diff --git a/doc/jupyter/Demo/Demo_0_download_data.ipynb b/doc/jupyter/Demo/Demo_0_download_data.ipynb
index 74149ab13..8b37e4059 100644
--- a/doc/jupyter/Demo/Demo_0_download_data.ipynb
+++ b/doc/jupyter/Demo/Demo_0_download_data.ipynb
@@ -17,7 +17,7 @@
    "source": [
     "# Lets get the file containing the data needed for this demo\n",
     "import requests\n",
-    "r = requests.get(\"https://pcmdiweb.llnl.gov/pss/pmpdata/pmp_tutorial_files.v20220420.txt\")\n",
+    "r = requests.get(\"https://pcmdiweb.llnl.gov/pss/pmpdata/pmp_tutorial_files.v20240201.txt\")\n",
     "with open(\"data_files.txt\",\"wb\") as f:\n",
     "    f.write(r.content)"
    ]
@@ -62,6 +62,37 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.pr.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.pr.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.rlut.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.rlut.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.zg.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.ACCESS1-0.r1i1p1.mon.zg.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.pr.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.pr.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.rlut.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.rlut.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.zg.198101-200512.AC.v20200426.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip5.historical.CanCM4.r1i1p1.mon.zg.198101-200512.AC.v20200426.nc\n",
+      "Downloading: 'CMIP5_demo_clims/cmip6.historical.MCM-UA-1-0.r1i1p1f1.mon.zg.198101-200512.AC.v20201119.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_clims/cmip6.historical.MCM-UA-1-0.r1i1p1f1.mon.zg.198101-200512.AC.v20201119.nc\n",
+      "Downloading: 'CMIP5_demo_data/psl_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_data/psl_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc\n",
+      "Downloading: 'CMIP5_demo_data/sftlf_fx_ACCESS1-0_amip_r0i0p0.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_data/sftlf_fx_ACCESS1-0_amip_r0i0p0.nc\n",
+      "Downloading: 'CMIP5_demo_data/cmip5.amip.ACCESS1-0.sftlf.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_data/cmip5.amip.ACCESS1-0.sftlf.nc\n",
+      "Downloading: 'CMIP5_demo_data/cmip5.historical.GISS-E2-H.sftlf.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_data/cmip5.historical.GISS-E2-H.sftlf.nc\n",
+      "Downloading: 'CMIP5_demo_data/ts_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_data/ts_Amon_ACCESS1-0_historical_r1i1p1_185001-200512.nc\n",
+      "Downloading: 'CMIP5_demo_timeseries/historical/atmos/day/pr/pr_day_GISS-E2-H_historical_r6i1p1_20000101-20051231.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/CMIP5_demo_timeseries/historical/atmos/day/pr/pr_day_GISS-E2-H_historical_r6i1p1_20000101-20051231.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_clims/rlut/CERES-EBAF-4-0/v20210804/rlut_mon_CERES-EBAF-4-0_PCMDI_gn.200301-201812.AC.v20210804.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_clims/rlut/CERES-EBAF-4-0/v20210804/rlut_mon_CERES-EBAF-4-0_PCMDI_gn.200301-201812.AC.v20210804.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_clims/rlut/CERES-EBAF-4-1/v20210804/rlut_mon_CERES-EBAF-4-1_PCMDI_gn.200301-201812.AC.v20210804.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_clims/rlut/CERES-EBAF-4-1/v20210804/rlut_mon_CERES-EBAF-4-1_PCMDI_gn.200301-201812.AC.v20210804.