From 78ad14dbd35198174631388f275cafa6ff5a750f Mon Sep 17 00:00:00 2001 From: Alex Kerney Date: Wed, 19 Aug 2026 11:30:37 -0400 Subject: [PATCH 1/2] Xarray Icechunk Add initial Xarray Icechunk notebook and support files. --- 01-Tue/README.md | 6 +- 01-Tue/xarray/Green_Crab_MT_points.csv | 1269 ++++++++ 01-Tue/xarray/oisst_green_crabs.ipynb | 4070 ++++++++++++++++++++++++ 01-Tue/xarray/oisst_points_sst_mean.nc | Bin 0 -> 388469 bytes 01-Tue/xarray/oisst_read.ipynb | 1292 ++++++++ 5 files changed, 6636 insertions(+), 1 deletion(-) create mode 100644 01-Tue/xarray/Green_Crab_MT_points.csv create mode 100644 01-Tue/xarray/oisst_green_crabs.ipynb create mode 100644 01-Tue/xarray/oisst_points_sst_mean.nc create mode 100644 01-Tue/xarray/oisst_read.ipynb diff --git a/01-Tue/README.md b/01-Tue/README.md index d29796ec..03a92450 100644 --- a/01-Tue/README.md +++ b/01-Tue/README.md @@ -5,7 +5,11 @@ - Presentation materials: [repo](https://github.com/yaylasezginer/ohw-tutorials/tree/OHW26/01-Tue/DataAccess) - [YouTube recording]() -## Inroduction to Xarray +## Introduction to Xarray - Presenter: Valentina Staneva, Alex Kerney - Presentation materials: [repo](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW26/01-Tue/xarray) - [YouTube recording]() + +## Green ~~Eggs~~ Crabs and ~~Ham~~ OISST (using Icechunk) +- Presenter: Alex Kerney +- Presentation materials: [repo](https://github.com/oceanhackweek/ohw-tutorials/tree/OHW26/01-Tue/xarray) diff --git a/01-Tue/xarray/Green_Crab_MT_points.csv b/01-Tue/xarray/Green_Crab_MT_points.csv new file mode 100644 index 00000000..788249bb --- /dev/null +++ b/01-Tue/xarray/Green_Crab_MT_points.csv @@ -0,0 +1,1269 @@ +SITES,LATITUDE,LONGITUDE +Little John-NW,43.753894,-70.136267 +Little John-NE,43.753994,-70.135828 +Little John-SE,43.753647,-70.13635 +Mackworth- SE,43.6919,-70.228983 +Mackworth- SW,43.691739,-70.228897 +Mackworth- NW,43.692039,-70.137333 +Little John-NW,43.75405,-70.137333 +Little John-NE,43.754083,-70.137833 +Little John-SE,43.753733,-70.136267 +Mackworth- SE,43.753894,-70.135828 +Mackworth- SW,43.754083,-70.138667 +Mackworth- NW,43.753733,-70.138167 +Little John-NW,43.6919,-70.137333 +Little John-NE,43.691739,-70.138667 +Little John-SE,43.692039,-70.137833 +Mackworth- SE,43.75405,-70.138 +Mackworth- SW,43.754083,-70.138667 +Mackworth- NW,43.753733,-70.138167 +Little John-NW,43.753417,-70.1363 +Little John-NE,43.7536,-70.136367 +Little John-SE,43.753717,-70.138833 +Mackworth- SE,43.692267,-70.140417 +Mackworth- SW,43.692217,-70.218536 +Mackworth- NW,43.692383,-70.218522 +Little John-NW,43.753417,-70.1363 +Little John-NE,43.7536,-70.136367 +Little John-SE,43.753783,-70.136417 +Mackworth- SE,43.6923,-70.227583 +Mackworth- SW,43.6924,-70.227883 +Mackworth- NW,43.6925,-70.2278 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay ,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Harpswell Cove,43.851516,-69.9359829 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Biddeford,43.44785,-70.3595 +Biddeford,43.44785,-70.35948 +Biddeford,43.44785,-70.35939 +Biddeford,43.44787,-70.35937 +Biddeford,43.44788,-70.35934 +Biddeford,43.44783,-70.35935 +Biddeford,43.4479,-70.35926 +Biddeford,43.44791,-70.35926 +Biddeford,43.44793,-70.35923 +Biddeford,43.44795,-70.35912 +Biddeford,43.44786,-70.35943 +Biddeford,43.44786,-70.35938 +Biddeford,43.44783,-70.35936 +Biddeford,43.4439,-70.35933 +Biddeford,43.44789,-70.3593 +Biddeford,43.44789,-70.35925 +Biddeford,43.44791,-70.35922 +Biddeford,43.44792,-70.3592 +Biddeford,43.44795,-70.35916 +Biddeford,43.44795,-70.35913 +Biddeford,43.44771,-70.35934 +Biddeford,43.44771,-70.35933 +Biddeford,43.44735,-70.35932 +Biddeford,43.44786,-70.35928 +Biddeford,43.44779,-70.35924 +Biddeford,43.44791,-70.3592 +Biddeford,43.4479,-70.35917 +Biddeford,43.44796,-70.35918 +Biddeford,43.44792,-70.35912 +Biddeford,43.44785,-70.35948 +Biddeford,43.44781,-70.35941 +Biddeford,43.44784,-70.35938 +Biddeford,43.44785,-70.35935 +Biddeford,43.44797,-70.35933 +Biddeford,43.44789,-70.35933 +Biddeford,43.44791,-70.35927 +Biddeford,43.44789,-70.35922 +Biddeford,43.44794,-70.35918 +Biddeford,43.44796,-70.35918 +Biddeford,43.4478,-70.3595 +Biddeford,43.44782,-70.35946 +Biddeford,43.44781,-70.35944 +Biddeford,43.44782,-70.35938 +Biddeford,43.44784,-70.35936 +Biddeford,43.44784,-70.35929 +Biddeford,43.44783,-70.35929 +Biddeford,43.44785,-70.35926 +Biddeford,43.44786,-70.35919 +Biddeford,43.44787,-70.35917 +Biddeford,43.4479,-70.35923 +Biddeford,43.44789,-70.35923 +Biddeford,43.44786,-70.35924 +Biddeford,43.44784,-70.35924 +Biddeford,43.44784,-70.35939 +Biddeford,43.44778,-70.35929 +Biddeford,43.44782,-70.35944 +Biddeford,43.44794,-70.35917 +Biddeford,43.44785,-70.35921 +Biddeford,43.44786,-70.35925 +Biddeford,43.44782,-70.35927 +Biddeford,43.44781,-70.35933 +Biddeford,43.44782,-70.35938 +Biddeford,43.44783,-70.3594 +Biddeford,43.44782,-70.35945 +Biddeford,43.44778,-70.35948 +Biddeford,43.44782,-70.35948 +Biddeford,43.44784,-70.35914 +Biddeford,43.44783,-70.35919 +Biddeford,43.44786,-70.35928 +Biddeford,43.44785,-70.35934 +Biddeford,43.44781,-70.35931 +Biddeford,43.44785,-70.35935 +Biddeford,43.44788,-70.35938 +Biddeford,43.44781,-70.35943 +Biddeford,43.44783,-70.35949 +Biddeford,43.44784,-70.35949 +Biddeford,43.44786,-70.35943 +Biddeford,43.44783,-70.35919 +Biddeford,43.44786,-70.35928 +Biddeford,43.44785,-70.35934 +Biddeford,43.44781,-70.35931 +Biddeford,43.44785,-70.35935 +Biddeford,43.44788,-70.35938 +Biddeford,43.44781,-70.35943 +Biddeford,43.44783,-70.35949 +Biddeford,43.44778,-70.35962 +Biddeford,43.44786,-70.35915 +Biddeford,43.44783,-70.35919 +Biddeford,43.44786,-70.35928 +Biddeford,43.44785,-70.35934 +Biddeford,43.44781,-70.35931 +Biddeford,43.44785,-70.35935 +Biddeford,43.44788,-70.35938 +Biddeford,43.44781,-70.35943 +Biddeford,43.44783,-70.35949 +Biddeford,43.4478,-70.35948 +Biddeford,43.44782,-70.35919 +Biddeford,43.44783,-70.35919 +Biddeford,43.44786,-70.35928 +Biddeford,43.44785,-70.35934 +Biddeford,43.44781,-70.35931 +Biddeford,43.44785,-70.35935 +Biddeford,43.44788,-70.35938 +Biddeford,43.44781,-70.35943 +Biddeford,43.44783,-70.35949 +Biddeford,43.44784,-70.35957 +Little John-NW,43.754033,-70.136467 +Little John-NE,43.754,-70.136167 +Little John-SE,43.7537,-70.136133 +Mackworth- SE,43.692167,-70.227883 +Mackworth- SW,43.692467,-70.228167 +Mackworth- NW,43.753983,-70.136567 +Little John-NW,43.753983,-70.136183 +Little John-NE,43.753817,-70.136183 +Little John-SE,43.6922,-70.22795 +Mackworth- SE,43.692167,-70.22825 +Mackworth- SW,43.692433,-70.228283 +Mackworth- NW,43.692433,-70.228283 +Little John-NW,43.753983,-70.13635 +Little John-NE,43.753933,-70.1362 +Little John-SE,43.753717,-70.13605 +Mackworth- SE,43. 692167,-70.227967 +Mackworth- SW,43.692233,-70.2283 +Mackworth- NW,43.692433,-70.22825 +Little John-NW,43.754,-70.136617 +Little John-NE,43.753967,-70.1362 +Little John-SE,43.753683,-70.136167 +Mackworth- SE,43.692167,-70.227983 +Mackworth- SW,43.692167,-70.228267 +Mackworth- NW,43.692417,-70.228317 +Little John-NW,43.754,-70.13615 +Little John-NE,43.753983,-70.13615 +Little John-SE,43.75375,-70.136217 +Mackworth- SE,43.692167,-70.227917 +Mackworth- SW,43.692167,-70.2283 +Mackworth- NW,43.692467,-70.2283 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Scour Pool,43.661552,-70.3080174 +Fore River- Marsh Pool,43.6609884,-70.3078613 +Fore River- Marsh Pool,43.6609884,-70.3078613 +Fore River- Marsh Pool,43.6609884,-70.3078613 +Fore River- Marsh Pool,43.6609884,-70.3078613 +Dolphin Lane,43.3125441,-70.5630469 +Upper Landing,43.3295791,-70.5665107 +Jones Creek ,43.545032,-70.3344664 +WinnockÊNeck,43.5564883,-70.3363646 +Harpswell Cove,43.851516,-69.9359829 +Thomas Point ,43.8898416,-69.8911862 +Atkins Flat ,43.7527277,-69.7956192 +Branch Flat,43.7254414,-69.8496689 +SamÕs Cove,43.9869865,-69.4245734 +Broad Cove,44.0300803,-69.4077721 +Little Broad Cove,44.307332,-68.899959 +Ryder Cove,44.3415648,-68.8875348 +Hatch Cove ,44.1794093,-68.6218423 +Sunshine Bar ,44.2106637,-68.6012752 +Raccoon Cove,44.4672197,-68.2834265 +Hog Bay,44.5761443,-68.2201068 +DobbinsÕ Island,44.5050784,-67.6033264 +Perio Point ,44.5215101,-67.6118721 +Sanborn Cove,44.6830785,-67.3974513 +Randall Point,44.6874811,-67.3777066 +Burnt Cove ,44.8320469,-67.1540798 +Hallowell Island ,44.8796669,-67.1578838 +Marion Cove,44.8670204,-67.1165431 +Gleason Cove,44.9675232,-67.0549885 +HalfMoonÊCove,44.9525077,-67.0432993 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Thomas Point Beach,43.8945242,-69.8911593 +Simpsons Point,43.8520251,-69.9728267 +Simpsons Point,43.8520251,-69.9728267 +Simpsons Point,43.8520251,-69.9728267 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Princes Point,43.7625802,-70.1739374 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Maquoit,43.8475914,-70.0148456 +Middle Bay,43.8262905,-69.9843805 +Harpswell Cove,43.851516,-69.935983 +Princes Point,43.7625802,-70.1739374 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Thomas Point,43.8945242,-69.8911593 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Prince's Point,43.7625802,-70.1739374 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Harpswell Cove,43.851516,-69.935983 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Penneville,43.8546344,-69.9608317 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Maquoit,43.8475914,-70.0148456 +Dolphin Lane,43.3125441,-70.5630469 +Upper Landing,43.3295791,-70.5665107 +Jones Creek ,43.545032,-70.3344664 +WinnockÊNeck,43.5564883,-70.3363646 +Harpswell Cove,43.851516,-69.9359829 +Thomas Point ,43.8898416,-69.8911862 +Atkins Flat ,43.7527277,-69.7956192 +Branch Flat,43.7254414,-69.8496689 +SamÕs Cove,43.9869865,-69.4245734 +Broad Cove,44.0300803,-69.4077721 +Little Broad Cove,44.307332,-68.899959 +Ryder Cove,44.3415648,-68.8875348 +Hatch Cove ,44.1794093,-68.6218423 +Sunshine Bar ,44.2106637,-68.6012752 +Raccoon Cove,44.4672197,-68.2834265 +Hog Bay,44.5761443,-68.2201068 +DobbinsÕ Island,44.5050784,-67.6033264 +Perio Point ,44.5215101,-67.6118721 +Sanborn Cove,44.6830785,-67.3974513 +Randall Point,44.6874811,-67.3777066 +Burnt Cove ,44.8320469,-67.1540798 +Hallowell Island ,44.8796669,-67.1578838 +Marion Cove,44.8670204,-67.1165431 +Gleason Cove,44.9675232,-67.0549885 +HalfMoonÊCove,44.9525077,-67.0432993 +Dolphin Lane,43.3125441,-70.5630469 +Upper Landing,43.3295791,-70.5665107 +Jones Creek ,43.545032,-70.3344664 +WinnockÊNeck,43.5564883,-70.3363646 +Harpswell Cove,43.851516,-69.9359829 +Thomas Point ,43.8898416,-69.8911862 +Atkins Flat (Fab),43.7527277,-69.7956192 +Atkins Flat (Mes),43.7527277,-69.7956192 +Branch Flat (mes),43.7254414,-69.8496689 +Branch Flat (fab),43.7254414,-69.8496689 +SamÕs Cove,43.9869865,-69.4245734 +Broad Cove,44.0300803,-69.4077721 +Little Broad Cove,44.307332,-68.899959 +Ryder Cove,44.3415648,-68.8875348 +Hatch Cove (fab),44.1794093,-68.6218423 +Hatch Cove (Mesh),44.1794093,-68.6218423 +Sunshine Bar (fab),44.2106637,-68.6012752 +Sunshine Bar (mesh),44.2106637,-68.6012752 +Raccoon Cove,44.4672197,-68.2834265 +Hog Bay,44.5761443,-68.2201068 +DobbinsÕ Island,44.5050784,-67.6033264 +Perio Point ,44.5215101,-67.6118721 +Sanborn Cove (fab),44.6830785,-67.3974513 +Sanborn Cove (mes),44.6830785,-67.3974513 +Randall Point (fab),44.6874811,-67.3777066 +Randall Point (mes),44.6874811,-67.3777066 +Burnt Cove ,44.8320469,-67.1540798 +Hallowell Island ,44.8796669,-67.1578838 +Marion Cove,44.8670204,-67.1165431 +Gleason Cove,44.9675232,-67.0549885 +HalfMoonÊCove,44.9525077,-67.0432993 +Dolphin Lane,43.3125441,-70.5630469 +Upper Landing,43.3295791,-70.5665107 +Jones Creek ,43.545032,-70.3344664 +WinnockÊNeck,43.5564883,-70.3363646 +Harpswell Cove,43.851516,-69.9359829 +Thomas Point ,43.8898416,-69.8911862 +Cushman Cove ,43.987742,-69.667775 +Maine Yankee,43.931817,-69.724433 +SamÕs Cove,43.9869865,-69.424573 +Broad Cove,44.0300803,-69.407772 +Little Broad Cove,44.307332,-68.899959 +Ryder Cove,44.3415648,-68.887535 +Raccoon Cove,44.4672197,-68.2834265 +Hog Bay,44.5761443,-68.2201068 +DobbinsÕ Island,44.5050784,-67.6033264 +Perio Point ,44.5215101,-67.6118721 +Burnt Cove ,44.8320469,-67.1540798 +Hallowell Island ,44.8796669,-67.1578838 +Marion Cove,44.8670204,-67.1165431 +Gleason Cove,44.9675232,-67.0549885 +HalfMoonÊCove,44.9525077,-67.0432993 +Dolphin Lane,43.3125441,-70.5630469 +Upper Landing,43.3295791,-70.5665107 +Jones Creek ,43.545032,-70.3344664 +WinnockÊNeck,43.5564883,-70.3363646 +Harpswell Cove,43.851516,-69.9359829 +Thomas Point ,43.8898416,-69.8911862 +Cushman Cove ,43.987742,-69.667775 +Maine