0
       - pandocfilters=1.5.0=pyhd8ed1ab_0
-      - panel=1.4.5=pyhd8ed1ab_0
+      - panel=1.5.0b5=py_0
       - param=2.1.1=pyhff2d567_0
       - parso=0.8.4=pyhd8ed1ab_0
       - partd=1.4.2=pyhd8ed1ab_0
@@ -128,14 +128,14 @@ env_specs:
       - sniffio=1.3.1=pyhd8ed1ab_0
       - sortedcontainers=2.4.0=pyhd8ed1ab_0
       - soupsieve=2.5=pyhd8ed1ab_1
-      - spatialpandas=0.4.10=pyhd8ed1ab_1
+      - spatialpandas=0.5.0a1=py_0
       - stack_data=0.6.2=pyhd8ed1ab_0
       - tblib=3.0.0=pyhd8ed1ab_0
       - tinycss2=1.3.0=pyhd8ed1ab_0
       - toolz=0.12.1=pyhd8ed1ab_0
       - tqdm=4.66.5=pyhd8ed1ab_0
       - traitlets=5.14.3=pyhd8ed1ab_0
-      - types-python-dateutil=2.9.0.20240316=pyhd8ed1ab_0
+      - types-python-dateutil=2.9.0.20240821=pyhd8ed1ab_0
       - typing-extensions=4.12.2=hd8ed1ab_0
       - typing_extensions=4.12.2=pyha770c72_0
       - typing_utils=0.1.0=pyhd8ed1ab_0
@@ -173,13 +173,18 @@ env_specs:
       - aws-c-compression=0.2.18=h038f3f9_10
       - aws-c-event-stream=0.4.3=h570d160_0
       - aws-c-http=0.8.7=ha1f794c_4
-      - aws-c-io=0.14.18=h0040ed1_5
+      - aws-c-io=0.14.18=hf5b9b93_6
       - aws-c-mqtt=0.10.4=hc14a930_17
       - aws-c-s3=0.6.4=h558cea2_8
       - aws-c-sdkutils=0.1.19=h038f3f9_2
       - aws-checksums=0.1.18=h038f3f9_10
       - aws-crt-cpp=0.27.5=h6e4e78f_8
       - aws-sdk-cpp=1.11.379=hce093eb_4
+      - azure-core-cpp=1.13.0=h935415a_0
+      - azure-identity-cpp=1.8.0=hd126650_2
+      - azure-storage-blobs-cpp=12.12.0=hd2e3451_0
+      - azure-storage-common-cpp=12.7.0=h10ac4d7_1
+      - azure-storage-files-datalake-cpp=12.11.0=h325d260_1
       - brotli-bin=1.1.0=hd590300_1
       - brotli-python=1.1.0=py311hb755f60_1
       - brotli=1.1.0=hd590300_1
@@ -205,13 +210,10 @@ env_specs:
       - ld_impl_linux-64=2.40=hf3520f5_7
       - lerc=4.0.0=h27087fc_0
       - libabseil=20240116.2=cxx17_he02047a_1
-      - libarrow-acero=14.0.2=h44f6110_36_cpu
-      - libarrow-dataset=14.0.2=h44f6110_36_cpu
-      - libarrow-flight-sql=14.0.2=h61825be_36_cpu
-      - libarrow-flight=14.0.2=h55b8332_36_cpu
-      - libarrow-gandiva=14.0.2=hfcb4b9d_36_cpu
-      - libarrow-substrait=14.0.2=h61825be_36_cpu
-      - libarrow=14.0.2=hf4c2b5f_36_cpu
+      - libarrow-acero=17.0.0=he02047a_8_cpu
+      - libarrow-dataset=17.0.0=he02047a_8_cpu
+      - libarrow-substrait=17.0.0=hc9a23c6_8_cpu
+      - libarrow=17.0.0=h8756180_8_cpu
       - libblas=3.9.0=23_linux64_openblas
       - libbrotlicommon=1.1.0=hd590300_1
       - libbrotlidec=1.1.0=hd590300_1
@@ -236,12 +238,10 @@ env_specs:
       - libjpeg-turbo=3.0.0=hd590300_1
       - liblapack=3.9.0=23_linux64_openblas
       - libllvm14=14.0.6=hcd5def8_4
-      - libllvm15=15.0.7=hb3ce162_4
       - libnghttp2=1.58.0=h47da74e_1