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_clims/pr/GPCP-2-3/v20210804/pr_mon_GPCP-2-3_PCMDI_gn.200301-201812.AC.v20210804.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_clims/pr/GPCP-2-3/v20210804/pr_mon_GPCP-2-3_PCMDI_gn.200301-201812.AC.v20210804.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_clims/zg/ERA-INT/v20210804/zg_mon_ERA-INT_PCMDI_gn.200301-201812.AC.v20210804.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_clims/zg/ERA-INT/v20210804/zg_mon_ERA-INT_PCMDI_gn.200301-201812.AC.v20210804.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_monthly/ECMWF/ERA-INT/mon/zg/gn/v20210727/zg_mon_ERA-INT_PCMDI_gn_198901-201001.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_monthly/ECMWF/ERA-INT/mon/zg/gn/v20210727/zg_mon_ERA-INT_PCMDI_gn_198901-201001.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_monthly/NASA-LaRC/CERES-EBAF-4-1/mon/rlut/gn/v20210727/rlut_mon_CERES-EBAF-4-1_PCMDI_gn_200301-201812.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_monthly/NASA-LaRC/CERES-EBAF-4-1/mon/rlut/gn/v20210727/rlut_mon_CERES-EBAF-4-1_PCMDI_gn_200301-201812.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_monthly/NOAA-NCEI/GPCP-2-3/mon/pr/gn/v20210727/pr_mon_GPCP-2-3_PCMDI_gn_197901-201907.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_monthly/NOAA-NCEI/GPCP-2-3/mon/pr/gn/v20210727/pr_mon_GPCP-2-3_PCMDI_gn_197901-201907.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_monthly/NOAA-ESRL-PSD/20CR/mon/psl/gn/v20210727/psl_mon_20CR_PCMDI_gn_187101-201212.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_monthly/NOAA-ESRL-PSD/20CR/mon/psl/gn/v20210727/psl_mon_20CR_PCMDI_gn_187101-201212.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_monthly/MOHC/HadISST-1-1/mon/ts/gn/v20210727/ts_mon_HadISST-1-1_PCMDI_gn_187001-201907.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_monthly/MOHC/HadISST-1-1/mon/ts/gn/v20210727/ts_mon_HadISST-1-1_PCMDI_gn_187001-201907.nc\n",
+      "Downloading: 'obs4MIPs_PCMDI_daily/NASA-JPL/GPCP-1-3/day/pr/gn/latest/pr_day_GPCP-1-3_PCMDI_gn_19961002-20170101.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/obs4MIPs_PCMDI_daily/NASA-JPL/GPCP-1-3/day/pr/gn/latest/pr_day_GPCP-1-3_PCMDI_gn_19961002-20170101.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc\n",
+      "Downloading: 'misc_demo_data/atm/3hr/pr/pr_3hr_IPSL-CM5A-LR_historical_r1i1p1_5x5_1997-1999.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/atm/3hr/pr/pr_3hr_IPSL-CM5A-LR_historical_r1i1p1_5x5_1997-1999.nc\n",
+      "Downloading: 'misc_demo_data/fx/sftlf.GPCP-IP.1x1.nc' from 'https://pcmdiweb.llnl.gov/pss/pmpdata/' in: demo_data/misc_demo_data/fx/sftlf.GPCP-IP.1x1.nc\n",
       "All files downloaded\n"
      ]
     }
@@ -92,21 +123,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Preparing parameter file: basic_mjo_param.py\n",
-      "Preparing parameter file: basic_mov_param_sst.py\n",
+      "Preparing parameter file: basic_annual_cycle_param.py\n",
       "Preparing parameter file: basic_diurnal_composite.py\n",
-      "Preparing parameter file: basic_param.py\n",
       "Preparing parameter file: basic_diurnal_compute_daily_mean.py\n",
-      "Preparing parameter file: basic_monsoon_sperber_param.py\n",
-      "Preparing parameter file: basic_diurnal_std_daily_mean.py\n",
-      "Preparing parameter file: basic_monsoon_wang_param.py\n",
       "Preparing parameter file: basic_diurnal_fourier.py\n",