Yankee,43.931817,-69.724433 +SamÕs Cove,43.9869865,-69.424573 +Broad Cove,44.0300803,-69.407772 +Little Broad Cove,44.307332,-68.899959 +Ryder Cove,44.3415648,-68.887535 +Raccoon Cove,44.4672197,-68.2834265 +Hog Bay,44.5761443,-68.2201068 +DobbinsÕ Island,44.5050784,-67.6033264 +Perio Point ,44.5215101,-67.6118721 +Gleason Cove,44.9675232,-67.0549885 +HalfMoonÊCove,44.9525077,-67.0432993 +Bunker Harbor,44.2946831,-68.284584 +Hog Island,43.9683989,-69.4234431 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +Grand Marsh Bay,44.4449817,-68.0120217 +,, +Grand Marsh Bay,44.4449817,-68.0120217 +Jones Cove,44.4681326,-68.1012783 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71735097,-70.14377799 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71735097,-70.14377799 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71735097,-70.14377799 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71735097,-70.14377799 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71735097,-70.14377799 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Little Chebeague Island,43.79874101,-69.97272698 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Little Chebeague Island,43.79874101,-69.97272698 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Little Chebeague Island,43.79874101,-69.97272698 +Widgeon Cove,43.79874101,-69.97272698 +Widgeon Cove,43.79900102,-69.97321799 +Mackworth Island,43.68477998,-70.23132596 +Mackworth Island,43.68473698,-70.23193097 +Broad Cove,43.75795299,-70.19301899 +Broad Cove,43.75756399,-70.19333297 +Broad Cove,43.75596799,-70.19477902 +Broad Cove,43.75556499,-70.195049 +Cousins Island,43.766023,-70.14663697 +Cousins Island,43.76647202,-70.146627 +Cousins Island,43.76274702,-70.14640102 +Cousins Island,43.76315002,-70.14666002 +Little Chebeague Island,43.71765196,-70.14332897 +Little Chebeague Island,43.71605404,-70.14806701 +Little Chebeague Island,43.71629803,-70.14755404 +Little Chebeague Island,43.79874101,-69.97272698 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +Audubon,43.711032,-70.2419147 +Back Cove,43.67912,-70.26547 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - Beach,43.68958,-70.23572 +Back Cove,43.67912,-70.26547 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +SMCC,43.649958,-70.225889 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Back Cove,43.67912,-70.26547 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Presumpscot Moorings,43.71546,-70.25923 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +Mussel Cove,43.71143,-70.21814 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +The Brothers - North,43.70047,-70.21832 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +SMCC,43.649958,-70.225889 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +Mussel Cove,43.71143,-70.21814 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +SMCC,43.649958,-70.225889 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Cushing Island,43.64294,-70.20761 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Great Diamond Island,43.67601,-70.20443 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Mackworth Island - North,43.69248,-70.23123 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Audubon,43.711032,-70.2419147 +Presumpscot Moorings,43.71546,-70.25923 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Presumpscot Moorings,43.71546,-70.25923 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +Alewife Cove,43.59085,-70.21031 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Presumpscot Moorings,43.71546,-70.25923 +Mussel Cove,43.71143,-70.21814 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +Cushing Island,43.64294,-70.20761 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Audubon,43.711032,-70.2419147 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Cushing Island,43.64294,-70.20761 +Back Cove,43.67912,-70.26547 +Great Diamond Island,43.67601,-70.20443 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Skitterygusset,43.71458,-70.24791 +Great Diamond Island,43.67601,-70.20443 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Alewife Cove,43.59085,-70.21031 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +Back Cove,43.67912,-70.26547 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Skitterygusset,43.71458,-70.24791 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Alewife Cove,43.59085,-70.21031 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Back Cove,43.67912,-70.26547 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +The Brothers - North,43.70047,-70.21832 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - North,43.69248,-70.23123 +Alewife Cove,43.59085,-70.21031 +SMCC,43.649958,-70.225889 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Mackworth Island - North,43.69248,-70.23123 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +Skitterygusset,43.71458,-70.24791 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +SMCC,43.649958,-70.225889 +Audubon,43.711032,-70.2419147 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Mackworth Island - North,43.69248,-70.23123 +SMCC,43.649958,-70.225889 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Alewife Cove,43.59085,-70.21031 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Back Cove,43.67912,-70.26547 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +SMCC,43.649958,-70.225889 +Back Cove,43.67912,-70.26547 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Back Cove,43.67912,-70.26547 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +The Brothers - North,43.70047,-70.21832 +Mussel Cove,43.71143,-70.21814 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +Mackworth Island - North,43.69248,-70.23123 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Skitterygusset,43.71458,-70.24791 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Mackworth Island - North,43.69248,-70.23123 +The Brothers - North,43.70047,-70.21832 +Mussel Cove,43.71143,-70.21814 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +The Brothers - North,43.70047,-70.21832 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +Audubon,43.711032,-70.2419147 +Mussel Cove,43.71143,-70.21814 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Audubon,43.711032,-70.2419147 +Mussel Cove,43.71143,-70.21814 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Back Cove,43.67912,-70.26547 +Audubon,43.71458,-70.24791 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Presumpscot Moorings,43.71546,-70.25923 +Skitterygusset,43.71458,-70.24791 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Back Cove,43.67912,-70.26547 +Mackworth Island - Beach,43.68958,-70.23572 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Presumpscot Moorings,43.71546,-70.25923 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Orrs Cove,43.835471,-69.9138021 +Mackworth Island - Beach,43.68958,-70.23572 +Mackworth Island - North,43.69248,-70.23123 +Alewife Cove,43.59085,-70.21031 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Cushing Island,43.64294,-70.20761 +Great Diamond Island,43.67601,-70.20443 +SMCC,43.649958,-70.225889 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Alewife Cove,43.59085,-70.21031 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Great Diamond Island,43.67601,-70.20443 +Skitterygusset,43.71458,-70.24791 +Garrison Cove,43.750853,-69.9590602 +Cedar Beach,43.7437857,-69.9856095 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - Beach,43.68958,-70.23572 +Snow Island,43.8129805,-69.9090979 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Alewife Cove,43.59085,-70.21031 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +Mussel Cove,43.71143,-70.21814 +Back Cove,43.67912,-70.26547 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Orrs Cove,43.835471,-69.9138021 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Back Cove,43.67912,-70.26547 +Mackworth Island - Beach,43.68958,-70.23572 +Presumpscot Moorings,43.71546,-70.25923 +Audubon,43.711032,-70.2419147 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Great Diamond Island,43.67601,-70.20443 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Mackworth Island - North,43.69248,-70.23123 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Stovers Point,43.7578601,-69.9981029 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Mussel Cove,43.71143,-70.21814 +Stovers Point,43.7578601,-69.9981029 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Snow Island,43.8129805,-69.9090979 +SMCC,43.649958,-70.225889 +Mackworth Island - North,43.69248,-70.23123 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Great Diamond Island,43.67601,-70.20443 +Garrison Cove,43.750853,-69.9590602 +Snow Island,43.8129805,-69.9090979 +Mackworth Island - Beach,43.68958,-70.23572 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Stovers Point,43.7578601,-69.9981029 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Orrs Cove,43.835471,-69.9138021 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +Great Diamond Island,43.67601,-70.20443 +The Brothers - North,43.70047,-70.21832 +Audubon,43.711032,-70.2419147 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Back Cove,43.67912,-70.26547 +Mackworth Island - North,43.69248,-70.23123 +Mackworth Island - Beach,43.68958,-70.23572 +Stovers Point,43.7578601,-69.9981029 +Garrison Cove,43.750853,-69.9590602 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Mussel Cove,43.71143,-70.21814 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +SMCC,43.649958,-70.225889 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Stovers Point,43.7578601,-69.9981029 +Garrison Cove,43.750853,-69.9590602 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +SMCC,43.649958,-70.225889 +SMCC,43.649958,-70.225889 +Presumpscot Moorings,43.71546,-70.25923 +Skitterygusset,43.71458,-70.24791 +Audubon,43.711032,-70.2419147 +Mackworth Island - Beach,43.68958,-70.23572 +Mackworth Island - North,43.69248,-70.23123 +Great Diamond Island,43.67601,-70.20443 +Lowell Cove,43.7509752,-69.9831968 +Snow Island,43.8129805,-69.9090979 +Orrs Cove,43.835471,-69.9138021 +Long Point Cove,43.7818491,-69.9345743 +SMCC,43.649958,-70.225889 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Mussel Cove,43.71143,-70.21814 +Mackworth Island - North,43.69248,-70.23123 +Cushing Island,43.64294,-70.20761 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Stovers Point,43.7578601,-69.9981029 +Orrs Cove,43.835471,-69.9138021 +Long Point Cove,43.7818491,-69.9345743 +Cushing Island,43.64294,-70.20761 +Garrison Cove,43.750853,-69.9590602 +SMCC,43.649958,-70.225889 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Orrs Cove,43.835471,-69.9138021 +Audubon,43.711032,-70.2419147 +Lowell Cove,43.7509752,-69.9831968 +Garrison Cove,43.750853,-69.9590602 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Garrison Cove,43.750853,-69.9590602 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Cushing Island,43.64294,-70.20761 +Skitterygusset,43.71458,-70.24791 +Presumpscot Moorings,43.71546,-70.25923 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Garrison Cove,43.750853,-69.9590602 +Lowell Cove,43.7509752,-69.9831968 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Alewife Cove,43.59085,-70.21031 +Cushing Island,43.64294,-70.20761 +Mackworth Island - North,43.69248,-70.23123 +SMCC,43.649958,-70.225889 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Long Point Cove,43.7818491,-69.9345743 +Snow Island,43.8129805,-69.9090979 +Lowell Cove,43.7509752,-69.9831968 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +SMCC,43.649958,-70.225889 +Stovers Point,43.7578601,-69.9981029 +Garrison Cove,43.750853,-69.9590602 +Long Point Cove,43.7818491,-69.9345743 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Stovers Point,43.7578601,-69.9981029 +Cushing Island,43.64294,-70.20761 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Mussel Cove,43.71143,-70.21814 +Audubon,43.711032,-70.2419147 +Skitterygusset,43.71458,-70.24791 +Presumpscot Moorings,43.71546,-70.25923 +Alewife Cove,43.59085,-70.21031 +SMCC,43.649958,-70.225889 +The Brothers - North,43.70047,-70.21832 +Mackworth Island - North,43.69248,-70.23123 +Orrs Cove,43.835471,-69.9138021 +Snow Island,43.8129805,-69.9090979 +Long Point Cove,43.7818491,-69.9345743 +Lowell Cove,43.7509752,-69.9831968 +Skitterygusset,43.71458,-70.24791 +Mackworth Island - Beach,43.68958,-70.23572 +Mussel Cove,43.71143,-70.21814 \ No newline at end of file diff --git a/01-Tue/xarray/oisst_green_crabs.ipynb b/01-Tue/xarray/oisst_green_crabs.ipynb new file mode 100644 index 00000000..40c8c638 --- /dev/null +++ b/01-Tue/xarray/oisst_green_crabs.ipynb @@ -0,0 +1,4070 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "Hbol", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "# Extracting OISST timeseries from green crab study locations.