-      - libnl=3.10.0=h4bc722e_0
       - libnsl=2.0.1=hd590300_0
       - libopenblas=0.3.27=pthreads_hac2b453_1
-      - libparquet=14.0.2=h7ca84d5_36_cpu
+      - libparquet=17.0.0=haa1307c_8_cpu
       - libpng=1.6.43=h2797004_0
       - libprotobuf=4.25.3=h08a7969_0
       - libre2-11=2023.09.01=h5a48ba9_2
@@ -266,7 +266,7 @@ env_specs:
       - msgpack-python=1.0.8=py311h52f7536_0
       - ncurses=6.5=h59595ed_0
       - numba=0.60.0=py311h4bc866e_0
-      - numpy=1.26.4=py311h64a7726_0
+      - numpy=2.0.1=py311hed25524_0
       - openjpeg=2.5.2=h488ebb8_0
       - openssl=3.3.1=h4bc722e_2
       - orc=2.0.2=h669347b_0
@@ -274,23 +274,22 @@ env_specs:
       - pillow=10.4.0=py311h82a398c_0
       - psutil=6.0.0=py311h331c9d8_0
       - pthread-stubs=0.4=h36c2ea0_1001
-      - pyarrow=14.0.2=py311h02bbc4d_36_cpu
+      - pyarrow-core=17.0.0=py311h4510849_1_cpu
+      - pyarrow=17.0.0=py311hbd00459_1
       - python=3.11.9=hb806964_0_cpython
       - pyyaml=6.0.2=py311h61187de_0
       - pyzmq=26.1.1=py311h759c1eb_0
       - qhull=2020.2=h434a139_5
-      - rdma-core=53.0=he02047a_0
       - re2=2023.09.01=h7f4b329_2
       - readline=8.2=h8228510_1
       - rpds-py=0.20.0=py311hb3a8bbb_0
-      - s2n=1.5.0=h3400bea_0
+      - s2n=1.5.1=h3400bea_0
       - scipy=1.14.0=py311h0a5b728_2
       - send2trash=1.8.3=pyh0d859eb_0
       - snappy=1.2.1=ha2e4443_0
       - terminado=0.18.1=pyh0d859eb_0
       - tk=8.6.13=noxft_h4845f30_101
       - tornado=6.4.1=py311h331c9d8_0
-      - ucx=1.16.0=h209287a_5
       - xorg-libxau=1.0.11=hd590300_0
       - xorg-libxdmcp=1.1.3=h7f98852_0
       - xz=5.2.6=h166bdaf_0
@@ -306,13 +305,18 @@ env_specs:
       - aws-c-compression=0.2.18=hf37c103_10
       - aws-c-event-stream=0.4.3=h324d61a_0
       - aws-c-http=0.8.7=h3c4ec21_4
-      - aws-c-io=0.14.18=hdc1c6f6_5
+      - aws-c-io=0.14.18=hf47059d_6
       - aws-c-mqtt=0.10.4=h93740dc_17
       - aws-c-s3=0.6.4=hd06a241_8
       - aws-c-sdkutils=0.1.19=hf37c103_2
       - aws-checksums=0.1.18=hf37c103_10
       - aws-crt-cpp=0.27.5=h86f4b9d_8
       - aws-sdk-cpp=1.11.379=h436fb98_4
+      - azure-core-cpp=1.13.0=hf8dbe3c_0
+      - azure-identity-cpp=1.8.0=h60298e3_2
+      - azure-storage-blobs-cpp=12.12.0=h646f05d_0
+      - azure-storage-common-cpp=12.7.0=hf91904f_1
+      - azure-storage-files-datalake-cpp=12.11.0=h14965f0_1
       - brotli-bin=1.1.0=h0dc2134_1
       - brotli-python=1.1.0=py311hdf8f085_1
       - brotli=1.1.0=h0dc2134_1
@@ -335,13 +339,10 @@ env_specs:
       - lcms2=2.16=ha2f27b4_0
       - lerc=4.0.0=hb486fe8_0
       - libabseil=20240116.2=cxx17_hf036a51_1
-      - libarrow-acero=14.0.2=h5768557_36_cpu
-      - libarrow-dataset=14.0.2=h5768557_36_cpu