+      "Preparing parameter file: basic_diurnal_fourierAllGrid.py\n",
+      "Preparing parameter file: basic_diurnal_std_daily_mean.py\n",
+      "Preparing parameter file: basic_diurnal_std_hourly_mean.py\n",
       "Preparing parameter file: basic_enso_param.py\n",
-      "Preparing parameter file: basic_annual_cycle_param.py\n",
       "Preparing parameter file: basic_extremes_param.py\n",
-      "Preparing parameter file: basic_diurnal_std_hourly_mean.py\n",
-      "Preparing parameter file: basic_diurnal_fourierAllGrid.py\n",
+      "Preparing parameter file: basic_mjo_param.py\n",
+      "Preparing parameter file: basic_monsoon_sperber_param.py\n",
+      "Preparing parameter file: basic_monsoon_wang_param.py\n",
       "Preparing parameter file: basic_mov_param.py\n",
+      "Preparing parameter file: basic_mov_param_sst.py\n",
+      "Preparing parameter file: basic_param.py\n",
       "Preparing parameter file: basic_precip_variability_param.py\n",
       "Saving User Choices\n"
      ]
@@ -142,7 +173,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.10.10"
   },
   "selected_variables": [],
   "vcdat_file_path": "",
diff --git a/doc/jupyter/Demo/Demo_9_seaIceExtent_ivanova.ipynb b/doc/jupyter/Demo/Demo_9_seaIceExtent_ivanova.ipynb
index 576fc9106..38f65d1a5 100644
--- a/doc/jupyter/Demo/Demo_9_seaIceExtent_ivanova.ipynb
+++ b/doc/jupyter/Demo/Demo_9_seaIceExtent_ivanova.ipynb
@@ -143,7 +143,9 @@
     "The observational dataset provided is the satellite derived sea ice concentration dataset from EUMETSAT OSI-SAF. More data information can be found at the [osi-450-a product page](https://osi-saf.eumetsat.int/products/osi-450-a). The path to this data is:\n",
     "```\n",
     "/p/user_pub/pmp/demo/sea-ice/EUMETSAT\n",
-    "```"
+    "```\n",
+    "\n",
+    "The original data was post-processed for the PMP and the processed data can be downloaded by running [Demo_0_download_data.ipynb](Demo_0_download_data.ipynb)"
    ]
   },
   {
@@ -2873,7 +2875,9 @@
     "```\n",
     "sea_ice_sector_plots.py\n",
     "sea_ice_line_plots.py\n",
-    "```"
+    "```\n",
+    "\n",
+    "Further exploration of the above datasets can be found in our supplemental Jupyter notebook: [Demo_9b_seaIce_data_explore.ipynb](Demo_9b_seaIce_data_explore.ipynb)"
    ]
   },
   {
diff --git a/doc/jupyter/Demo/data_files.txt b/doc/jupyter/Demo/data_files.txt
index cc88b211e..f8715615c 100644
--- a/doc/jupyter/Demo/data_files.txt
+++ b/doc/jupyter/Demo/data_files.txt
@@ -22,5 +22,7 @@ d8fb93f31ff4a6370ccee93db82af86c  obs4MIPs_PCMDI_monthly/ECMWF/ERA-INT/mon/zg/gn
 570ce90b3afd1d0b31690ae5dbe32d31  obs4MIPs_PCMDI_monthly/NOAA-ESRL-PSD/20CR/mon/psl/gn/v20210727/psl_mon_20CR_PCMDI_gn_187101-201212.nc
 99c8691e0f615dc4d79b4fb5e926cc76  obs4MIPs_PCMDI_monthly/MOHC/HadISST-1-1/mon/ts/gn/v20210727/ts_mon_HadISST-1-1_PCMDI_gn_187001-201907.nc
 10496775dae2b5f65fe95b064c1efd42  obs4MIPs_PCMDI_daily/NASA-JPL/GPCP-1-3/day/pr/gn/latest/pr_day_GPCP-1-3_PCMDI_gn_19961002-20170101.nc
+5fee7839762671ea4b2a26154c8f855a  misc_demo_data/ocn/ice_conc_nh_ease2-250_cdr-v3p0_198801-202012.nc
+84a67b2c820cc0b8d3367b8f95bae360  misc_demo_data/ocn/ice_conc_sh_ease2-250_cdr-v3p0_198801-202012.nc
 eab076619d05c886648f33d507f4a721  misc_demo_data/atm/3hr/pr/pr_3hr_IPSL-CM5A-LR_historical_r1i1p1_5x5_1997-1999.nc
 3214c2480d017662d78ae7e50542beaa  misc_demo_data/fx/sftlf.GPCP-IP.1x1.nc