\n", + "\n", + "First import libraries." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "MJUe", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "import re\n", + "from getpass import getpass\n", + "\n", + "import marimo as mo\n", + "import icechunk as ic\n", + "import numpy as np\n", + "import xarray as xr\n", + "import pandas as pd\n", + "from pydantic import BaseModel, Field\n", + "import geopandas as gpd" + ] + }, + { + "cell_type": "markdown", + "id": "vblA", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Open and explore the source dataframe (once it was externally pruned down to just sites/location)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bkHC", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "source_df = pd.read_csv(\"~/Downloads/Green_Crab_MT_points.csv\", engine=\"python\")\n", + "source_df" + ] + }, + { + "cell_type": "markdown", + "id": "lEQa", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Filter to just unique points (1,268 -> 85 points), and set the site names as the index variable (so they become the coordinate variable)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "PKri", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unique_df = source_df.drop_duplicates([\"SITES\"]).set_index(\"SITES\")\n", + "unique_df" + ] + }, + { + "cell_type": "markdown", + "id": "Xref", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Convert to an Xarray dataset with the point names as a coordinate, and rename the columns to what other operations expect (points, lat, lon)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "SFPL", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 2kB\n",
+       "Dimensions:  (points: 85)\n",
+       "Coordinates:\n",
+       "  * points   (points) object 680B 'Little John-NW' ... 'Stovers Point'\n",
+       "Data variables:\n",
+       "    lat      (points) object 680B '43.753894' '43.753994' ... '43.7578601'\n",
+       "    lon      (points) float64 680B -70.14 -70.14 -70.14 ... -69.91 -69.99 -70.0
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "points_ds = unique_df.to_xarray().rename({\"LATITUDE\": \"lat\", \"LONGITUDE\": \"lon\", \"SITES\": \"points\"})\n", + "points_ds" + ] + }, + { + "cell_type": "markdown", + "id": "BYtC", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Enter in AWS access credentials for the dataset. The daily dataset itself is in a public bucket, but the metadata and the monthly data is in a NERACOOS requester pays bucket." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "RGSE", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAACIgAAAB4CAYAAACT61sOAAAgAElEQVR4XuzdC3xbdf3/8c/3pO3WXZq025q2bDC2sa3pNpABKuMyFRQURFBQFNTfzys/0Z8/FS8/Lwz1J95R8a6of/EKiFwEwQtXUZD71qRjGwPG1jZdWZt2a9c2Od//45vknCZp0qZJOtbs9Xw8eHC+56TbyclJd76f8z7frxIAAAAAAAAAAAAAAACUNVXW7w4AAAAAAAAAAAAAAAAERAAAAAAAAAAAAAAAAModI4gAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAAAAAAAAAAAAAAACUOQIiAAAAAAAAAAAAAAAAZY6ACAAAAAAAAAAAAAAAQJkjIAIAAAAAAAAAAAAAAFDmCIgAwMGP39UAgFy0uwQAAAAAAPJFzRUAkEtZ11z5BxAADi5K68S/O1dccUXa7+hgMMjvbABAXEtLS1on5fLLL4+3lYr/U1HWHRgAAAAAACaJmisAYEKHSs2Vm40AcHCId1JMKCQQCKhQKKTa29vV2rVrpaOjg9/VAICsGhsb9aOPPipNTU06EAjoUCikTViEoAgAAAAAANRcAQCTV+41V246AsCLyw2GiIjV2NiohoaGrGeeecbyer1q9uzZat++ffHf1QMDA2revHkv7t4CAF50L7zwgsyaNSs+Ssjs2bP1vn37dCQS0UceeaQ9Y8YMu6Ojw2yzCYoAAAAAAA5R1FwBAJNyKNVcCYgAwIsn3lG54IILrNraWmvVqlXWnj17PNXV1R6tteX8Nzw8rKqqqvh9DQBIMzw8rKuqqsxoIbbz3+DgYKyuri7W2tpq9/T02Nddd51Zb17OtDMAAAAAgEMBNVcAQMEOhZorNxwB4EWitVYmHHLaaadZHR0dHhGpMP+tX7/++IqKiv8ZHh5eu3fv3nmRSMRsAwAgjcfjEa/XG6upqemqrKz8t2VZ/3f77bdvFZGo+a+xsTH2t7/9zQmJEBABAAAAAJS9XDXX1772tUfZtv3paDR6fCQS8ZuaaywWK/vjAQCYPFNznTNnzgtVVVWPRqPRq+65556Hy6nmSkAEAF4casOGDaq9vd3T1NRkRg2pXL169bL58+f/ZufOnSv37dv34uwVAGDa8vv9smjRoofb29vPf+SRR/YMDg6OtLe3x5qammIbNmwwARFCIgAAAACAcjam5rpu3bpan8938/PPP39Md3d3Ob93AMAUqKmpkYULF27q7u6+4IknnthVDjVXAiIA8CIwSfYrrrjCU1dX59mzZ0/lhRdeuLSzs/O+HTt21JjdaWpqMjf5ZP78+VJbW/si7CEA4GBnnnTq6ekRU+Datm2b9Pb2iplO5iUveUnnyMjIaTfddNNzdXV1I3v27IldfvnlMUYRAQAAAACUs2w112g0eufjjz/uN1N9m5t8y5Yti9dc582bFx+ZEwCATKbOamquzz//vOzatSu+btGiRRGfz7euHGquBEQA4MCLJ9kbGxs9HR0dlSJSde655965cePGE6qqquS4446TJUuWHPi9AgBMW6bQtWnTpvh/lmXJySef/JdrrrnmzWbazMbGxpGOjg5GEQEAAAAAlLMxNddLLrnkN3//+9/PNA9YtLS0yJo1awiFAAAmZceOHfLQQw/J0NCQ+bfk0VtuueUMERmYzjVXAiIAcICZJPv1119vdXZ2VgwODlatW7fupF27dt0+PDwsJ554IuEQAEDBHnvsMQmFQmb0KV1ZWWmGPbyzurp6uKGhIXr++efbjCICAAAAAChHmTXXs846q3nHjh0Pdnd3K/Mwnqm7AgBQCDOKyN133y0VFRXmv09u3779+9O55kpABAAOMGeow0gkUun3+6tOPfXUm7Zt27beTCvzyle+8gDvDQCgnESjUbnllltkYGDATDVzxw033PDRSCTyjNfrHWGaGQAAAABAucqsuV544YVX33fffRdXV1fL2WefLWbkZgAACnXvvffGp5xZuHDhk/fee+/7I5HIk9O15kpABAAOsA0bNljt7e2epqYmM9ThzFNOOWXbrl27atetWydHHnnkAd4bAEC5efDBB2Xbtm1yzDHH7Lrxxhs/rbX+Q3t7+1BTU5OZZsYut/cLAAAAAEBmzfWcc87Z2NraetjKlSvjU3oDAFCMrVu3xqeaOeKII/bcddddl4vIde3t7T3TseZKQAQADjDTWRGRitmzZ1eOjIzMXLVqVTgSiXjOOuss8fl8B3hvAADlZvPmzfLII4/I8uXLh++4445PVlVV3Tw0NLRTRKIERAAAAAAA5Siz5nrqqae2b9++verlL3+5LF26tBzfMgDgANq9e7fceeedMm/evNjDDz98mVLqn7ZtPz4da64ERADgwFIbNmwwv3srRMSMazhz6dKlu80uXHTRRQd2TwAAZckMdWiGPFy0aJHcc889H7Us617btjclOytaRMx/AAAAAACUizE11xNPPHF3OByW008/Xfx+f7m8TwDAi2R4eFiuu+66+JRlbW1tHxWRkIjcNR1rrgREAODASuusVFVVVS9atKjL7AIBEQBAKaQGRO69996Paa2fFJH7pmNnBQAAAACAPIypuR533HFdBEQAAKWSGhDZvHmzqbnuEpEbp2PNlYAIABxY6vzzz7daWlo8AwMDM3w+30wCIgCAUsoSEHlaRG4PBoOx66+/3mYEEQAAAABAmRlTcyUgAgAopSwBkX0i8rPpWHMlIAIAB5bbWamurp4Ri8UIiAAASoqACAAAAADgEDOm5kpABABQSgREAACFGtNZYQQRAEApERABAAAAABxixtRcCYgAAEqJgAgAoFBjOisHIiDStvU5eW5nWJ7d2RnficULG+SIhX5pPuqI5G4BAMoFAREAAAAAwCFmTM31QAVEqLsCwKGBgAgAoFBjOitTGRB56unn5bc3/V12dXa761Id1jBfLnzDq2TF0kXuOgDA9EZABAAAAABwiBlTc53qgAh1VwA4tBAQAQAUakxnZaoCIjfefr/8+e6H3LahVOL/Wif+7zjzFS+V8157stsGAExfBEQAAAAAAIeYMTXXqQyIUHcFgEMPARFMN5aI2NNtp4EyNaazMhUBkcc2bZUf/PJmt/2KE4+Rdcevjk8rY5jpZh54eJPc/c8nkq8QueTt58ixq49y2wCA6YmACAAAAA5i1CkBTIUxNdepCohQdwWAQxMBkSngrV/1arHsc90VeYh0hi5xG3Couf5Vr7PEvlBEzJ3elSIyN7FFtoiWnUqk1VZyR9889XcJBoeTPyd1dctqYlVVX3HaE9Gi/9TX2XabuwIHNa9/9RJRscviO6n1o5Fw208P6h2ehJr6wEXKknVmWWv5RV84lD5shvkd4w/8WkQ3iVY1SslMraRCtFSIkqjSsluLtCutHrQsfeeezlDQ/cHSG9NZKXVAZGhoRD77tWukJ7I33v7AO98gx7QsS25N90Rwm3zvFzfFl2u9c+QLl71LZsyoTG4FAExHBEQAAACKU9PQ8gElepW7YgJK66d6w23fclfAUXCd0tu4cq1o691OeyI6pr7Rtzu4zV0BwPwuu1SJbjGHYiSqPz/Q3dZRxodlTM11KgIi1F0B4NBFQGQK+OpbPqKV/oa7Ig+RcCg5WQKMeABAYr8WkZflc0SU1uf2drUl7gyLyOz6Vf4KZXc67Qlp9bVIV/DjbhsHtZqGlhOU1k5w4jeRcOhtB/UOT4K3IfAD0fJ+s6xFX9gXbvuds83h9QcyJlXJTSl1rRoa/GBPz/aIu7J0xnRWSh0QueOef8sfbrsvvvy6V71M3nDGSckt2d10xz/ktr8/GF9+4+tOkTPWn5DcAgCYjgiIAAAAFMfnb/mTFv06d8VElNwZ6Qyd4bZRdJ3SV7/qPK3sPzjtidhind0fbv2TuwJA2u8y2+Np7m/ftLmMD8uYmutUBESouwLAoYuAyBQ4GAMiTU1rZ7W3Pzrg7uTBbPHimd6BWQ+IkmNTdrNfRDaL6H0i6nARWeJuEZEqW83dvTuYGGLA3EA/fHWtDMX2OO0J9FfGYiu7u59qd9fgoEZAJC0gYr4bu5XIfq2lRpQsdLc4tOy0xXpzf1frP911pTGms1LqgMiPrr1VHtn4VHz5J1/7WHLt+N5z2dfj/z9uzQp538VnJ9ceOJFIv3R1d8sRhy+UqsrCRjDp7OyS4ZERWXhYo1iWGbF2cvYPDcnzO9uloX6BzJ07x10/GbyPUXweCZxXo/h+jCr2+zERAiIAAADFORgDIodanbKmIXCm0nK7+6GMQ4k80BsOnSoiMXclSmZanXtIQ0Ck9AGR6VZ3pS41irrUqGLrUpxXozivRpXLeTUeAiJTID0gor9ie2KJu5Xj6G/f0u02Sig+9JrWbxeR42d7qmdPh5CIrz7wUa3EPWZaqUv75slPUodmNLz1q5ZqS5sO1pxIOPhld0OSz3eMLzZroMJdkWTFZtSIxMyoDMebttZycV9X6FfOdhz8CIiMBkQi4eoqkUdHUj415VsQOEYs+U8tcqm71tDWayJdrX9x28Wb8oDIp678iXTvicjihQ3y6f/OL3Tyf9/+lTy7s1Pm13nlyk+9x10/1XZ375EPfuSzcsdf7nHXffoTH5SPffh9ZiQXd914ntwUkne9/zLZ9vSz8faC+XVy9Te/IGe8en3yFeOLRmPyxS9/W7713WvcdW98w2vlm1/5nHi9iZFvJ8L7GMXnkcB5NYrvx6hivx/5IiACAABQnNSbqmZki1hF7B/OtmwqBqMjUzEKqbkxvzc28EUl6hytZVdfV+gUd+NBrFR1yrlNy+e7jVTRquWWsu9wpquxPbGV/e1PJZ6UQclMxxo50hEQKX1AZLrUXalLjaIuNarYuhTn1SjOq1Hlcl7lg4DIFEgNiGitPtfXFfyCs+1A8zYEnhIty83fWxmL1XR3P2VGGzioef0tN4roc+M7qdQnI53Br5Ryh2vqAz9XSt5plrXIrX3h0OudbZgeCIiMGxBx1dQ3X6yU+qXTViKh3nBoTQmfQpnSgEgsZsv7P/nN+PJLX9Is735rfiPi/vQ3t8lDj7fFl3/45Y+IxzP55HAh3nzRf8mdf7vXbTu+960vytvekviVNp7eSJ8cv+518QuyTA/ed4usXL7Ubefy3R/8Qj5zxdfctuMt579efnj1lW57PLyPBD6PUZxXo/h+JJTi+5EvAiIAAADFSQuIKHt9b+fmsR3XAyBjOuiHI+HQtJgTdirrlAsXLqzuj9Y84dRulaiP9IaDVznbUTrTsUaOdAREShsQmU51V+pSo6hLJZSiLsV5NYrzKqFczqt8ERCZAgREiuOtDzzvTJOhtDqmtyv4pLOtWN76Va8WZd+ZbDK1zDRFQCS/gIiROYyp1nJRX1fIzJtbCgREkl7Y0yNLAyc5zTSnnPRSueWGn7ntXG6/4y556zs/6LZTfeaTH4qPRDKRl53yetm85Wm3nSq843GZUVXltrPhfYzi8xjFeZXA92NUKb4f+SIgAgAAUBwCIsWZyjqlz9/yBS36M8nmg5Fw/cki90STbZQQAZHpj4DIoRsQoS6VQF1qVCnqUpxXCZxXo8rlvMoXAZEpUIqASK1/5WqxLJ9nJPZ0d/dT7WZmlLlNK45SMeslotTxlpYqEbU9ptVD/V2t/3R/0Pz9vmN8qnp4tVm2Y/IbpxOjlT7Lo1Rf8mWiB6s29fY+0eu0HXObVq+0bHuVEr1Ka2lUSjpE1LPW8NCNe/Zsc38+Veb+zprf3FjhsdYrsY/WSnZYMfWv3t2hx90fGIfXH/i3O/2LyIf6wqGrnW3FmD9/xdwRyxNyj4fWb+/rarvW2V4Mc8ztGUMrLS2NtiWNSkutVlavaPvRvvCsR8e7ge+oawi0xLReJaLWiCi/Er1PtHpOe9R9kY7WR9wXplq2bEbN3hlHW1qvskWvUqJmi5J+sWWrsuw7ezs3J8bXyjB//oqm4QrP0eYzFq2WiegeraznLYndlutnHHPrW9Z5RL9MlCzWIlWiVUSUbLM91n397Zs2uy9MUbOgZZl45DVK9JGilU+L9FsiO2Ja/t3fFfyXOVXdF+chn4CI1796iWXFDos3Ylakp6t1Y3KTq65uWY09o/IYW8sqS6tmW/SIpa2dtrL/2Rdue9B9Yfx9rzqxwmN7zLJd6WmN7NjU42zL5GtsPkKJOtwsj+jhzXs7t+12tk3E2xD4gWh5v1nWoi/sC7eZ6ZDSeCcREDG8/sB1InJ+vKFlZ6SreknmzyxY0DJnyLLPUtoamV0x8895TkdFQCTJhDLMRWU2i49YKE885OTScvvFtdfLhy/b4LZTvfudF8rXv+zUjHJbuOwE2bt3n9tOtfmJu6Whod5tZ8P7GMXnMYrzKoHvx6hSfD/yRUAEAACgOKUIiNQuaDlJKrSqsiseC4c37jP1KO9AZYvErONEyTEiekBs2aa1+lvf7uA29wdTaiQ6pudppf4YX6llp+WRtyZfEtfTETJT37j1DkdBdcqM/TV/hrKjr1RaHaaU2mpZ6u972lufd39gHFNVp/QtCLxEW/KY0y7d1DLrK3z14bO1koAotdDEWkTrHq0lZKuKv+4Nb4yP/JrNZOpk2dQdtmZhNDZytNLx2uZSJXrQFh0W23qkr17uSp2Wx/xdekbV0dGYFUvUttdX1PjDxylRr9BaVShlb5kplX+Kn28pJrOPxdbIJ2Ler22PLNG2NCqxmrToaiXSGVXqwb2dwZD7wlwKrOtO5jinKuS7ZHgPX12rhu1zROwlWltNzt+nxfPEXM+Mu3LVEAupIY9n4oDI+oraxq6Xu839+zdmmy4r37q4mRZrUA+uddo9HaEHxqth19avWiMe22uWezqqH3Rqr6WquR53CAdEqEslUJcaVYq6FOdVAufVqHI5r/JFQGQKlCIg4lzwKJHvDMf0lys96kYTanNfkO5ncyv7Lt25c+egadT6W862Rd/ibMwl8+azCVAMW57vONOvZNGvRH+uN9z2LXdNUur+ishdWuQmd2P8wlu+2dcZ+qi7Yhy+hsAVWsvn4g0lW6TK87Lxbsbnq8bfcpUS/WGzrETd1hsOnuVsK1RNQ/PrlFZvF5EL3JWZtDwmKvamSPipZ9x1KWprl3jtquofiui3uCszaC33Z87NOrdpxQorZl2XCJRkp7Vs6OsKXeGuELF8/uYPaVE5h6vUWn7Rt0C9L7MzEQ/YeCr+IKJPd1dm0vJYpKv+palPO3jrW74iSn/caWfR5VHyyj2doaC7ZgITBUSSw5aaQIhzN/xLkXDo08nlOK+/+TQRZUbSyHrH3Bxzy7LfnuwYKK8/YAocSxLbxv9epw4/aot1dn+49U/OtolMRUDE17DyVK2te5x2tk5UjT9wixI5O9m8PhIO5T6nR43prByqU8zs379fGha7fcY0Z732NPnVz77ttnP554OPyGvf8A63neprV35G3vMfF7rtXM46753yj38+7LYdc+bMlh1bHhTLGn+6Hd7HKD6PUZxXCXw/RpXi+5EvAiIAAADFKUVAxKlDKG290VaxdiXq5pz1lIwQhbch8HXRMmFN0OOxDk8NbRRTp0zdX23ZJ2b+/UrUOb3h4IS1U2Nq6pRrK731gw+KkmNNS2n10d6uYGKO3SKYB/hssUxNNl6/ysbUbnvDof92VyRNsk6WyeNtaPmYaP1ld81Y/TGpWOYEVNJre7ElSjzXapF1iXaC7Yku6G/f0u20J7uPhdbIx7V48UzvYPXbtFbvUEpOdtdn0Fr/v2pV+YHMgIujwLrupI+zUdx3qfnNIuonZpfdlRm0qLf2hYO/ddqF1pAnMlFApMbf/BklyqnX9ldEo80vvLBlV7JtTKou7mtYuVhry63nj//7c32F199l5rqIH6fUc7dUNddDOSBCXSqButSoUtSlOK8SOK9Glct5lS8CIlOglAERc/M8uSrrha9Ly/sjXaEfmcX8L35HL96SN9TNSCQ5OxAOS9Tre8LBW90V6fvbn/WCUckFkc7Q9W57HL6Glldore9yV2jZqZU+PzMFPhlm9AdL2Sbla2S7QCyI1x8wczlMeMwSozbUH5l50WsSyyMez/0T/hlK/SDSGfwvpznmGOWk3xIJt/0+2VA1/sAflcg5yXZuSr4R6Qx9zG0nOgQ/FlHvcVdkE7+4D7l3yWvqA29TSn7ltHOa4ambTOd6goCI5a0P/EmUnGkaiXBN/StTj73P3/I/WnQ+He+HI/PVSaZT4K0PfEyUfC2+Nv55ho7IlhqPzx87UuMmwWd7qmfnmQyPm4qAiPlE0wIuSl7b1xn6s7MxuT3tvUTCIZMkGPPkToYxnZViAyJ79w3KX+9/VJ7bGZb9+4fk6efMAEoic2fPEv+C2uSrxhfe3SP9+xKHfOkRTabIJEcsbJCTT1gtjf55yVeV3je+/WP5wpVjgyB333mdvOToFredi9ZaznvLe+Xue9MGhZKmRr88eO/NUlMz9ldrpn899KiceY7JrKX76pc+Le/9z7SHs3LifSTweYzivBrF9yOhFN+PfBEQAQAAKE5JAyIiIS0ScNbnYole3RNuazXL+QZELI86oqc9uMMsF1unTKmbmBrFmJpqZSx2WHLE5gmNqcGVoE7pbWj+uGj1lWSzVFPLeLz+wJaJj5n+SiTc9km3WWCdzF0Tv+necotzjo1jeyQcWuo0Mmp72T6ntNcXso+F1MgnUtvUcrgd08+5K8ZhQiJ9XW1jQhljzqmc0uq6BR3nYr5LZkRoZemtTjsXMyJLX2fbbU67kBpyPsYLiJjRSiylzShECdp6TaSr9S9uu8C6uLc+cLtTYxZR10TCwXcnltOl//3qr5Fw8NWJ5dLVXEsREJmudVfqUqOoSyWUoi7FeTWK8yqhXM6rfBEQmQIlDog4+kX0/9ie2M39s+x+M/ycEn2taFke35oSQJi9oKXB47HjF1hKq5+5F9hKLtBmyMekCk/lk3t2bdxplmv8zd9Uov4nualLi/qwrYb+trdzYU+tP7zS1uqroxdD0h8JV89LvSk9Zn9Nol7rXyotQW3J8mjM+uW+3cFOd/u44onb/yeSPtSkuQjTtnw5c6jKCZlk9/5ZT44eK/V9EfXNSFerSQCPucE/GaOftbpGi/03j0jrUExesCo9vgpbn5Haccn2dILPH/iOFhmdLE3pT+iY/LFvt/+ZOQ07ay2pOk6JvMuKqW/17A46F7kenz+wMaVD3i9K3lUZjT3Q3d3YVdfU3Wjb+lVa64s9I8PnOkME+uqb3+AO5RmnP+PxeH65p31+R91hexpiI7EPidKXOVuVLceOTgu0ttLrH3Q7f0rUF2Oe6K/62xufnj+/o37EYwXMdatWalNfZ/C7zutSE9Ja5FZlWZ+P1OmNNRGZI1FZaol9tm2rRX1dof9wfiYf4wVEUr9/5thUxmIrUzv9yVCOGw4yyfAKS76+Z57aavZLjdjniqifutuTT74kO1TuOWxZckpPR8iEe9LULGg5Q1naCV9khlcmNEUBkbRRTbTSH+jrbPu+s83wNgTuEC2vMcta5Oa+cOgNzrZxjOmsFBMQ2b6jQ67+2Y3xzspUef/Fr5e1axK/CkrNXED8/oZb4/917e6Wo5YeKf/zoXfL0asnrJ25TGL329/7ufztrvslFovJS45ZJR//yCXir5/vvmYiDz/6pHz7ez+TZ57dIQ3+BfK2t5wr553j/PqeGO9jFJ/HKM6rBL4fo0rx/cgHAREAAIDilDIgMkpvFO25rErrf0ajgx5dOetVWtl/cLem3Bg3UypHRS8WW9UqJc5Uz9u10h9KLsfNsWbd7TxgU2ydMsv+3iNi/VaU7hHRR0Y6277qbppQaeuUiZEjPCkjH6j3RbW6eV9Xa9hdVQBv46rjxLZThhTVbxmJyX0DfusFb3f0MBHrBC3qQq2tr6ZOV15oncxpe+tb3ihK3+C0lVLXSkxf1Tt7oK2ur6IqWjVjpaX1xSJ6W2+4zX2qJqO257hORN+olFVta3u/UxMrdB8LqZHnI/mdOl5E/1wruV9i1lNVOjoQVR6/9sh7nbqeEdVWQ8ZnW1Bdt+DjXMR3KSOUs10p9e6KaPQRpSr0YIVaZGn9SqXtN1XZ1tm7dwf3Jl5WWA05H7kCIjULW+rUiG5zPl+l5IrezlDa3BOF1sV9/pbXa9FmxKS4KlvNHX2vo7z+wJdE5FOJln5PJNzmno+lqrkWGxCZ7nVX6lIJ1KVGlaIuxXmVwHk1qlzOq3wQEJkCGTeoJ6S0Oqa3K/ikuyLjgsdQynpFb2erO0WEkZni9VRULMq8mPU2BJ5yghGVsVhNd/dTZoSPNJnJZ22ro8Z0buLD580yr4lfaGWmdDP2d3skXL+iuOR7rs6XoX9SGbM35J/0D2zQWi53V4xKDp/n/26h+2rmIhwYiFXlmqfS6w9cKSJOKv/TkXDIXCzGZR73zJR2Lt6GwPmiTYcprl8pe02O4R1TpXU+cgcPWn47OtXN6MWsmS9W28r9O+ZW9s1ypjQaj7c+8Lwzv6etrXWpHdBi5AqIjO0Mq1dFwsG0RL7PH7hai1wabyj5YaQzdElyk8vrb3mviI6PyJP256cfn59Ewm3vTSyPSv3zldbn9na1pU23NJGpCoj4/IFvmw6yWbva28wAACAASURBVM425dPcpuXzle25QGkZlhkVf8hzRJcxnZViAiJfuvrX8syOjvhy9cwZMmNGpQzuH5JoNBZvV1R4kq8cn3m9+TnzevNztq2lrz8xometd4584ePvkhlVlclXAwAOZgREAAAAipNZY5xAfyQcqnFbSRmBizFTWBi++ua3a6VMLc9IG8XAyHjw5uFIOHRCcjlNZr2skDpl+v5mr99MTsnqlKqmPnBvjqlJtmtbfaBvd/AOd80kpI/imzaCwbiKqZMlpjwJhNyH8rKMSJxLZkBEa7morytkpo8Zo8h9jMunRp6vuYetnNe/a3ZfjnqcGTHCvK/jTcOy1ckpD/0VXNct5DgX+11KHwlEfSoSDo43tU1coTXkfOQIiCivv8VMZxN/KE5E7oqE61+TUesvoi4eD7yY+y3x45PrPE09vzJDQaWquRYbEKHuCgBIRUBkCpQ6IKJFfasvHHSSvmm8/sC/nQtOsazjIx2tjyQ3xeVz8evzN3/YnXtPq69GuoKfSG5KU1Pf8jmldHzew8wb3+mdzbTh74qwvsJXH36rVspM65FIeKdRn4rMl29mDGs4htff8pdx5zwUfU8k7D+90JDIeOb6V51liR0PfWjRV/WF2z7ibMtIYT8YCYdenlweV+qoHCaF3RsOftbZlou3ceVasa3EuTHOEH6pQxym7m9t7RKvXTXTDcFkCyNlk3Z+TmKaoYlkC4gk9/Gx0SET9Wci4bb/Syy70ob105VqXt/OoJkfMl2icxTvvJjhU3vDofj8IJlDQGaZPsb8+abYET9fs2yf0FQFRDLm4bwuEg69OblcjDGdlUIDIi/09Mknv/Tj+PK641bJO998RnJLadx85wPyp7/9K7582SVvluVLFiW3AAAOZgREAAAAijPJgIiZ/kC5jaTUOoTS+rzerraUJ/ETMmtHmdMo5BsQKUWdMm1/Lb24t6PNvUleuFLUKdNHV8hGKfl8b2co24Nu4/LWr3q1KPvOeEPJlkhnaGXq8c+hqDpZ5oNaOX8+i7TaXnx/61ty1GaL2kdHPjXyUvHWt3zVGY0i89wsrK5b2HEu9rvk9QdMXfV/4+tFvtsbDo2Ogp1D5u+BfGvI+cgWEPHWN18iyowWHtcV1daazNF4iq2Lpx6fbOGrjId474qEQ69KLhdjTM21mIAIdVcAQCYCIlMgIyCyXYsEk8tZKfF8OBLetN1dkXHBE7OswN6OVjNM2hhef8tPRfS7zLIt1tn94dY/OduMfC5+a/wtVynRHzbLWsvFnpH9WUex0FXV/+kGGpT+ROpwjNku0JxtxVq4cGF1X9T7LqW1uWBO74Ap+UOks/rC8W6Qew9fXasH7Xm6Murx2JWNWuujROmPualrQ8tlka7Q1912iaQFCjLS3akjOmQOPTee1M8032Ptq28+Vyt1Y7yh5IfW0P60uUYd9sxZR7kdDiV3RjpD7l16rz9g7q6/LNncbov13/3h1tvjp14OPn/LF7TozySbZsSWz86p7P9xscnxbAERnz9wrRZJpBK0/DnSFTKdrVjyNXFz/GvqPRJNdBKUbLGG9mctRhh21cznTcbHLEfCoYrkn2V5/QFzwR8PoWQGOHz1LUdrpZ9ItNTvIuHghYnl/E1hQMQdUjIzrFSEMZ2VQgMioa3PyVU/TuSH3v6mV8vJL12T3FIaU/3nAwCmBgERAACA4mQERB7UIruTy2Mokf2RcOgCd0VSSh0i6wgjjtSRZGWGpy71Sfl8AyKlqFPmu7+FKLZOaaZLGVYVs2yPVFkxOVxZ+tjk6MPxGpShRb+8L9z2oNPOR13dsppYZVXEXSHqr5ZWH+vpat3orspQbJ3MV7/qvJSphcaM2jGebLW95HKaYvfR2ZZPjbxUUgMFmSNGF1bXLew4F/tdSgsdxQ+/fHdEW1/MDGBkKqSGnI/M+w8VUV1lK9t96DbXdODF1sUzR0XxeKzD97S3mnMtrqah5QNK6+R0Oep9kXAw8QRcccbUXIsJiEx1XXSq/3wAQOkREJkCqQERrdXn+rqCzlP7ecu84Ml1sZg6hYkW9da+cPC3zjYjn4vf1ORyvpSWj/V2hdxRUvLd36IsWzbDt7fqrVqLGc4utQNmRkMwN+IncZG5vsLn77rKHZ7Q9B6KG/LOU+tfGYgpa6HYUieWqlViV2tbBZSS+JyrInJlJByKp66N9OOuT4+E2/6WWB5XWmo+3xEqMkYryYsSdVtvOHiW066pD1yUMlesY7to+YE1sv8nPT3bUzqhCWae2ZgW0ylwO7mmc65F/1SJfXUk/NQz7tpJSO1EKpEHtIi5+I9/D8xTAjFP9NT+9i3dyZe7MhP3+Up96iXtWI4N0Zi5JhPTCGn1pkhX0J1/N19TFRDxNgRuEC1vNMtaqUv7OoPfc7YVYUxnhYAIAKCUCIgAAAAUJ7Vmp5S9vrdz873OtnzlG7hIHUnW8qgjetqDO5xt+QdEiq9T5ru/RSlhnTIe7qiouluUmLCIUdAoBOlTgiSYupkt+rt9Yf8NmSN0FFsnS62RTXbkk3wDIsXuo9POp0Y+WfGw0EjNGo+oeq1knmip1cqu0LY625lGSNvqzJRpg4qu607mOBf7XTJTq++LDfxLRGXe7b/O1uo7/V3BB9w1KQqpIecj7XeZVh/Vln6f+wColvdHukLOFENpSlIXTz2WYwJpo6OXj8R000B3W2L+7OKMqbkSEAEAlBIBkSlwIAMiqYnkQgMiPn8g6MzBly+l9Tt6u9p+6bQPSEAkKdGh1NemThujbDm2d3focaedl8TQg2Z0l/hoENmm+pnQsmUzvP1VG0TkAxkhiDG0Vpf3dQU/77RTj7sl9pqe8OZNzrZc5jQsW+DRVc4cr3l3clNHj8iX1vKLvq7Qf7grcl/gG/0i+iPZRkHxLQi8RCu5xX2CJIUSubo3XP3RfAIOqTI6kWmUpU/t7Wi7z12Rwlff/Aat1JhhUCfQFQmH3Fh2xmcgFdHowhde2LLLLKcWQqpsNXf37uDe5MvyNmUBkfrAo06hQSt9Vl9n223OtiKM6awQEAEAlBIBEQAAgOIcyIBITX3gPufGeKEBkVLUKQ9IQCSpVHXKuU0rVlgxj/PAnan5eeOlocnx1Pibv5a1Bqhki21b/9Hf1fpPZ1WxdbK0eqPW/xXpavtB4iUTyzcgUuw+OvKpkedr3rzlh0UrKr9upll3V+aglHplb2fwbrNckrruJI5zKb5LNQtb6tSINkNDvNJZN0r9dSRmvyNbIKKQGvJEUn+XpTIhqN5w/frMAJSjFHXx1GnkU6dwMiOXy1AsPt2P1nJ/X1folMRPFG1MzZWACACglAiITIHpFhBJvXFsErBie5JTZOQW1Xrjvt1Bp1N3QAMiSR5vQyDkXNhnPimQr9QpenLdjM/F718ze7+K/kG0vMZdmdAlSnrFlr3JUETyKQL1qUg4aJ4qiEs97vl2HFMvOo1s88Jm4/U3f1lEOfNMXi/amvAiPOaR57NNbeTzHeOTquF3aSX/5YRrHFrpD/R1tjnzPqZYX1HjD7/JEnWpFlnnro4zU7EsuDjXRXw2GZ1I06Ezw6OO7ou2XhPpav2L206qaWh+ndLKmYZpu2jrkuRyTrbofZmJeK8/8GsReWu8kZyeyAwROuLxxIMi5hhnG5I1H1MREMmYC1NiSrXs7QyGnHYRxnRWCIgAAEqJgAgAAEBxpltApBR1ygMZEEkqTZ0yZYqezGksJsPrX71ES/RSJerdmQ+0pU5fU2ydzFvf8lVR+jKzbKbR7guHrk6+bEL5BkSK3UdHqQIi8Rqb0ma0l/QH4bTsVEr6tOioiDrSOe62ttY5oZyC67oFHudSfJccc+tb1llK/7eInO+uNJRsicnwSXs7t42ZuqqwGnJuGQGR7SKywD2/46M8V5+drUZamrr4+gqvv8vUfeN1fi3ysr5w6CFvQ8ubRMcDNJMK7+RhTM2VgAgAoJQIiEyBaRcQ8Qeucy7utJLX9nWG/uy8l3wdyBFEHN76wMdEydfijYypPvI10RQ94/HVBz6qlXzdaZsL9Mpo9EZnNAnD5w+co0VuMstK1Ed6w8GrnG01/sBNSuQcszyZER1SwwFqqKq2t/eJXqedS01D838prZwpRb4cCYfMVCjFsrz+5leKUt9zh/MznZv5aoYEg8NOO9PcptUrPTH766mJ78nOrZqlE3mxz99yS8qf2e/xWC2ZHena+lVrUuamzPm0ykR8DStP1dq6J95IpMZX+Bpa3qm1/nly3QWRzlCiczBJUxIQSU/Kb4+E61dMJpAzjjGdFQIiAIBSIiACAABQnGkXEClBnfJFCIiUqk6Zc4qegsRHT559sUh8KvSUG+mJfSu2TubzN/+3FvWtREt/JRJui9dY85Gltpc1IFLsPjpKFRDJCCl0Ka3fp0aG7k6dNiWtDmdZx0c6Wh9JbiqorlvocS7FdynT3Kbl861o5cedwEpcxpQrWRRUQ86Uef9BorrOUnZKECj7sSlVXbymvuWzSun46OBK5Lu94dAHa+qbf6GUeodZlzrKdAmMqbkSEAEAlBIBkSkw7QIiKSlkZzSE5FvJW+YFWn/7JmdIxCnjbQicL1rMhW7hHa/6wO2i5EyzbIle3RNua3W2TST1PWut397X1TZm2LzUgEhmMtrnD1ytRS6NN7T6WqQr+PHkpnGldmhssc7uD7c6Kfqc0obB0/LnSFfotclNRTPzbfaP1Dw7mqDOL+zhbQjcIFreGG9M3JFIk60TGe+gxCrMlEHx/cg2vGBGUr9/bmWff+fOnYPJ9mQob0Ngs/M5mHNHi/qEFrnItD0jw949e7b1JV87KaUOiCSPi5viz/VnFmhMZ4WACACglAiIAAAAFGfaBURKUKd8UQIiRdcp4yMUOPWdQqeYycpX33K0VtodPcK5MV9snSztPYveGAm3HZ1Ynli22l5yOU2x++goTUAk7TMyFcClkfAmM5JFmtSAiKWto3u6Wjc62wqp6xZ6nEvxXcqlpqHlA0rr78YbeZ7vhdaQHdnuP3gbWj4hWrsjdmtbndm3O3iH0zZKVReva1q1KBazndBWfyRcX+f1d5lzc26iDh06KbmtFMbUXAmIAABKiYDIFDiYAiKpcw2OxHRTtjkB00Y+MHM0Vg8cIc8+uz/Zzku2CzRn21Sp8bdcpUR/2CwrUV/sDQc/62zLR62/eZUtapPTjoTrKyczqoLXHwi7YQRLn9rb0Xafs83ha2j+vNYquV/qvZFw8CeJ5YwLaZH+2Z7qhvb2RweS7Zy8/pYbRfS58UaeF7U1C5qPUpba4rQtsdf0hDe7771YNfWBnysl7zTLmXNV5pJ63mXO6ziRXJ3I2sbAybYt7ueglHy+tzN0udM2Uj+3Yob+S03vm6FDtRIT8KkXUX+MhIPnOa+brFIGROLDXnr0bW46Pz7aSX3LZM7zCYzprBAQAQCUEgERAACA4hwsAZE5/jX1HomamkyyPhFakdzFNKWoU74YAZFi65Q+f+A/tcg18Uae9b7JSK+HWcsiXa1Pj10/uTpZZvBkMjf8c9X2silmHx351MgnMrdpxQor5nFr3rM91bOz1HKVzx+435liO7NOXkhdt9DjXIrvUi4ZU213RcIhf3J5XIXUkB057j9Y3obA7SlTwPdXxmIru7ufak+2S1oXTxsRXMtFSsmv4stKXdrXGXRGKSmFMTVXAiIAgFIiIDIFDqaAiNfffLeIWm/2Syl7fW/n5nud/XQ0Na2dtS82aOYWTM5Jqa6Z7Zn5oSwXuB5vQ8u5UmX9PbJjU4+7NvcFWkFMKlqJ6u7tDJob/TF3wyjlawi8U2v5mbMie+J6fUWuG+G+hpWLRVu3OR2DyQYUDJ8/8A/nYl8pdW1vZ/Dtzjajxt/8FiXKnbIm80KxZmFLnRrRLzhtJeq2WZ6ZF2Qe99kLWhqsyqi3v/2pp0zbW7/q1aLsO53tWqvL+7qC8eHtUtX6V662Z1TudD6r1AtYMySjx2O9MXMKFmNu/aoTK0T2pqbbDbO+v6vVdNwyPxOPzx+41zkWlq1O7tkd/IdZ9jY1HztbZm3OfE+G1x/4PxH532Tz05Fw6EvJ5QmN14n0+ps/LaK+6LRF5LRIOPR3p5E+LKP021qdmTkvqWHOEVus5lzDL2aMzNHldFRzhTryVZKASEtLlXe3Wi/KvmH0ex3veJ3X29X2R6edKh4msfS7lJJhrWO/iISfesbdmNuYzgoBEQBAKREQAQAAKM7BEhARWVvp9Q+600nMlIo54fDGfU7bUYo6ZSkDIgekTtnYfIq2lVuzVUr9R29n8BdOOx9mpA1rKHpYttGR5zQsW+DRVaZ2FZc6tUexdTKvP/AvEXlZsrldtPVqJ3ziMCNH9I3UrOkLh5xa3ri1vUzF7qORT418In7/mtn7JbrXaSuRd/WGQ2592tSia/zhr6ZM8zx2BJEC67qFHOdiv0umVlilowOpYQtHxvu4KxIOvSq5XFANOR+57j8kw2cm8JEIEcX3p/41qfcFiq2LO2oaAmcqLbcnm2492OOxDs/25xmlqrkSEAEAlBIBkSmQGhAxF2xaZNxEqhIZVkNV702dczDXBU+mmvqWzymlrzDLWtRb+8JBN5BgeP2BX4vIW5PN7UrJF0WrF0T0aVpkbyQcit+g99UHPqqVuMPMKZGQFnWtEt1mKx1VIi2i5W0iak22URny3d8JLVs2w9tfZW66zxUtO5Wl7hbRz2itdyilbNtWiyyl3+wEO5Kuj4RDb44fghSJG+36RBH1e1Fqi9iqT1SsVrS1Nm2eRJHt1vD+Y1PnisyH1x+4UkRS5jXUG7W2/mCJ3qeVPsvpdLiU+mSkM/gVtx0/boFva5EPuSsSf8YNouytIpYSsY9PdipSL7RNEr017Rho+bNW8melVIdo2ydivUpEv0VEfyYSbjNBjMyOl9GvRH3bFjuotGePtvRRovVrlMjZmcPieRtXrhXbesR8JqLkl1pLmxKrS4m9OuO99quhqsPj5/LoZ2ne+69Ey+Oi1XOiYocrUac607HEN+cYgSWXCTqRHq+/5c8i+vRkuyuqrTX7ulrjT6kkO3PmKQE3OCFKfiham/lAn1PKWqhFv9QJadgV9vz+XZvdIE8qX0PLL7XWF7srTOdmeL9vsudSqskGRJSSK8SWfttSQ6LtJUrUy1M6jI5+W6y3jg1RjcroaKZ17MbhdlYGBgZm+Hw+AiIAgJIiIAIAAFCc1JqdiDyoRRKjeOSkt/eF2z7iNtPrEOMGLmrqA/cpJSebZcujjuhpDzrTMcR5/QEzHW+yHqPvUaK+ZYuapUS/QWnr971drTeaLcXWKfPd3wmVsk7pDzwtSrZqUbd6tOyIKR21RPl1fOQDU8NzmZ+/wG3lyedv/rAWdZX5jEXUzaJlq7bs/ZaoE7TIW9zRZUXfEwm3vSKxXHydzFe/6jyt7D84bXPMRasfatFPKkuGRevlotX7RcnC1KldJqjtpSl2H418a+QT8foD/xaR490VWv6sRP5ui5qtlH6HiCxxt5l90da6/q7Wf7orCqzrFnqci/ku1fgDt5g6sSj5g9Zyryi9XZnvq5aTtcRHAYl/Hlr0Z/vCbfGH9QqqIedpvPsPvoZV67W273baWqvP9XUFv+C0i6mLp4tPM2RGTnHCKMaDkXDI1GOzKlXNlYAIAKCUCIhMgYyASF60rY7q2x3c5rTHu+BJNVFAJHMUiwymk1QbT/MuXjzTO1j9HRH1HndrbmOGjct3fyfi8wfO0SI3uSsm9rA1vP/0LDfkLa8/YDoOqRdrY5nOnZbX9+4OPe6uy1Nt7RKvXTmz1Vx4uyszaNFXKaVel+iEqWsi4eC73Y3m84mPIiK/Swkz5JYy/GNt/ao1tti3jfd3J6V9Vt76gOko5DUMY+o56fU3f1lEfcLZlkvq0IA1Dc2vU1rlDCQ4Chm9ZaJO5Kz5zY2VHmVGXEl0HBNzYZrzM55cn1vfss5S2hQdxj8/cnyvHLULWk6yLX2/09YiN/eFQ29w2oWYbEBkYnqjtq03pv5+yUJ5/QHbbcVHJglZibc0LrVhwwYlIhUiUlVVVVXNCCIAgFLKDIiIyDattXkiMLphwwbz79RE/1YBAAAc0jICIvkYU/fLN3AxYUAkpeaRxXXJYIUUW6fMd38nUqo6ZebUJLnpe2RGxXmZI6Lkw1sfeFSUHOuuyCFb3bbIOpnHW99yZcbDeFml1w3Hr+1lKnIf86+RT8CMliwx9ai7IgvzMKAS+U58WcvFfV2h+DQkjgLrugUd50K/S5kjX+ekZMtsq/olzqgkhdSQ8zXR/YfU+yRG5gOJhdbFM3n9ARMmigd3DPN594VDVzvtDCWruRIQAQCUUmZARET2Jqemm3Y1V/MP5kGhpqHlUqV1rouCrDIvOrz+wHUicr5ZVso+srdz87POtlTehubLRKuvmuVsF7+JpPuM37pzG6b7zUypeG/qcI7xuQlt/YUcF6hdovQ3rKGhH2V2dPLd34n4GpuP0DHrAyL6whz7kKDEzBv4mUhnyCSn0y6yDDOsogzFzPQar3RXpusXLZ+PzBr4bjFzL5r5FqMez1dSR8NI0Bu1yJXm5n7KVCo5EsImeRz+ooj6LzfQkO4uEX1lJNxmpklxLx7N8JCWrvpJyvB4GdQ1MUt9Y29Ha5u7KtEBO17Z+oc5O41afV+U9Y1IeNN2Z5XptFkil2aOlpFiuyXqwz3h4K3OirqmVYtisdgHxnlfZlqdj/TOHfq+bNs25K7MQ7wjpewnE62xwRvD628+TUT91WkrJf/Z2xly5t2MT93jsfQPcx0/LXKrsqzPRzpazdMIuZiLfPO9TTwdoOSCSGfo+uS2gvj8gau1yKVmWWl9bm9X25hCRD4BEa3lfrHU7+dYM3+eZejIMdJGQ1Hyw0hn6JLkpvGkdVbMCLFLly6Njxpz0UUZX4kJ9O8bkI9s+H58ObB8sVz8xtNlxozK5Nbi2LaWP/75fnng4cQoq5/+0EWyeFFDcisA4GCWGhC55557PqqUepqACAAAQP68/pYbc9QFc8kWuEiM/KFlZ6QrtMjdkMFbH7hdlJxplrMFRMwUIFqsO0dHs3D1a62+njnVRhF1yrz2dyKlqlPW+AMvtUR+ljHSyCglW5StP5GtBpQvMxVOMnyTqxZ6lyX2h3vCm7OOdF1snaymPvA2JfLlHMdpu1LqC71zhn7r1ADzqe1lKmofJ1kjH0+8tqq1CYCkjeBrpg+3lVzR1xl8eHSkkdFRQFIVXNed5HF2TPa7ZKanGYgNvFcrdUmW72uCUj+IydDlezu3OVNwF1RDztfE9x/iNfa/poxS0hUJ1x+WNtVMAXXxTPPmLT8sWlGx02lXxmKHZZuGx1GqmuuJJ564OxwOy+mnny5+f9qv6AlRdwUAZEoNiLS1tZma6z4CIuXHmtPQsrLCVitjSoY9tr2rUtTW3buD7pyJmUzAwt5vByxLGrXWz9tqeHvqxd6BYC76LaWWKMv2KjNMn9YjotWzamTw2cyOXy51dctqYjNmLrds3RgTe7ZlSfvwiGwd6G4zo4uUjJnjcd/InGXatiqinuGd6cdqbWVdXaR6T50MZV6cZzIXmCNW5WrL0jPElh262vPsxE8NrK+Y29Sx1BO1ms00I9ryPDNXqnZMGApYvHimb9+sZu1RS5XEdltWxfY97a1miLwxHVmH6RwMRoeWaaUX22LPUqJ2K0tv6+1oMxfFOVL26ytqFoSPFI9apkTmaNED2qp4un/W4DMTHY8DxFOzoHmJZamAbashEfvpvnrrOWcu1gl4vP6A6QDEn16Y7amePeFxL4FEAGrYZ4maExNrljlftJK9OqYqlXh2V9l213jf7xys2sbAupitR/rCbeYJjglDKMaGDRtM6r1i9uzZlSMjIzNXrVoVjkQinrPOOkt8Pp/7unz84Jc3y2ObtrrtqXDk4Y3yvx8c96EUAMBBZPPmzfLII4/I8uXLh++4445PWpb1dCwWuyOZZs95zQIAAICD1OLFM2v2z16ttG0etnkhpqz2vZ0LtqTexM1ULnVKM+Ktx/Ic6RFp0JbtEWU9Y+0f2JpvnTMf5ljpoegKS3uazN9h29YuW+RpZ+rlPBRTJ4v//dag3WJ7pEFre2c0Js8NdLd15ltnylOh+zjpGvl4fL5jfLp6/9KY9gzOjEafd6Z1MUyteGBgZuWePQsHxju3C63rFnqcC/guqXnzljfFKiuXa5F5yla2aPsZKzb89J4920wQK6vCasgHUAF1ccechpaAR+tgspnjgdA0Jam5nnrqqe3bt2+vevnLXy5Lly51X5cv6q4AgFS7d++WO++8U+bNmxd7+OGHzQhlAykBkQn/PTyYHDQjiAA4NPgam0/Rtro38W7ze9qh3JjOSnt7u6epqckM9zHz5JNP3t7e3u5dt26dHHnkkZN6uz2Rfvnxr/8k254x/bHSa1hQJ+988xmy9Igmdx0A4OD24IMPyrZt2+SYY47ZdeONN5opHLft2rXrjqampth066wAAAAAAKa3Gn/zZ5SoL5h3kW0KoVLJrLmec845ra2trY0rV66U4447zn1dvqi7AgBSbd26VR566CE54ogj9tx9991f1Frva29v//l0rLkSEAFwAJlhC7v+mRguUsTS1tE9Xa0bD+AOHBS01uqKK67wRCKRSr/fX3XyySffsn379lMWL14sJ510UkH7+MiTT8lzu8IyNDTRgx/5sSxLFi9skJce2yxK8U8FAEwXWmu59dZbpa+vT1avXv33m2+++dZYLLbRsqz7L7/88phSKq8nrwAAAAAAKJaZbn7E43GebOuKVA8cUcz09ePJrLlecMEF33vggQfeNmfOHDn77LPF4/G4r50M6q4AAMN5KO+www5rvf/++3+qtTYzb9w4HWuu3PUDMOUSc6TGmpVYF2vRr0v8heqvkXDw1VP+lx+ETGfl+uuvtzo7OysGBwerTjjhhNd0lWjOTgAAB1VJREFUdHRcH4vF5BWveIX5x+Ug3GsAwHQQDAbl8ccfl9mzZ8vg4OAVW7du3WNZ1r0rV65sPf/8820CIgAAAACAqeZraHmFiByhtf6siJjpsYz/jYRDVyaXSy6z5vr6179+9datW/8RiURUIBCQY4891n0tAACT0d3dLXfccUf8gWqt9XeffvrprR6PJ7RixYq7p2PNlYAIgClX4w/cpETOSf2LYkq17O0MhtwVhxa1YcMG1djY6Ono6DBDHladccYZd27duvWEWbNmiZlqxu/3H1pHBABQtO3bt8eHObRt2wyfe+/vfve7m8wcmBUVFTdHo9FdGzZsMKOHMIIIAAAAAGAqWV5/IOa2zKOCIqEZUnFCOLxxn7uy9MbUXN/xjnf88oEHHjjbbDzhhBPkqKOOcl4LAEBeTDjkH//4h+zdu1eWLFnS+te//vUaU3MVETNjwhPTseZKQATAlPP6A2ERqXf/IqXOj3QGb3DbhyBnyMO6ujrPnj17KteuXVtXUVER7O7unmMOh+msLFq0SObPny9VVVWH4BECAORjcHAw3kkxc2C2t7fH1y1fvjx83333XTUwMDCgtY7U1dX9/oMf/OAwo4cAAAAAAKZazYLmo5SltrgrRPq1rdf27W7b6q6ZIpk11xNPPLGmtrb2sc2bN8efxjMP5a1YsSJeczUP6gEAkE00Go3XXJ9//nnZsmWL+fdF5s2bt7etre1Le01SRCRaWVl5w6c+9anu6VhzJSACYMr5GlattyUWsEQN6irPTZEdm3qm/C89+MUT7e3t7Z6mpiZPdXV1ZSAQOGrBggW/b29vX7Zv31SG6QEA5cgUuhobG5+86667ftXT0zMsIr3RaPT+ioqK56Zjkh0AAAAAMP34/Wtm71exM0Xro5SoYO98uUOCQdNHPRDG1FyPO+64uvnz5/+pvb19lbnZBwDAZNTU1EhTU9Pmf/3rX9fu2bNnr1IqFo1G/+HxeDZN15orAREAeJGYRPsFF1xgnXbaaVZHR4dHRCpmzJhRuXjx4g/5fL7zYrHYkXv37p0zMjLC72oAQFYzZszQXq83IiLPhsPhP23fvv0F00kREVsp9dimTZv+fd1115llppYBAAAAAJS9bDVX818gEHiDz+e7VGu9NBKJeIeGhqi5AgCyqqys1HPmzNlrHrwLh8N3P/PMM9udmqtlWbuef/752370ox9Fp2vNlX8AAeDFo8ywVKbDUltba61atcras2ePp6qqanY0Gl2ptV4pInNMp8Z48XYTAHAw0ol/IOL/OZLBkF0jIyOhp556alsyHGJ2n4AIAAAAAOBQkLXmWl1d7RkcHFyhlFphpkOn5goAyMbUWHPUXHui0Wiot7c39J3vfMdM5x1/ufNz0wk3HAHgxRXvsFxxxRXm97HV2NiohoaGrGeeecbyer3zRGS5iMxXSs3TWle+uLsKADhYpKbTk52U/UqpsFKq27btTSIycPnll5uOTPwlzmsBAAAAADgEjFdzrbYsq8W2bVN7rReRmYfA8QAA5CGz5mrb9ojH4+lWSnXt379/S1VV1e5yqLkSEAGAg4PbaQkEAioUCpm5MtXatWulo6OD39UAgKwaGxv1o48+aubB1IFAQIdCIV0OnRQAAAAAAEqAmisAYNLKvebKTUcAOLjEOy1GMuHuCgaD/M4GAMS1tLSkjQpiQiHm/4wYAgAAAADAGNRcAQATOlRqrtxsBICDH7+rAQC5MH0MAAAAAACTR80VAJBLWddc+QcQAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAAAAAAAAAMocAREAAAAAAAAAAAAAAIAyR0AEAAAAAAAAAAAAAACgzBEQAQAAAAAAAAAAAAAAKHMERAAAAAAAAID/3x4ckAAAAAAI+v+6H6ECAADAXEUqU8FEGFAqAAAAEGRlQkc2QTBBOTVERjE4QkRGQjk01s7p/wAAAABJRU5ErkJggg==" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "access_key = mo.ui.text(label=\"Enter S3 access key ID: \", kind=\"password\")\n", + "secret_key = mo.ui.text(label=\"Enter S3 secret access key: \", kind=\"password\")\n", + "mo.hstack([access_key, secret_key])" + ] + }, + { + "cell_type": "markdown", + "id": "Kclp", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Some scaffolding to help opening the dataset. The daily data lives in `noaa-cdr-sea-surface-temp-optimum-interpolation-pds`, while the metadata and monthly data is in `neracoos-data-requester-pays`, which makes the access a little convoluted." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "emfo", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "BUCKET = \"noaa-cdr-sea-surface-temp-optimum-interpolation-pds\"\n", + "URL_PREFIX = f\"s3://{BUCKET}/\"\n", + "DATA_PREFIX = \"data/v2.1/avhrr\"\n", + "REGION = \"us-east-1\"\n", + "\n", + "# obstore / icechunk want the prefix without a trailing slash for the registry\n", + "# key, while icechunk's VirtualChunkContainer matches against the trailing-slash\n", + "# form (mirroring services/xreds dataset_spec.py).\n", + "STORE_PREFIX = URL_PREFIX.rstrip(\"/\")\n", + "\n", + "\n", + "def open_repo(prefix: str) -> ic.Repository:\n", + " \"\"\"Open (or create on first run) the icechunk repo for a store prefix, with\n", + " the NOAA virtual chunk container registered and authorized.\"\"\"\n", + " config = ic.RepositoryConfig.default()\n", + " config.set_virtual_chunk_container(\n", + " ic.VirtualChunkContainer(\n", + " url_prefix=URL_PREFIX,\n", + " store=ic.s3_store(region=REGION, anonymous=True),\n", + " ),\n", + " )\n", + "\n", + " return ic.Repository.open(\n", + " ic.s3_storage(\n", + " bucket=\"neracoos-data-requester-pays\",\n", + " prefix=prefix,\n", + " region=\"us-east-1\",\n", + " access_key_id=access_key.value,\n", + " secret_access_key=secret_key.value,\n", + " requester_pays=True,\n", + " ),\n", + " config=config,\n", + " authorize_virtual_chunk_access=ic.containers_credentials(\n", + " {URL_PREFIX: ic.s3_anonymous_credentials()}\n", + " ),\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "Hstk", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Now we can access the metadata, and open a session for access. There are a few steps here because [Icechunk](https://icechunk.io/en/stable/) uses a strong versioning system like Git, but we can use the latest data on `main`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "nWHF", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
icechunk.Repository (v2)
\n", + "
\n", + " storage\n", + " \n", + "
\n", + "
icechunk.Storage
\n", + "
type: S3 (native)
\n", + "
bucket: neracoos-data-requester-pays
\n", + "
prefix: oisst/final
\n", + "
region: us-east-1
\n", + "
requester_pays: True
\n", + "
\n", + "\n", + "
\n", + "
\n", + " config\n", + " \n", + "
\n", + "
icechunk.config.RepositoryConfig
\n", + "
inline_chunk_threshold_bytes: 512 (default)
\n", + "
get_partial_values_concurrency: 10 (default)
\n", + "
max_concurrent_requests: 256 (default)
\n", + "
num_updates_per_repo_info_file: 1000 (default)
\n", + "
\n", + " compression\n", + " \n", + "
\n", + "
icechunk.config.CompressionConfig
\n", + "
algorithm: Zstd (default)
\n", + "
level: 3 (default)
\n", + "
\n", + "\n", + "
\n", + "
\n", + " caching\n", + " \n", + "
\n", + "
icechunk.config.CachingConfig
\n", + "
num_snapshot_nodes: 500000 (default)
\n", + "
num_chunk_refs: 15000000 (default)
\n", + "
num_transaction_changes: 0 (default)
\n", + "
num_bytes_attributes: 0 (default)
\n", + "
num_bytes_chunks: 0 (default)
\n", + "
\n", + "\n", + "
\n", + "
\n", + " storage\n", + " \n", + "
\n", + "
icechunk.storage.StorageSettings
\n", + "
unsafe_use_conditional_create: True (default)
\n", + "
unsafe_use_conditional_update: True (default)
\n", + "
unsafe_use_metadata: True (default)
\n", + "
storage_class: None
\n", + "
metadata_storage_class: None
\n", + "
chunks_storage_class: None
\n", + "
minimum_size_for_multipart_upload: 104857600 (default)
\n", + "
\n", + " concurrency\n", + " \n", + "
\n", + "
icechunk.storage.StorageConcurrencySettings
\n", + "
max_concurrent_requests_for_object: 18 (default)
\n", + "
ideal_concurrent_request_size: 12582912 (default)
\n", + "
\n", + "\n", + "
\n", + "
\n", + " retries\n", + " \n", + "
\n", + "
icechunk.storage.StorageRetriesSettings
\n", + "
max_tries: 10 (default)
\n", + "
initial_backoff_ms: 100 (default)
\n", + "
max_backoff_ms: 180000 (default)
\n", + "
\n", + "\n", + "
\n", + "
timeouts: None
\n", + "
\n", + "\n", + "
\n", + "
\n", + " manifest\n", + " \n", + "
\n", + "
icechunk.config.ManifestConfig
\n", + "
\n", + " preload\n", + " \n", + "
\n", + "
icechunk.config.ManifestPreloadConfig
\n", + "
max_total_refs: 10000 (default)
\n", + "
preload_if: None
\n", + "
max_arrays_to_scan: 50 (default)
\n", + "
\n", + "\n", + "
\n", + "
\n", + " splitting\n", + " \n", + "
\n", + "
icechunk.config.ManifestSplittingConfig
\n", + "
split_sizes: [(icechunk.config.ManifestSplitCondition.path_matches(\".*\"), [(icechunk.config.ManifestSplitDimCondition.any(), 4294967295)])]
\n", + "
\n", + "\n", + "
\n", + "
\n", + " virtual_chunk_location_compression\n", + " \n", + "
\n", + "
icechunk.config.ManifestVirtualChunkLocationCompressionConfig
\n", + "
min_num_chunks: 1000 (default)
\n", + "
dictionary_max_training_samples: 100 (default)
\n", + "
dictionary_max_size_bytes: 2048 (default)
\n", + "
compression_level: 3 (default)
\n", + "
\n", + "\n", + "
\n", + "
\n", + "\n", + "
\n", + "
\n", + " repo_update_retries\n", + " \n", + "
\n", + "
icechunk.config.RepoUpdateRetryConfig
\n", + "
\n", + " default\n", + " \n", + "
\n", + "
icechunk.storage.StorageRetriesSettings
\n", + "
max_tries: 100
\n", + "
initial_backoff_ms: 50
\n", + "
max_backoff_ms: 30000
\n", + "
\n", + "\n", + "
\n", + "
\n", + "\n", + "
\n", + "
\n", + " virtual_chunk_containers\n", + "
s3://noaa-cdr-sea-surface-temp-optimum-interpolation-pds/\n", + "
\n", + "
icechunk.virtual.VirtualChunkContainer
\n", + "
name: None
\n", + "
url_prefix: \"s3://noaa-cdr-sea-surface-temp-optimum-interpolation-pds/\"
\n", + "
\n", + " store\n", + " \n", + "
\n", + "
icechunk.config.ObjectStoreConfig.S3
\n", + "
region: \"us-east-1\"
\n", + "
endpoint_url: None
\n", + "
allow_http: False
\n", + "
anonymous: True
\n", + "
force_path_style: False
\n", + "
network_stream_timeout_seconds: 60
\n", + "
requester_pays: False
\n", + "
checksum_algorithm: None
\n", + "
\n", + "\n", + "
\n", + "
\n", + "
\n", + "
\n", + "
\n", + "\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "final_repo = open_repo(\"oisst/final\")\n", + "final_repo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "iLit", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
icechunk.session.Session
\n", + "
read_only: True
\n", + "
snapshot_id: ZFAQBYGWY6YVZCY4TMC0
\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "final_session = final_repo.readonly_session(\"main\")\n", + "final_session" + ] + }, + { + "cell_type": "markdown", + "id": "ZHCJ", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Now we open the OISST datatree. The daily data has the 4 normal variables, but the monthly data has those variables aggregated ito mean, min, max, and standard deviation. We're going to use the monthly dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ROlb", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/n6/hl07fcc55ys7mbybt01gb8r80000gn/T/marimo_1274/__marimo__cell_ROlb_.py:1: FutureWarning: zarr_version is deprecated, use zarr_format\n", + " oisst_dt = xr.open_datatree(final_session.store, engine=\"zarr\", zarr_version=3)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.DataTree>\n",
+       "Group: /\n",
+       "├── Group: /daily\n",
+       "│       Dimensions:  (time: 16405, zlev: 1, lat: 720, lon: 1440)\n",
+       "│       Coordinates:\n",
+       "│         * time     (time) datetime64[ns] 131kB 1981-12-21T12:00:00 ... 2026-08-02T1...\n",
+       "│         * zlev     (zlev) float32 4B 0.0\n",
+       "│         * lat      (lat) float32 3kB -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
+       "│         * lon      (lon) float32 6kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n",
+       "│       Data variables:\n",
+       "│           anom     (time, zlev, lat, lon) float64 136GB ...\n",
+       "│           ice      (time, zlev, lat, lon) float64 136GB ...\n",
+       "│           err      (time, zlev, lat, lon) float64 136GB ...\n",
+       "│           sst      (time, zlev, lat, lon) float64 136GB ...\n",
+       "│       Attributes: (12/38)\n",
+       "│           title:                      NOAA/NCEI 1/4 Degree Daily Optimum Interpolat...\n",
+       "│           source:                     ICOADS, NCEP_GTS, GSFC_ICE, NCEP_ICE, Pathfin...\n",
+       "│           id:                         oisst-avhrr-v02r01.20260802.nc\n",
+       "│           naming_authority:           gov.noaa.ncei\n",
+       "│           summary:                    NOAAs 1/4-degree Daily Optimum Interpolation ...\n",
+       "│           cdm_data_type:              Grid\n",
+       "│           ...                         ...\n",
+       "│           ncei_template_version:      NCEI_NetCDF_Grid_Template_v2.0\n",
+       "│           comment:                    Data was converted from NetCDF-3 to NetCDF-4 ...\n",
+       "│           sensor:                     Thermometer, AVHRR\n",
+       "│           Conventions:                CF-1.6, ACDD-1.3\n",
+       "│           references:                 Reynolds, et al.(2007) Daily High-Resolution-...\n",
+       "│           Description:                Reynolds, et al.(2007) Daily High-resolution ...\n",
+       "└── Group: /monthly\n",
+       "        Dimensions:       (time: 537, zlev: 1, lat: 720, lon: 1440)\n",
+       "        Coordinates:\n",
+       "          * time          (time) datetime64[ns] 4kB 1981-10-01 1985-03-01 ... 2026-05-01\n",
+       "          * zlev          (zlev) float32 4B 0.0\n",
+       "          * lat           (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
+       "          * lon           (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n",
+       "        Data variables: (12/17)\n",
+       "            ice_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            anom_mean     (time, zlev, lat, lon) float64 4GB ...\n",
+       "            anom_min      (time, zlev, lat, lon) float64 4GB ...\n",
+       "            err_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            err_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            err_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "            ...            ...\n",
+       "            ice_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            ice_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "            sst_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            sst_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "            sst_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "            sst_std       (time, zlev, lat, lon) float64 4GB ...