-      - libarrow-flight-sql=14.0.2=h35165ce_36_cpu
-      - libarrow-flight=14.0.2=h0503de3_36_cpu
-      - libarrow-gandiva=14.0.2=hde8f4f9_36_cpu
-      - libarrow-substrait=14.0.2=h35165ce_36_cpu
-      - libarrow=14.0.2=hc6a3794_36_cpu
+      - libarrow-acero=17.0.0=hac325c4_8_cpu
+      - libarrow-dataset=17.0.0=hac325c4_8_cpu
+      - libarrow-substrait=17.0.0=hba007a9_8_cpu
+      - libarrow=17.0.0=h2952479_8_cpu
       - libblas=3.9.0=22_osx64_openblas
       - libbrotlicommon=1.1.0=h0dc2134_1
       - libbrotlidec=1.1.0=h0dc2134_1
@@ -365,10 +366,9 @@ env_specs:
       - libjpeg-turbo=3.0.0=h0dc2134_1
       - liblapack=3.9.0=22_osx64_openblas
       - libllvm14=14.0.6=hc8e404f_4
-      - libllvm15=15.0.7=hbedff68_4
       - libnghttp2=1.58.0=h64cf6d3_1
       - libopenblas=0.3.27=openmp_h8869122_1
-      - libparquet=14.0.2=h8561e2e_36_cpu
+      - libparquet=17.0.0=hf1b0f52_8_cpu
       - libpng=1.6.43=h92b6c6a_0
       - libprotobuf=4.25.3=h4e4d658_0
       - libre2-11=2023.09.01=h81f5012_2
@@ -391,7 +391,7 @@ env_specs:
       - msgpack-python=1.0.8=py311h46c8309_0
       - ncurses=6.5=h5846eda_0
       - numba=0.60.0=py311h0e5bd6a_0
-      - numpy=1.26.4=py311hc43a94b_0
+      - numpy=2.0.1=py311hc11d9cb_0
       - openjpeg=2.5.2=h7310d3a_0
       - openssl=3.3.1=h87427d6_2
       - orc=2.0.2=h22b2039_0
@@ -399,7 +399,8 @@ env_specs:
       - pillow=10.4.0=py311h2755ac0_0
       - psutil=6.0.0=py311h72ae277_0
       - pthread-stubs=0.4=hc929b4f_1001
-      - pyarrow=14.0.2=py311h23c41e2_36_cpu
+      - pyarrow-core=17.0.0=py311h073f6b9_1_cpu
+      - pyarrow=17.0.0=py311he764780_1
       - pyobjc-core=10.3.1=py311h9d23797_0
       - pyobjc-framework-cocoa=10.3.1=py311h9d23797_0
       - python=3.11.9=h657bba9_0_cpython
@@ -428,13 +429,18 @@ env_specs:
       - aws-c-compression=0.2.18=h85401af_10
       - aws-c-event-stream=0.4.3=h79ff00d_0
       - aws-c-http=0.8.7=h1b11e57_4
-      - aws-c-io=0.14.18=ha1b8718_5
+      - aws-c-io=0.14.18=h43341e6_6
       - aws-c-mqtt=0.10.4=h64da278_17
       - aws-c-s3=0.6.4=h3f26dbc_8
       - aws-c-sdkutils=0.1.19=h85401af_2
       - aws-checksums=0.1.18=h85401af_10
       - aws-crt-cpp=0.27.5=h9ad2824_8
       - aws-sdk-cpp=1.11.379=he1fd2e6_4
+      - azure-core-cpp=1.13.0=hd01fc5c_0
+      - azure-identity-cpp=1.8.0=h13ea094_2
+      - azure-storage-blobs-cpp=12.12.0=hfde595f_0
+      - azure-storage-common-cpp=12.7.0=hcf3b6fd_1
+      - azure-storage-files-datalake-cpp=12.11.0=h082e32e_1
       - brotli-bin=1.1.0=hb547adb_1
       - brotli-python=1.1.0=py311ha891d26_1
       - brotli=1.1.0=hb547adb_1
@@ -457,13 +463,10 @@ env_specs:
       - lcms2=2.16=ha0e7c42_0
       - lerc=4.0.0=h9a09cb3_0
       - libabseil=20240116.2=cxx17_h00cdb27_1
-      - libarrow-acero=14.0.2=h7f2d090_36_cpu