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "oisst_dt = xr.open_datatree(final_session.store, engine=\"zarr\", zarr_version=3)\n", + "oisst_dt" + ] + }, + { + "cell_type": "markdown", + "id": "qnkX", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "We're explictly sorting the time as our aggregation process for both daily and monthly data is non linear, and we'd rather not have miss-ordered dates later." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "mwHO", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Full dataset: 615.54 Gigabytes\n" + ] + } + ], + "source": [ + "print(f\"Full dataset: {oisst_dt.nbytes / 1_000_000_000:,.2f} Gigabytes\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "TqIu", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 71GB\n",
+       "Dimensions:       (time: 537, zlev: 1, lat: 720, lon: 1440)\n",
+       "Coordinates:\n",
+       "  * time          (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n",
+       "  * zlev          (zlev) float32 4B 0.0\n",
+       "  * lat           (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
+       "  * lon           (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n",
+       "Data variables: (12/17)\n",
+       "    ice_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    anom_mean     (time, zlev, lat, lon) float64 4GB ...\n",
+       "    anom_min      (time, zlev, lat, lon) float64 4GB ...\n",
+       "    err_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    err_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    err_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "    ...            ...\n",
+       "    ice_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    ice_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "    sst_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    sst_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "    sst_min       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    sst_std       (time, zlev, lat, lon) float64 4GB ...
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "monthly_ds = oisst_dt[\"monthly\"].to_dataset()\n", + "# Or directly with\n", + "# monthly_ds = xr.open_zarr(final_session.store, group=\"monthly\", zarr_version=3)\n", + "monthly_ds = monthly_ds.sortby(\"time\")\n", + "monthly_ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ADRs", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Monthly: 71.27 bytes\n" + ] + } + ], + "source": [ + "print(f\"Monthly: {monthly_ds.nbytes / 1_000_000_000:,.2f} bytes\")" + ] + }, + { + "cell_type": "markdown", + "id": "Vxnm", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Most of these samples were collected on shore, so we need to find the nearest 'wet' OISST cell. This also handles when our point longitudes are in -180 to 180 vs OISST in 0-360." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "DnEU", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "def sel_ocean_points(da, pts, window=1.0):\n", + " \"\"\"Pointwise-select `da` at each (lat, lon) in `pts`, snapping to ocean cells.\n", + "\n", + " Handles two gotchas of point extraction from OISST-style grids:\n", + "\n", + " - **Longitude convention** - converts the points' -180..180 longitudes to\n", + " 0..360 when that's what the grid uses (detected from `da.lon.max()`).\n", + " - **Land cells** - a point whose nearest cell is all-null (land) is snapped\n", + " to the nearest non-null (ocean) cell within +/-`window` degrees, using\n", + " the first timestep's null mask as the land/ocean mask.\n", + "\n", + " Returns a DataArray with a `points` dimension (labels from `pts`), the\n", + " chosen cell's lat/lon as coordinates, and a boolean `snapped` coordinate\n", + " marking points that were moved off land.\n", + " \"\"\"\n", + " lon_max = float(da.lon.max())\n", + " lons = pts[\"lon\"] % 360 if lon_max > 180 else pts[\"lon\"]\n", + " ocean = da.isel(time=0).notnull().drop_vars(\"time\", errors=\"ignore\")\n", + "\n", + " series = []\n", + " snapped = []\n", + " for i in range(pts.sizes[\"points\"]):\n", + " t_lat, t_lon = float(pts[\"lat\"][i]), float(lons[i])\n", + " cell = da.sel(lat=t_lat, lon=t_lon, method=\"nearest\")\n", + " if bool(cell.isnull().all()):\n", + " win = da.sel(\n", + " lat=slice(t_lat - window, t_lat + window),\n", + " lon=slice(t_lon - window, t_lon + window),\n", + " )\n", + " dist = (win.lat - t_lat) ** 2 + (win.lon - t_lon) ** 2\n", + " idx = dist.where(ocean.sel(lat=win.lat, lon=win.lon)).argmin(\n", + " dim=(\"lat\", \"lon\")\n", + " )\n", + " cell = win.isel(idx)\n", + " snapped.append(True)\n", + " else:\n", + " snapped.append(False)\n", + " series.append(cell)\n", + "\n", + " out = xr.concat(series, dim=pts[\"points\"])\n", + " return out.assign_coords(snapped=(\"points\", snapped))" + ] + }, + { + "cell_type": "markdown", + "id": "ulZA", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Now that function helps us [pointwise index](https://docs.xarray.dev/en/latest/user-guide/indexing.html#more-advanced-indexing) into the OISST data. Now points and time become the dimensions of the dataset (instead of time/lat/lon), and there is a point for each one that we entered.\n", + "\n", + "_Note: This cell is disabled as it takes about 40 minutes to run with a good connection, and about 15 GB of data. Click the 3 dots on the cell and re-enable it in the menu to run it and the following cells._" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ecfG", + "metadata": { + "marimo": { + "config": { + "disabled": true + } + } + }, + "outputs": [], + "source": [ + "points_sst = sel_ocean_points(\n", + " monthly_ds[\"sst_mean\"].squeeze(drop=True), points_ds\n", + ")\n", + "points_sst" + ] + }, + { + "cell_type": "markdown", + "id": "Pvdt", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "We save it to NetCDF which keeps the dimensions and metadata, and CSV which can be easier to access." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ZBYS", + "metadata": {}, + "outputs": [], + "source": [ + "points_sst.to_netcdf(\"~/Downloads/oisst_points_sst_mean.nc\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aLJB", + "metadata": {}, + "outputs": [], + "source": [ + "points_sst.to_dataframe().to_csv(\"~/Downloads/oisst_points_sst_mean.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "nHfw", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 378kB\n",
+       "Dimensions:   (points: 85, time: 537)\n",
+       "Coordinates:\n",
+       "  * points    (points) <U24 8kB 'Little John-NW' ... 'Stovers Point'\n",
+       "    lat       (points) float32 340B ...\n",
+       "    lon       (points) float32 340B ...\n",
+       "    snapped   (points) bool 85B ...\n",
+       "  * time      (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n",
+       "Data variables:\n",
+       "    sst_mean  (points, time) float64 365kB ...
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "points_sst_nc = xr.open_dataset(\"~/Downloads/oisst_points_sst_mean.nc\")\n", + "points_sst_nc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "lNBQ", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + }, + "marimo": { + "app_config": { + "auto_download": [ + "ipynb" + ], + "width": "medium" + }, + "header": "# /// script\n# dependencies = [\n# \"geopandas==1.1.4\",\n# \"icechunk==2.1.1\",\n# \"marimo\",\n# \"matplotlib==3.11.1\",\n# \"netcdf4==1.7.4\",\n# \"numpy==2.5.1\",\n# \"obspec-utils==0.9.0\",\n# \"pandas==3.0.5\",\n# \"pydantic==2.13.4\",\n# \"ruff==0.16.0\",\n# \"xarray==2026.7.0\",\n# ]\n# requires-python = \">=3.14\"\n# ///\n\n", + "marimo_version": "0.24.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/01-Tue/xarray/oisst_points_sst_mean.nc b/01-Tue/xarray/oisst_points_sst_mean.nc new file mode 100644 index 0000000000000000000000000000000000000000..ad998693b95f94600e223523b45e4531f74b9c73 GIT binary patch literal 388469 zcmeFa2UrwMw+1-m9EO}3a)uc&$B_&wB8WL5L6D>b1;va36(i;xz^s_XteDfMer6Q2 zVvZOv?R#cwbe#SEfA7D0@9uq`?RmtvtE;;D)Twh$RabYNQyd-~s;6zGt*oiZll^|O zU*1bK$tfYrXi;ypszZ2ijI!=_Wk<<571>3yOB7LCnWsc04GrmkOLh96$IFreJNs68 z7oN)>XVbK#$zXPtrz$%zwUHdFDDf2UCQD22_EmCc9?y+kIH9udRtfofJS8O)I;pIr zq!h<;WvF686k94O@rY#llUAe2Q!}GO6;DZ1=qh%gLWh!LD@Joi%EeDcsph|=RJRS4 zQ{kELbn(aQ6P1*kkeJ*cC@U*FF*P$jHz|i_2p&t@E|3r`B}YaUT`s%*ZpO%_(vys+ zQVnU+kDZmk)fpRuIs}EcRkx(1k}A8Br#>(%H8VHoH7omlnB_1YZp)H9-t7rSO{F|E zm*b%&Du z2DNJw8_P3B26ZLT7#z_)Bq}zdLsXyGpf>G7c)Ip1zi}Nnvt6LXXhc4Zru1{MU<3>4VC||qIxfPsYjrap}_)OF5|n5hfuHO-)bl9G{+-#QP`mN$D7c5_U*vhwkH_UMxG{>KtLAZm1PiPqEIp!HG-0&hrk1DIYa2W1MvpWTz(AcV?M zTO}&eCn_j9J8NK4c5W){5_O9s{^+v7N!dB6S(z>Uy)z{StYrh=roI8*DT&DqTZ()| z4SX9(l|5Mph4GWrD?P;j*9ONo_^%q~f0C$wr4XGQq__BgT_L26z03@6s7%^nKmOsz z>>taSQ(g5_!g|pDPsWDoB#uk%G%tRT`NBWyyrc4MjpTaqe~V5+&HklM65&KjJ7}s@ zDWSptsFb>_q)aK3;&XC!Ap`%Ylb)>b|5+!6z9N5#Mg}yLD(C-Qm8AYr=Ygh zQgBn^MxuM(6KRKP;iUAJe>Z4mXl!f>m;)=ihr7Yukp8vbKKLPKIgqJl#DNQVDLAdLzp#^=W8B<22|2P9%d z&ZIGwr%CzJky`MN4*)V5kx9b7*q8UEG)VuK*$>${&2a;Lq}_ct@*; zUNJ3wF5(MXOQtD2o|xA_hu7dIq*;D$FTKa-k+Qj`7Vp7BsTN)_kmj9X5+YOmVKLJ4 zDKnY*ZAR^oJ<0t#D=qY&{jUpkkul{zyHc^VZVRapDW3nYr*$C~GR^;YSLrsFb@sn2 z^>6ZawFokkSVBz_dp=6S5d;QYBPOmge$iZ%ezGS))Ft^To>y#> zR8VCPe!s70oy&yh_j%c1$EwFn`Oly1ezLPNQ!Yz0X_6&*%&`ATv$6A6n%UD|Y5iYE z(gP-?zs@qY{7Mr;<$scAFS!#m?8*P2@_+nH|48w8lKFt#ImygiE^Q%qOox)^b-8nr zIfGnUX5M9|Y-9%vZ57gX3TeeTsz4#%K_LyX{^RHLM~cUj*cZ8TE^^0o=&F#$6!MQB z4P^2^5BUU+Jr&ZJn*H(f{v*ZX`6#4)71DkRX`w)l@ zbYq1y8*6@@m96c_PBfDpFogN|;|Ig_$FJodDITwtLb|m=TC9+6qmT|%NCzpTVS@ko zh5V7?@j?~SVG8MRg>-~MI#MCsRw0cM|Bqk$KT( z`R~fLPs)*%lg$xj^#x|fXC|bu`Z9i(>#b1VALWvN-?tAdC$p>J@wuojC~I(%z@3Wq zRj5ZkA7rJ-=!$3MWcD^TFEb}4H8V*N7@sYWRwXIX@86YkM*~=m39OvVp2x;#_RGr7 zl%q^qAo1Up`^}Ifh5N?DVx#|85Yb?vmfXsV6WgJ|QKKmHS0E`Y|>0H?Ie?eAzsx zOv}_*IDFrH$ot2w{6+2nmsK`)O zPSzi7(vyayCWB$nOv)O@@?~_#rh%bJ*#-TH4`_TL%a`3JEISDnCpa}eBMWl!Tatz= zl#9+z%E`+Zn3Ir|D`=0m9^i$9)gxFr*?cZGGi!)kHN255UnY;V2*s33Lh>ku>)T}w zNrL*xn!_8-@@4uI7N4D+n)6!#$FO`EzdK}uU%#&A@y06DAC!cJ4}qkMB{@Y3^~dId zk*GqV|HvDsaD8liM%8S&JB(-fGW|iH#V5)UFoEUE>@t&Y#bUgP3iZSkBtq?fH>6mB z4mo=($(h9RWqkU>&LVFz%a_SbOngE@)^9fQrm%dOJd<4^dr`v9%f^A=tbYBVzg4qY zCr?$VH##XhHH&pHWldAam$%oHHJ#Eh0B5wxEm&sRPUN-D9@kJoXnaT2H{0)ck zmWq&6mZhb5yjiTAtR7fIJhcC2a4E}|@h2=Di=T1@X0v>mUg18;(1XmXNzy)=!}4Wv z5S^5nnKT$LSl9qFSK<2DR47vx3?UP=c?$RMl#-PZ|0|cro3C(vG&C?F$?aE(1uS1S zF3MjoC+@t3tei|=0#g$clkiT34IjKkEZ>Y_XjXQTASM+$;UkDm$jZwG!CC1%-r|2# zPCD91%PnE$WPA&^zD#c9=1Y>CGL|pXoA&X8 z^0HEMdFAZ9Odi^U&luN8r6j-AEMHdd?|cEvk%CO`c%ys+|LcE#DC;9v-kYWAocwvJ zlgiSci2VtH^e0Qp&>!dI{{oPf{mE#fdSu7)D63P3^7YWMJPnMNL)&nk?k!)>fAjI1 z=|Q}I^=CLEh$s7_GD4&;$d#|aF{NdHva*EH>~A`d{wmnt8zB7&XG;H~f%G?!{Y?kT z{tQu${)BW5?juXfumb1h|EM1MKcVbeU^LZ1f7_&JNXK$*`A?7O`hWGuq}QII>^WBU z93z{b$n4=xR_-#x_YC<;(gPvG4h%CGPGPu?;VFi-3}tU_oRp>Yv|-qn;RuF{8SZ0v zli?SJ<|@+b8!?Pyn9Xno!_5rOGkn2NM^$>gC&O@t{TYs9xQbyF!#fOrFtkyV*3+C} zH-`BP=Q7;E@G`@94EgHP>xB&4F-&7v%y13E;|w1$l)dtBWQMK{!#)g0FkH;AlHqlR z9~qizO6dq-7{hQ7!)XjRF+9ugIYVtWaJexIWthltEW_mt4>7#M@H;~rW|*5X?8Y#k zVJX9H3@P8G`fQ-{VHm+Mh2eOHWelqr-e;)9CV=(~TQTg(a2Ue{40kfT!tgyqBQ}8&GVH)G zli?JG>lvP6Sj$kuSSsI63FtlY8!R8FRGt6f=m*Gx^ml?ii$Y&4sLWUg}rZJqv za1Fx~3?DI6We@634BIg5%Wwq4#SHf`yw30wLsLsBKN>KMVK|84bcUN4o@4l&p|+Lu zdJl%743ij+Ww?UjA%=Gt{$OZhEv=_H!)^@o8O~+6jo~GRZx|ZbNU!%{*p6Wu!(xVO z7#?T%h@q;j^m+lq)(m?wEM&NVVI{-s3_mh7wUgEpz%Yj4AciFjH!wWS@F_zLHbHP@ z7{V}t;TVR?7#?I;!|*FZD}j`bCJehU%wt%}a2vym4Bs%+ci>5WJ`CG2Okp^IVHv}t z4DT~ka+F>#VAzUbFNVVyE?`*6@Cw5Z42_(m^@tdDV3^6UgyDLIry15V)Nqzw@5(Tc zVLZc;43{w6$FQ1VJwpo@X+4b@#xcxgIE!Hg!@n55WT@*Zz21{y1j7`D;~ADQtYUbd zp^}^QdRvAq7)s!_5rOF?_*L+e>=A2g7iNNeqh^u3&hW;T?uQ z7}|PE>uJugJHvd2a~bYrc!}X#h6X;;>wOuvW0=Np62mnNPcVGMP}Ns@y%WRM40|&y zWVn!FCBy3sKQT1*lh)IKVGP4T45u^P!0-&irwlcP((7FrhA>QIIELYJh6fqeF#OKY zN+hkPDZ?%d2Qw^XxQ*c@hHn@e_)D+%Vc3pg8p8<;%NZVJ_<*5Ofb@C+!`2LYF)U=b zfMF%W>kL0IG;ScRN5n9iVJ5>8h8q~3X84q$MnmcKt_(vM#xoqna0$cx467N|Gqh|Z zt*0@=&J1%I&SJQg;a?12G1P4=z21vq1j7`D6Bw2;Jj(DsL!~Ct>jey3FzmswfZ;rb zI~iVK_<^BOQ)xXSh8-AYGAv=Zmf=Z;j~S{plV0z{Fpyz9!;uV^Fxh@C3uh3{_i8uXkb?$gnrV;S3it+`~{Gm&raL)5NiS zT04UszO=~X{tl^(yR=J+H&b~9P7xXSL0az{z^#8-%lB7Bf0VmaI7Vl zUWj8ex%481^kSrS)~4bZ?~P`O!xq zzc13p_><8auaNGCw7mQ!D5Mh=$|otLlaZF^Z-1oa+nb`0pNh0RzXl*}fIk_1X>?3K zNuzj@ci!^lGms@;f2OP`E1!k5eE$qY+8lqf`Uc_9LN1++V|jVVQOM6lTE4zKq~+yt zFw*k+Is|F58M6E3vh+!Z!~53zrF{+YpM{G zm+(*Sdine=IIo63`u)T8QItBR&veStS%Rcd(pdnHS1Nhy zg_j{hsqYS5ET?1P9~+x~dF7+`R`hOzmdj~xEu6Usn7mN9Xk6Vm=y0?vuc;k*nr;Tk)#5`W#A6Hizh(JDeyoM*c_SJBrt@8&LACpPTr=C%f)nm4sr4qGgjGeDM=IIy%~}+~tGo z53LHj=PnKisGj}$i8IwVYyNzJI8ak5q}?5J@vaP=ZTHvfiHi)Cr_VcJfclkc``VdN ze)7fB4&u1DV=B4bJ;fen4bDGb;441g^qQ&JLO*fMZI_k2FTS|$$gwkTss5Ew`Wv0Z zX&d7<)Mwd<{f}ELxT9wzUc>LKHpx^E^(~*|)BStv;NTC_-3Az=ohq;Pwh@RI%y&>x zPIDKRmA)G=-av?QO-(G*MdH`5HjUh7;3Iy$fA!JTJ>A7ahK$^Qi5!1@dbU=UF`Px;l62(TYGtnVR& z*FF9_?Uk!I(qr~K<&%CW7rbrq9TD0Ub#VDOU-aW1ZJU3AD$yVS~ z`Oj~e#$uNUBbLpv5eElvuPeFWhWur<+51Reg;^%Pe&FLppFm45)Z-k#$`%8kXPtmyad(V zG{F^eGkLbVu^;X;amItDLY!aIBN_VOP*l;E!S_3p&Kl@W8P-Z!hm;)T$YvfZ1+ zlKPV-JaZ$tXlB{c8FY5~6y|A1{abw4$`ty$SiR{GKKQ76;tEICr+R#pDf+xXvdgbU)Fb zdLiJLfw-i?rozZxndC92*ETik->TXSqJQn^W9no-t;V>t_5}Ua)v=jmZw%D7<_J;W z3*YT0y}-A$q`Etx{&f59GE^UOcJo6$c1Rl zHy3O1onZ#?HsdAs!QgPPmUwo|B(d6bb+r4_Yu&wOkjH=--aj2+=l5vW`MHCiF@LWx z6_WjliqI$dZ`5pOjxYKx<@!=p7tpb+fol^1>~mgdsg^b9@dz38mx(yDdT^t?qtwBV z0_R3YRf+$-latM0f4*yPc67pZ7lvpActfsVG}lDG_DI`*Q#4J8c1F27w-=&ce8=c* zafAJ=T2pz!0d!9@Yp!FBb`85+c-mB4xq8qWUjsv&_p2K7LZA4W@Z_r*?)PQ;=Sm0C z=ZWQ)-Jy?n z%c|>9YP63-HHoiG!Ol>{joP_InJ$S2O=Re_4Rv zj#0aU1h}rxz8fdpaKBzJJsJyvb>~*;_)|Z<(A`V+=jK^{vIqLNa(!nFCu*nKWg|Pt z``IClYx$7>mnlno>7rlidIWaV1YdnScNwJ*eh2qWte|nC$!5C{chJA`RHM#*;D5( zeVc~QRzBLdyk%ZA>2C@n z`?*YeQ^k01Iowf@F-n*Rs~38y)t-pp;{hc+npx@~4FQ`qNq_Vr&4!S8Z=ir?>8UE>Qeh=&Yy1tIlS*(xSQm2*B0f6 z?&y!w$epzket)ihM)sjosa2LQ?zcu*;N}T=dcUSJn&khl8^Q*bK))v%*A2x^-n({Z zchCYI3D5Vo(IETW(bm|KEQEs)9IMWn%_{qKt z;D2)R9HZ_JY5udtrBRUxd~#L`{vpDB)h>(OM5wPtZsQa$Di?6)FB)Hh|9);o{g8!z zuo4$NvRhF;(G>KJwR@dw4tdOJ)413g_rH7fXs#=+OWtvMIn6`fP1N}+LOTcX6Q%@U zT(~*y+kGL~f7j=lUf_RzO3TwOxL>&zrL*x+0y(WtaDpa@S{lc%1cA&@A-bd z&K5|k<{N!>0w4UtejfLPehdgyn~r(yevQZ8;Uu3aZUH%dzzg#S?kD*<^LoK#CmQ$W zyEU;!I~SFzZ|B4QxL)^arHg*L{v#w;o%E)|2~}gzyCUv-m?Q4jS#9ZZFX+e2?Y5pm z8fTI|?jin{_u1$xgr3CKsyTW>FYA=2H+P|WzJ}!5ksY<@Be2B%1+DH4)gpaJTN^?1 zEAvwoUVPHGpu0;+K0hR#x#m0rT9(;r<`Q{0^ zTX(EkphSLV-M1t895sDMy^!?scoSVOwEM04<6;-k6_eg#vjgPi-ny+JmNftD9{ZH) z-`xMbhaRrW553&l9C~i?aIiboZxmwf?g75Oe5kpN#;@5bQ)`5fpWzX4v&o(g-+1Mx z7vy?Sy=NHFU$pOiwhit(!f$D|3G^$^Z}xFM?Ch0_dd#ba4AE%vYKJNKko{^3IfW)Pk6$oH(*gZEK3#312jqHDkjEnt`t8*A&rSVN->#6x zm`6Ai^$k@X=>fi$DkWjQih0xs{V6t(w{bv|k%#-Bjz{Rvp-ppS3qurqimmc|pKi_rQ9w7UyRlI1O2l%5j>E%8r*!9~9tsYt9 zeA6zepG+a2KOQNsFoIk+w&?qn>L0f7{tHX+b^k)Q-Oiv>M_<*9#ucrO;h0x7d-9>! z?}9(%@phX9F~qM$*DSvftQmM_iNU`zJ!#oji?;;^opK747X zi+11Ax9(?*>()+q`OOmjCXTt`=z{uH3kp_vgP)?BPFf-wC-ucK{^%F!{K}*3VW(^9 zo@i%7!?q)w$*zshH?;-dUOdiyNBmEIeq)>g+3kXEVfxTZ*UHn&jnV(lRKLQ0Lf=q7 zJx6@7I%g_E|BZX$F~lG3{9#ginfT>&xX)Hk(B-f#q8&ZI@7Q_KnB?D%Z#99Qk1l0y z?XF4lf6uN?YM>)eE%&A=__%SATN6jJ_LXq^O1OO`+`bZSUkSIbgxgob z?JME-m2mq?xP2wuz7lR<3Ae9=^N+##$Kd>9aQ-nk{}`Nq49-6W=O2UfkHPuJ;QV87 z{xLZJ7@U6$&OZj{AA|Fc!TI^*{CskLJ~=<1oS#q5&nM^Slk@Y*`T6Ahd~$w1IX|DA zpHI%uC+Fvr^Yh91`Q+l2aPdmGcqLrC5-wf|7q5hiSHi_B;o_BW@k+ROC0x7`E?x;2 zuY`+N^8c53C6);`qx5y%5Wi*F#3OYM6rX8OlPZc^I`3ylF2$wVmssFLaqF@W4^E%r zw4|KrPI2J$ZQibr<@{rMCxYxOr5J;a@9 z^y%_vKH|iz*=c2IOYwr1EJWPFNRPbT6Sh%&o~Bm=Lg;UWn79^Zoh_SBiUep{J%J=13qq^Og?iBYh zbb4f!F2ylg9GOjVQKfP55O?oU2W9d<(6#yZg&t_{%iA%=6erMT)8wUopuajsDcc+I zryRQ1yHZ?N*B)KOBtO~}feS3r{**mdmd4_o4o-!icIi-m)`hF-qMaW%y&rCj`*qv# zxl#bS&Ykah(hYHq0$;d|rZ{Ye7TiHR#kjb-@`vWcuWmKkPhCiUd|qffAU}V7Nt_k# zv#yQWbYsYm<=lhD`l#Osai}OR&p3YDABO0E!$%#PP~5bgwxWp?H?BgY-NldM7Tt}_ zq`0(puA1o-xAd%U=L{FLdsw$ehK>|}ty{gT1=VkGsiz_Ocd?$KwKl~i%z86V3+0TB zR6FxQf5DZ6Nu3GtsdXU}3k#2;$*@Zd%f;^H06o2}vtx!BU=ptU>t>HY*Q zJ4f*G`HgC9MjO#jf3r3to#Q!o{-p&K{ zPErZ66hhCYxOE2x2S4m!YwQC#cy*%56p9;oa#g|@_?Oz?;X8^ncbJFR1u3B`R| zJKS5J=&kM)p^0|S$$naHNO1!Xtet61af>Ej?BRxf)on0jkPrB6so%=R4{|%htis<5 z^*wo|@`BT-TL<_ zONtvBl)cUf{2AZZe7XwmJEwM@h8p-kt9JEqifcK%CT5lm?9a1=Wr(Z0aYuPUkKq)D zZE#jmH;T*IdD5i!Uf^?CcKL2M;%kF>ZqDfMDZPuA*`d9+woG11aZ9y6N1;CpU+*7V zbwLyT6!UOiUrGAZs0s+xit9R} zbZEm)Y>l$~Oj( zKSNO`=-K*p+DH86kbV`EJDAymt{2}%&2}fbKG9g@hj#8bze6VftqRHhyvkU6is;uy z+--_mI$}_>rX-&q-n+U|+|>~Wm#g_gFUS1#qRtuZsehFfEWrK0Pg#&laR=Yb-(ySs z_pn?4NE7nnHFTw$I_S7!>F8(%`KsResm2laYkvJjl^6J#k@Kdj5PEt4#2fIR$7@hM z6!C`_=luBQaK{bp+^}n@l_TyKv%8hAWc=Dt5@#-cyhQ!f!+Ctt`)8g;e8^qxhGwqj zNb9&aOm#py`p3H>N!;F9+3zKBEpy(?6GCp+e$g-YL4RJ-+xWr_{Hl3s`H}3yVeruo zbVT-^)|bZZ$jnwApledYj;)N#}e>{)Ht+5LC5r|YBt`+uJ9XG8JOa$Dz7T;@aT zQXcu@x=VRYFg_w)Uhb{uzQq4`kS$cfk~g`@o4Nx)k@kNByA9)W4%I>0hDoaeM*a z)(rMX-}m7nKJ?IPagDzr+5dj~awT!kXGNC^z=x=lrIS2C->9~`?GVp3&?2?pP>T2Q z_mNgDe4(!|d)i`rKX-QfhqWRn=+W%Pi{d5gZQ+@%>_C5dMs%17uABJd>nvULZ)3xm z}69aeR{hxYbj&QQvFb#Qqdldf@$zO)Svvnkl~E=lXSy!i>HYm$TWnKr0dI ze`FTlnfmwD>o=CZ#Q$E&$rRVp=-&3jj=1he+*c)QihEc7qnhHLum4)*szdVWvou=^ z^fvO)^rpC_pAZMp0d!Wk)6Z}R-xFi6rBmG1=AnBoQ(VRNduH1EL2mE&Nt#Ua&o?)Q zmO7z5{w+L5*^^!RaO)V^pOz6;@AN_6vw9~}ic1)YIGJRh!cO-3MsY<4Xw_||xW-?v z>mlA}k2IInKNgB$XLF~x4e&$1fB8BMaXB$xIo_&J61Q=5)dgF!tM?CXGzI-%=k*dx z=5NPF^9`W)ZFcxPH$gvLndRk7ag*m)MCf{=UfVA_(Xaf#fq$J`M)j*6>uxK8oTzJD zHu6F`ak|?x=U@E`eza-7$4cDwRccdTEi;r0b?f%S4E2iw-}JRcdwHFv9ie#RTP#X1 zdP5&BOw;uANBvz>`VFPHnWuAlm{FX|FUQK2yhtCCx_P;xJq6wE=Q@Hv0i%}gwS#cHBYQnL*2M_?KmP3dWpmKm>+{Z`PT>Coi|PWhKLZ8jSt7LCbD}U!1U@z!<r*){bhaB{H z;%Q`sxQb)mE%w&M^-o3=j@ASpi7qZ zHV`@@pXU(}U=8`%Ci*m=;!J9fd#r5$z1g&^3F3M~{#Cbb6X3daQ@-`1=NG5)o5zKq zqvD*A5{-|q4lExhi3@CP^2iH(9oIhYiZjW-U0JCu%5~jX5=U|2)uOEYsUO6z-FxD> zg5M_i&0SOQXH8l9MJMoKR#|1VC*(rZVgdRUajZZ8{7G>w4+LZ!qPVg8OKyGhfc#i| zw03Yp|LiQ*3b7&id8Xz_aWgx=xS^(p`^I<_Hqn9H9r+aMZbI#G9<_?-Z)S7wI>p^i zYn=u)#cW#^6)$%)lQPt0zB<$=*Aysx*Q8Tn-I=O>ys^)@Y|X zgFg=t-`tzz=iqqEAN-G}^t`guAMNa}SLa7@b}wmt!gK17A$JBiU>wH$&}HN)icj0s zuVA$;#`op@rwB}NKK)(WIg);e*llM{3P>bx7Ri!&|g|m;Ajo` z9Xyo3*a>vmo2O3l!uaWIV7LudhLkPm%ozIooiU z9rS#`!Ww@Q*dLF!x1#mXe+iqn3^1m7lHc}|6nEPi^DCN{bw6yp!yEK}*7@9D1hj}y zZcX+%32~({4+_lx`PG=>CeKd&xSZljZ&$KEZ%gfPZ=i1u`8S^5i^s=xhPBx(4A5`t z6cD-ZzM3T>|ySrYZ`nz6TT15P@`s-O&C-igQ zj?<3VpdBtFhWDiBqsQkvEzm-HZh99~HJXh1|WnRZvOxp<_kFSx@v2w~oQB zV{q#j+&Tugj=`;CaO)Up8{@cj3~n6*^GI$TgImYo)-kws3~n8RTgTwmF}QUM?t2XG zdkpS-4DNdj?t2XGdkpS-4DNdj?t2XGdkpS-3?BDA2KPM%_dN#pJqGtZ#(&HA7>jf4 zmd~`I@6vb2tbf48E8*gmaPdmGcqLrC5-wf|7q5hiSHi_B;o_BW@k+ROC0x7`E?x;2 zuY`+N^1nA;3HHSnKJVy?b&P1!kSX>BM$~#`IAEVn z%aIdL(*9P<$M>dqV_%NXsa0pNulUuHH3s%RpyP`FUEiap zFV?{RwRpF*Iz#Md`c~ESi8b~kT^4QEB)=Lq*`rT-VITO{x4YtevEQhD_@KdFxNf-d z_~TUn^l>#;9YII9?dXv<)DL?$IGJMqpwX^bSJbgz%VKxp7ZvcMuE}aWQ+)UOxO9%D zJ?=jp`%0a`=b=|?wP?Tl%6O}2U+f!Next0K{3@(7eczY**S(T|n)c;xK04-w74|c| z8Pt0!`5$OBA!jM=e|Leu26dFn?=@zEA+@i)(^zZVZ}|S1OUeI9Cm#{^)5CAWh-Gtp z(5?pSPVV$XyVBdbRJwqU>)rwH1-RdWvayd zqW$B=U#4}kr+raMc2iujU+&qFH}_~iv|)>T^|UWHx@YoZPud5rwxz2J+H*rq*-Nso zctXCZ74iiaRt}{7xz&TOchW|=%D;z~DPiB(-m|6x1N3i;)33+V{_zUWfNid{kF5Us z4R6qO`;KM+)&HhP@?