-      - libarrow-dataset=14.0.2=h7f2d090_36_cpu
-      - libarrow-flight-sql=14.0.2=hb50bbf7_36_cpu
-      - libarrow-flight=14.0.2=h995e30c_36_cpu
-      - libarrow-gandiva=14.0.2=h854e664_36_cpu
-      - libarrow-substrait=14.0.2=hfe31399_36_cpu
-      - libarrow=14.0.2=h8efe538_36_cpu
+      - libarrow-acero=17.0.0=hf9b8971_8_cpu
+      - libarrow-dataset=17.0.0=hf9b8971_8_cpu
+      - libarrow-substrait=17.0.0=hbf8b706_8_cpu
+      - libarrow=17.0.0=h009215e_8_cpu
       - libblas=3.9.0=23_osxarm64_openblas
       - libbrotlicommon=1.1.0=hb547adb_1
       - libbrotlidec=1.1.0=hb547adb_1
@@ -487,10 +490,9 @@ env_specs:
       - libjpeg-turbo=3.0.0=hb547adb_1
       - liblapack=3.9.0=23_osxarm64_openblas
       - libllvm14=14.0.6=hd1a9a77_4
-      - libllvm15=15.0.7=h2621b3d_4
       - libnghttp2=1.58.0=ha4dd798_1
       - libopenblas=0.3.27=openmp_h517c56d_1
-      - libparquet=14.0.2=h6f59842_36_cpu
+      - libparquet=17.0.0=hf0ba9ef_8_cpu
       - libpng=1.6.43=h091b4b1_0
       - libprotobuf=4.25.3=hbfab5d5_0
       - libre2-11=2023.09.01=h7b2c953_2
@@ -513,7 +515,7 @@ env_specs:
       - msgpack-python=1.0.8=py311h6bde47b_0
       - ncurses=6.5=hb89a1cb_0
       - numba=0.60.0=py311h9506ed5_0
-      - numpy=1.26.4=py311h7125741_0
+      - numpy=2.0.1=py311h4268184_0
       - openjpeg=2.5.2=h9f1df11_0
       - openssl=3.3.1=hfb2fe0b_2
       - orc=2.0.2=h75dedd0_0
@@ -521,7 +523,8 @@ env_specs:
       - pillow=10.4.0=py311hd7951ec_0
       - psutil=6.0.0=py311hd3f4193_0
       - pthread-stubs=0.4=h27ca646_1001
-      - pyarrow=14.0.2=py311h3f64028_36_cpu
+      - pyarrow-core=17.0.0=py311he42f270_1_cpu
+      - pyarrow=17.0.0=py311h35c05fe_1
       - pyobjc-core=10.3.1=py311h5f135c3_0
       - pyobjc-framework-cocoa=10.3.1=py311h5f135c3_0
       - python=3.11.9=h932a869_0_cpython
@@ -550,7 +553,7 @@ env_specs:
       - aws-c-compression=0.2.18=ha1e9ad3_10
       - aws-c-event-stream=0.4.3=hf2a634e_0
       - aws-c-http=0.8.7=h6bd9195_4
-      - aws-c-io=0.14.18=h8d4122e_5
+      - aws-c-io=0.14.18=h8d4122e_6
       - aws-c-mqtt=0.10.4=h827f298_17
       - aws-c-s3=0.6.4=h21392f2_8
       - aws-c-sdkutils=0.1.19=ha1e9ad3_2
@@ -580,13 +583,10 @@ env_specs:
       - lcms2=2.16=h67d730c_0
       - lerc=4.0.0=h63175ca_0
       - libabseil=20240116.2=cxx17_he0c23c2_1
-      - libarrow-acero=14.0.2=he0c23c2_36_cpu
-      - libarrow-dataset=14.0.2=he0c23c2_36_cpu
-      - libarrow-flight-sql=14.0.2=hdeef14f_36_cpu
-      - libarrow-flight=14.0.2=ha7f4a34_36_cpu
-      - libarrow-gandiva=14.0.2=hba364fa_36_cpu
-      - libarrow-substrait=14.0.2=h1f0e801_36_cpu
-      - libarrow=14.0.2=h6dbbc05_36_cpu
+      - libarrow-acero=17.0.0=he0c23c2_8_cpu
+      - libarrow-dataset=17.0.0=he0c23c2_8_cpu
+      - libarrow-substrait=17.0.0=h1f0e801_8_cpu
+      - libarrow=17.0.0=h6e8cf4f_8_cpu
       - libblas=3.9.0=23_win64_mkl
       - libbrotlicommon=1.1.0=hcfcfb64_1
       - libbrotlidec=1.1.0=hcfcfb64_1
@@ -605,7 +605,7 @@ env_specs:
       - libiconv=1.17=hcfcfb64_2
       - libjpeg-turbo=3.0.0=hcfcfb64_1
       - liblapack=3.9.0=23_win64_mkl
-      - libparquet=14.0.2=ha915800_36_cpu
+      - libparquet=17.0.0=ha915800_8_cpu
       - libpng=1.6.43=h19919ed_0
       - libprotobuf=4.25.3=h503648d_0
       - libre2-11=2023.09.01=hf8d8778_2
@@ -633,7 +633,7 @@ env_specs:
       - msgpack-python=1.0.8=py311h3257749_0
       - msys2-conda-epoch=20160418=1
       - numba=0.60.0=py311h0673bce_0
-      - numpy=1.26.4=py311h0b4df5a_0
+      - numpy=2.0.1=py311h35ffc71_0
       - openjpeg=2.5.2=h3d672ee_0
       - openssl=3.3.1=h2466b09_2
       - orc=2.0.2=h784c2ca_0
@@ -642,7 +642,8 @@ env_specs:
       - psutil=6.0.0=py311he736701_0
       - pthread-stubs=0.4=hcd874cb_1001
       - pthreads-win32=2.9.1=hfa6e2cd_3
-      - pyarrow=14.0.2=py311h4452abf_36_cpu
+      - pyarrow-core=17.0.0=py311hdea38fa_1_cpu
+      - pyarrow=17.0.0=py311h06a5be4_1
       - pysocks=1.7.1=pyh0701188_6
       - python=3.11.9=h631f459_0_cpython
       - pywin32=306=py311h12c1d0e_2
diff --git a/nyc_buildings/anaconda-project.yml b/nyc_buildings/anaconda-project.yml
index 2e500d2a..32be3470 100644
--- a/nyc_buildings/anaconda-project.yml
+++ b/nyc_buildings/anaconda-project.yml
@@ -17,6 +17,7 @@ user_fields: [examples_config]
 
 channels:
 - conda-forge
+- pyviz/label/dev
 - nodefaults
 
 packages: &pkgs
@@ -29,9 +30,8 @@ packages: &pkgs
 - holoviews>=1.19.1
 - pandas>=2.2.2
 - panel>=1.4.4
-- spatialpandas >=0.4.10
-- pyarrow <15
 - bokeh>=3.4.1
+- spatialpandas=0.5.0a1
 
 dependencies: *pkgs
 
diff --git a/nyc_buildings/nyc_buildings.ipynb b/nyc_buildings/nyc_buildings.ipynb
index 7cd4d847..9c13c5c1 100644
--- a/nyc_buildings/nyc_buildings.ipynb
+++ b/nyc_buildings/nyc_buildings.ipynb
@@ -36,7 +36,11 @@
     "\n",
     "from dask.diagnostics import ProgressBar\n",
     "from holoviews import opts\n",
-    "from holoviews.streams import PlotSize"
+    "from holoviews.streams import PlotSize\n",
+    "from dask.distributed import Client\n",
+    "client = Client()\n",
+    "\n",
+    "client"
    ]
   },
   {
@@ -50,12 +54,7 @@
     "# Add more resolution to dynamic plots, particularly important for Retina displays\n",
     "PlotSize.scale=2.0\n",
     "opts.defaults(\n",
-    "    opts.Polygons(width=600, height=500, xaxis=None, yaxis=None))\n",
-    "\n",
-    "from dask.distributed import Client\n",
-    "client = Client()\n",
-    "\n",
-    "client"
+    "    opts.Polygons(width=600, height=500, xaxis=None, yaxis=None))"
    ]
   },
   {