+Z9_Ga3H0%zI}_U@RGBhHH@``@s?a+~!B1Eep+P772gdEK`j z{J}ozE=t+dzlDWe)2$(|X1ooHTxefl`yVrX!KcJ4%lFX!uPQzwyMIdq(1= zq4O>teyss|Z_QHQu7djRpMEw^AAETE{7z>}=yUy8m)1o8$syfWkUxf-B^uLwP)@t& z#`7LHzvisbVcLh;HhFVXd+_yzcjpW%=vSEE(S9U9$8(NdBmQJ9aP9S@HIK&&+ijrKx=^M*g?JA3ndPeS{Kt&tveXY z>-&NJJuTc5yoiq_2NP-keuQPkJ16X0oqJ^UEnD#Wk=L=7wEwha!pWwF#E)wt15MDe z$@?q(O~5})=Mr7=zcKWC)0ghh({oMlU-3mhBsJUri2R2v&u*PZ`+^($9KG*G6Xux*3fhQ_wB(XpX1FNnZm9GhBxp#p@wpq>kZ&n1pC}K3YydY zdgUv(7rTKEZmqM|`NICh#-w9kXwB`oVXK~cp*>T(Z*ib~s_Q2;a1oGv!mo@q_%v_e z*b&CyzirpIvz4j7!{^5+qg>j6%}q@}=ats`lW2c^THb&{57^}fvDaSsf^Y9f$Mqoo zAHG&r?Mrs#+q6z@;A5+WA%h*TZ&DflNo-gTWfr8n)*7w@WbC;t`aPOduRhx=CPsb2L4y&g*<-;w;x57bq5g8a7| zu0O>N_Zj2VV>|hWiLU!OQWwa3&~djq>i7M5V!t8EZCE&K2-!D(kD=A>kn^7X*E#!u zPphYUp7Mjf-Y$RG#T)HP?0hZV7596eG0TGdt2kDEXis*1RMpwD7UUl(u^@pD`8XY@ zHl6%41XxvnA^#!6`nEn~hx(=dkpeZ9e3#56yVhi1U9AxG&Zra&^db6v^lEARoj7y; z4M*@VVdq4B8`L)d_3>dp&saqmX_H@ta>uu1-@f*`ZmJD_ZFGO;L;97_=X#tg_EjGr z;qTxJ`tNiVY$g9KfuTP`eNb+H)z~l^zdi@Jes&-`)9KqSbI3u?O6S!^;w`s~_ar}6 zf}9zxnf{oEcAMHbI@134@OiU+$iL8IS7$wE8dolM#Xj`d$Q#~O8q~k{ddeZ>pO|I*3w^oxcxe!aS(_PI668Gan31iKRUR<}9rSC0(86<~{T zT-D?7SU1p9r8c>Q_}}5+c=$g7-wqo$^no3?QaJpU8|ts#*B|-|Ia{>5zcuymlB|9b z{|plQ0KY>$+YHvlb^Qwchmzj)wHWuD{5#EVwZMq>=l0BRoFYWOR83ttjrki(8q@M7yEyjZ-n&ugo(%0(e9?RkHWq|Z&uD+ zBtUznwK+E54fU*DeXXG%_}kz>KkQ4dx&3G*?~6C+c;gYUjq2|d)(_(a=)PId)B@!_ zI@_D;i^ID5#ugi>L;sfy9`#a<)m~qz~_M=Jfit$3&arRDf$Dg=y2Os?#ntkk=HuyW`yCeM2Kn@~2&y#;3^55Wy_7D8{b0ql}I$xx> zMF_pFesLEl-48+bp__XDeDXims`7L^?Z3V|b^d%C^wVCW3CoQ!zTBU!KR}P>Kj#|` zBmY-9!HtW_|HEy$T0s&{vOUYje&oX;)y+VPHT!lmvr9&pYJfH zewQ=oIN%>=MDu8$s<9_5#H~sy+~<`TL+&)v&%>@cI=;Jlc%LQ8_3pj}`^|a0-F7`Y zkRPWj7UqM=KS{4W7i0ZVe`y0(?B~b4^|tQ_PsqiW5oR}BP*3Aiy$Z=r7tG8#Zw>y` ztoeLevOj%zL-=pO{CR%JPKp1P)jz7q|HG$6ofeUQrz^#sMhSs&?IPEb|FPSxN4)g` zAJv!cg8z@;;9I7~@HYZIGCzm;73`?e)sy;=&$L?8I~us}6T{X+lprsYF#jk2W5VJi zc>-Mb&FyfIC&@*;)dfG4JLvLq1j*<3U7L8m=+7BLM$YuW{ak`Zh{!)ihx;1WZNdNQ z(MQ+Q{`$R%o_ea_hraQJauu?Jts55`&~?xELH_scUD-)#s~hBG(3ZbX(fqJUn|sYf zsK3tE)XfieW$SpIuVnv^2i)o4jQ%b*ZiVYG4xct^VMYdHX`I)@8 ze^)b_=lsP_CjSiT@F(Jdeq7XTYa#i=`1Y;{Z8JE9sbJ3HdK7?_Og-_D1>ZZu0N3>SIZ?Dav*2b)^xFFNZRP1|DP=!(5vB zK~IV>FChO~)5^TSANU2T8KUBac6Id%c<&6m=APAbi4De~#e+)le9rzInyE8@9``(Zs^3O2G|ErMvhh%;kf2HZt-mpy{12r1_HJf`@t|?oEMI%_bJG5V zsyp~n)NSiNA==Td%eS87-y=D=1mg|-%$U4~exTj=@8CHHdb*{}L7G2Y44MNv*YH1H z>3rV^_GiQ#wHrpL?_$>_YfMq@Z0y!=_PFlyuCZUpKjDfu?chHFcGWu|fc#ekMqkBz zx7m|@d-?^Df2S2kjq7OqeQ{%Plr8v}xZUP2@*lWr%#SD|q*XJUcQS^2c0c52W`TMH zanp{F|BCSM?}EK3-&-`C{N*&wI#)yed-_$@QS!HCRcU#^8)^UXT1&|POt%$0JO|*p z;JcuR^lNay-ckCH+t<%)h8dvW+|nGLnxekae4~6kuki~4-z@Wl-2e4$dKURlo9}*N zn+WorbToCWAN1{5c%+9X(x#&(PILudM6Yfyv!`*U^R*Y`e`(1hr*_MbJpAkwxFl~ zllxDM;Gd-I?ny6g>Zd&kcE&{i;!ZY}kP~&2^*d=^|DgZoFXTUGqS;@Q$-m9x#ElK9 zelvdehcw=YIleqV{+Cu8%ycFBT+>`Vjrg!DJ4%t0Ia^(o~Zwz+TK7Xns;FR z!5VzL7uxO)$^W57+SinzPZlks+tT>5A-d^y;@8B;+xn9A0o7b957@&~s$06c!7hv& z@X>+%bWOdrD8~lpo1QFJGKHKRwV78-&u!%2(SYRq#HYWho;5QL6jMJoZEE@5jrh`Q zibx3h{T)vS3voZ2_DvhmbJr}bHXG?VZhf56J3Oy2|2KGUGd2H6c0jejZM`9`v+`c< zF7e}Z<@Rke@RP=xfDv;p6aF3X%?LeGf@ z27J+n9AAK+7Cp4nYFN}l@^jcLxbllF`b{UoGm4(~@AjJjzgh5mH+xfe3)2e+be z@c3jcJZE8@q=9R`1L(RGbNz%R+W%5FDbQH_DmB>W?pr)SgbpS{D7G>i%}xJ+`T!}g#3&(dThCqp6hzQk8JLW_5?dTyCWd^^oyHm3H!6| z_?vsiD8CH;j|_3&nXNrX(L9jaX@vZtPNSS1!LQpRCZ42myyc1BbII?~i0^5wNl!PO z%J-mof8UqxJzddnr`|VKCO@1lH`@0#2Yp|x`v?rd|H+R{@93i6dbW<5t&MV{?-UQ^ zL$9R%jP~udezicy9ql`F&lh}2+gKJ+T17p%;k@#7vi-13Zb zd`12MX&!smY#jWdVIFAcWTA)t_L)%dMiuh7(sipXA9Src^gf%ObH^Cf=DI;n&PV_B zp?PMk(zHs_-{RxdSoefKz#!EfE+{t?awh;?S9V=ACOiB1$h*0G_*rUdcKNU}`sF+P z_^G1bLi-zymFVw`9QYfmx$Sbk=R}$(9DRJiNQC=J*O4$!wh^5q`LPqm8M&i9BFhSY zXVl*i&+)X5nx$G&WrF%Unq3}k1iqCmP!88d{f}Gie9tHQvnA=W9m)CRARSL;mq|WT zj-S<~c~r=eaSwfPzwMI_9i(x5%6X9z`KgOBJ^#iM^xVoDeUdM3cw}qFLsM1A<7vH1 zJ=JiX&#aiYM$q$)?k92_QJ>+o`IhAG^x8^C%qw?Zjk#HSiu8ATNa$;Nj$75n!-bx+ z!@UDg9`#OF-);?hk13~aB0pUYtmE=M#@2swK!0rLQ@o7kAv13KbtC(~ zYOkg%`PrM)Y1=ijKUbFM!OtQ5mbK39>xlNW7nnXF`LEi23I20m??2di0Qv!bZi|E3 z(z?<_({Gsy^lst)HH`ZTl;=@ zg%jwMKJWBMGi@_(2hF4Q?e7;PvCrdct_mS{z3?1Oewb_S1jaZLUj~-%wgDfTc`kQ1 z6W{*3c3-}-WLJM6%d^3H%r8)KI!-GDKu)9P0L>{B{I-yc1{D#hsIkKb_^uzzy z!R5!uFX5T(pL)}C;?Xnh9i52(Eu&`J(Q{DLjC^y*|IkhQu$2U)Pd; z%M4maT71-ZnI8H>b7lHPZPb_4 z&AY%5^51Ac5z1km^Pr!Z2gz&wfQRIVnWtmhmHb$yt*tbq`yFk+GsO*jG+5RN<0ACF ziKYYjnT#!33O}4nL%aTU__ZF{(_5V)$j|43FzXZ}&>?-!g`C%wT%hOlZUfHM(7e9$ zf;m_R!+MRwR`^ZExZTll4L#=`_1`{`)=66ETKA)M;NsIg9mxJT8ar8NKyGzM>rbKj zn`I68MC)u{y>(0MLD$koukt*oy&ar;6TPMILre4I``tE9CHb5;?SK~P@7b~|gB;QB z&LjPo)A*=5XYK=%|3#SEiZzeBTmn_3;Txk+0wZW$j`Pm*1;t6Ow40+ ziT>&LmuR6}zwugjcmjXGm`5zQ z-NhF2|LlszXfx=!;fx0be9+N%`uzD8uorFTyBoWp{&ml?j(Xv`ldaX${7F7|+u_d= zeyQ!$G2dF8Q=|4}j2HOtc*L(Wy$9Tc^)+jh``iD?BI@7hq9b{Fs6V=(p}#iKYj$>) zG3u|L*6}s*$K;HtjW_tIRB#IO=O>HC4m~-Sv^fj{JL0}>_ui**=!pLa9T)x-h%zGPo~iWNOaCt6-N#<(ypw|ut| z*$(K{wQ})!)GS>J-jRI)YuzxH)8kc zco(#9TivZ=G|!zmsMj`ne(6-3*pU3fmOa~(OwYM6`mfAE?*t$HDw^LGffzbt1Rig@9u%Zzns9=Gf`plY)GGunO>st(RA6R3w#Pbx5CyX)X;dp`o4EK`9WQ9^>#1P-*eDkdd{_4P~&eQHkwnN z-)fc-^nb8$=ok~!*Y?$d$>!k0=kq7;68}dOPr`e};}+I}*9`)opXGHfXW;LaUuU%c zoDk#2(}!LeEeyMq7L{pmCZY`wo-Kp30II{o4%fhkF^Lqc!xB*51 zpufN^4fB=HHD2jv4{7{u`a1Rjy-$ityoC2TSWlXG*vbO^8}fMD8S-0sAAa)5&*$Yk zcP3h+pJq?bE28(S8@(=g&^&q7x&hVx;Nz0Sjde8szV|6xAws%QyPp|kf5QJ-Ss_^m zgTH9vf4$&zkul`Ivy*`m`GJ2kPWLK3FGZhQiTP=uCcj|hOyW<4@wha4zcuc2^#HQR z`2hv1iT`mcMpn_f%%FZ3BWZlmHyW(wf_erfOn7Dsecxi$Oi1=QbM0sN^#@-i>!>_D zxZWFTf_j>SySv4KzTnV8W3)Q)ZvY{v0iFdq(fexP2wcY3{Ha z?*@!Fpnhv=Vwq0Q(VIqY!*?an)1#|*E72AH{fy_#(UbkuIorOPBg`dLP|(_=q92o*zDEN)7pE z--_{{)_IKU2W62RYs+tWnC9X2Rn3mjd!J<{|=5x=T2FZ3~fzDRfi zfAV;)-u@Z>uHip@Vmaa&VBO5A+YfrbN9zN$UZwey+gC#C=}k7`rbDB-mC}KcPxMlpL!aZAYNE}aY7WmuW>rsXR9*C zt8E%S_+AL_-CO20r|;$NZnhieiu|g}di4~aDz%5bIejm2(`MxmU(DaUFCAY;@k)65 zo5JY5#xm_qVOE&8L_Nzfr+L|-$lZ1-^xX5s3G0RUo=v_mxX-K91F;_RXA+?=#9u z?|T>SCi&d8MfssSo-;}#ch*Yy{ki%Xy+`O&YK8CG@V%U{z|E89wQDNzJ;t43f8F5X zu5xi#u@0AS^qJzh_=o*GPVs2y`zy?A_iH@%4k!6caSOori+IkPKX5J_Lcna-B-e`V>qaA>loUYSH=$+N#7U0 z;{0Q9{xLZJ7?{t6W?9nr7-#!E`AXj{FR6=cPV1bO*Ys!8ccEFmBgfJADjPa|!#d}= zv!yL2Z=krSJ~5&DDehP5g@9uQ;*tuR3L|@EJeL^d^x8(>b-P#9VqG8m(?%atcf>lh z)fku7w11?!IyRHmO%2qx=FoG>3*YUMeQ0S(b$94FZnxeh4f^hVdn7Ny3iV}w4p*an zdELId4AsZF=gkk?ItI6nQTV#<+$tSC`F8Gt?`W}4pl@OYw~oQBV{ra4IR6;jItI6n z!L4I(>lpug*D>&ZV7C?aUt)hk{s4R@gYTOD_J3xBc}}~*jce(<%3H$FH+;;WFUMSa zLElYXGniR!jCprk+uq0MyN=ScqBa!YIV*F;&I9AG30@iy{rmi`?B)i_7jhBS-_hFzA{C% zow%T;^}ox=XAKyA(1iWBxEj0ozx-L~c+^eZXNCT>mu5p3BY2Pu@=eSKg^k?O?1<+D z#rED${@~8fmsH6wD@$@~)`z`EjC#Gwa@dX2ac?YX1E1~~@cC>G45LX{I>ZHFZ=4atmH)jE^QqR3B z=QpZdwNnZA*qNP&Rw<%A^0cYXaCxeGD)mny9Dh$|JIMhe{`N+2tH~vqD0rjfEGjYc6%hoq8CNE%Q`2&3?_+dopVPop7<`te9F~|Z!yFbPx@kUgS@98 z*ZAiGTya%tE^%e<`?Ka~@;zEBbt&+&J_A=(t&l^%E`vv>2EX%}p;kxU(>gs#=*yHJ z&HL#$4EVarVdMMu;QUV8((|`H+RwXJG>*KUs7v7n#35M^c&exiKWdDsK|kR?ucD4B zGM|_}YKQ&i;2mT+?_1g|LR{Q-*R;!=U(KV@ zcP;R{an}w^HO4xv-nQnPHs|H+_!#ovLmt~ziNXG%hBwBE!#+L1!&ienlyZihFvNH? z&lQ6g@Mg2en0~-fAulT8_m%wI@;N(79q@Ot4MP``caUKEpT97r-m8$cT9wA4WZnra4zmbA7qD`!$<#Uw)O`M%=q^ zN2fn=(I)bpV~MNuFpTI={e&;(hYB@_b4}QFobxLm(CdgT=52RUuPyY)K}xmYw*r3* z-mN3nLsasZQ09v*cj||ma-TW9Ctja^`sj@#+yDHs2%S>(%@Q-G@q22apQ+vMzUe?z) zbcBH`amEEFb*hMGTe)EDLdKEezgGM*!219BtG=5ics(wMF6GGMe3IJxP+1x6&pKVd zob9(9>3fE}$o!dRcR9ZfQ}2vm|Mv{CT*v)6_LTS?@)p;PkLqfJaX!q?iZDa}*Xr~d zNnEt~gs1~r*#EnK&iqJ!Oh~+bOAhw_#|yC8d9i2ELg*p1E?YNVi@5!G)!wh27_TZb z_8{)v=&Gka`K^6N`7USw7l(8?#QBv!(Dw}6kE$&`$@3+?w6vQ#=TE-QO%?u=zbi3@ zyrrzeD~(v6eNwO55#-I?YI-T^jB$EN#sIf@`jpgF&oNzr2k7@Tx5*asTM-m>$_(ej z+vFXhhV(bspS;CQK08gQXJfNfBv%&x^Kwz&=foFoS?<`K`X0aj8f4kv`wHFVT!=%j zSoI3_nKf(w!aLL1|MBTXn&izzJG2ZE?9brW>)`iQv(i7PLZ6}aUh;T(tcUy8)btt0 z8~9zXSQYjdJJPR@2|f@1)3(GK`^itkPryS?Etl}FY$ESTbwrdNaq9gRZS@eG?+2nk zm|%Yx{>OL;^?6E08MpC#$?5XIObX*~$`~O+e*NOwpMNyb->3VHBFRsme*H`!d0_>y zd!cX8Fn99dyHV60(C*npb?~;1#n+uXv04S= zT%$TMi+Bv*)mHDc@c+XHAKzkv`Hp&B3w~euQA5ZmIOBV7RVEH0KfTppC~!TntFkBb z3BZ$AFCIdD47bmQ@ z4Egf|*XH9~$GvOSraScixaNu$-iM4;?+hlt`}%Sj;N*elY>-){!~LPGKh8zizg)Xk z2A`M2d5n-ke|v{2KP2wD$Lce$$Se8n?RL!``=<1Xs8r&9!$M<$tKYk4&!-8{ae?lc zL&yig{ioe8hPdB<_col9!~P;3i*vj&@VFe>zc^F1T?YOcw)Ubi&rkcJwX@97e$r*r z$G|05CMc}{&ZgqN&#t4IJRdVZbSCq@mD@umjruK-z$4Q?OYJW#H==!@_oIdV-!SFU z1_95>;HEqHbFH_lr-HW+ep=5>k``#cPF@^1A)Sfh?hZ9B_%~T^cQo&B_RF62Ag+F` z!N;$(e~hc;Y%}^z%uGZeV) z_Gf#y`D?l0+<2t$Ba7|tZt?A;|C@Y#YK-`E>prQi;2qfPe05cQ7J0`S;796#pMEJw zvWF(^Hnr4W2j7brl0Jsd?|XIO8s5AA@u$H5)z#cY+<3~~Rb9KmKKFy8PEoI+rH6xx z9oE;-*2crs$B+u}4=_c4V{v=X$Nnti*|kOk{WXyVRvhbobbZSOZLHI(**&r?&`;}$ zVSDY-{~Ha#t>hg%>>;~>`~TU(>3z6AY}fyoOx{F9OXoWBhR84A{UrX<;w#j@^6Qd; zeGPH={gX3gurCIFaRXl%`1=_*q4%;PqgnELGkGO}WgQmO-}qpEX&(J&{)4BmPw=3h zW-ZXEnl$Op^tZ3g(a$cGk>Gn_|4GnTp^f%0pV$>72fN)h+i^l1_6fK*)ltyC0N<~o zQa|L1uRu2^+z9;+9#nIE%y?JqKihRPTgbUKyeb zUR%$FGBs-Wd*Azt_jo^-=vk7jh4IwJE>ki?J681(U+n2m(Eo73_tvQC*pnAfqra}k z8T-Yshh4#shmKXFrnUgw*Y!4|~P?<^D@$a*~|np?qp`dB$YcEtk+eDC0pm(k>5Jy%=$p1l6B zH+CO*|G)4~V=MO`m2h7v74+AwvVJ+|yJmyGnFroWBaL&3NiG5@7|5bgW%p$GDS}g?N6?(m(qa0 z{;5+!|6w2ROJR0=Pf36GoxB_JB{{!|W3DA|eO-Xw5_wORpD)##!GAT)wm;LyellCy zKwBI4&nFkpP7?59hWZDnqaT*v?t+imFxPA7v?}rrN-zAVbD+OMFUA%A*WoVRNIyMd z?;1?rkV>86NIUFX$yQIJ%&{*VIO-*1!1Wq`D}wJ4|L$+N&-Dm?qK5C;FN}Mmi}C5` zjx)A^9SZYpG|1mquX|rW-dwU%NI7{)iqVedF1+VV+G9>VMEmdAIn-I}GJW?n!9C)> zvywjibJC$Z`_wSsbLyLA)G*GO;MI~BlMyrF7kTSLH!HwD(mra$cC%I`YlEb}?I&(9=~|Eb#Altobn_{-COOt#y2JO= zHD~t3lUMRo^Gy|bB_j%tPnJe|pOq^e$VVuwcV5l)QdDk;e4U;`yKJ|eI5bAvXzo7FejAIDn7{WM) zFpeRNV+i9I!Z?O7jvW8BK=RM@VpR5Q?v;-f< z{L$TM zzZ`LzJC^lx=Z<@*!MdWgBOhJ?&rLlY7tKV$~=%pXW(Lw^ALU$0B~)bZE(=LxEKUZ_C$2jt@UEfHU8h|gR=wT0DrGKvP+Oj-(jLUGSd4v>rMGtSBStH?q#RvjO)ih2N3gW?8KKSXXpUt>G+pgJGcTf#oys>euEpJB|{x^#Wm zQPOZxxH|cdIfE|9gJ0CEa8M%o(f{=1!LMx^CTf7^g?e;uB0u`W(;ziR{GRo9ozVZs zL0uAA@5vx;h`0uF4cEG1V2jh=9sjH*roixlW?Z+|lD{H?El#s_bzwi4p zkNOp1N83*rlMi-#%vCG!zkFJ(7P7A2*@A|ltZ)8p*DLVKQIGGL>|650<~g*;nvi$5 zH+v-OzU}ENk)sCx(b;fDO%d&@w$2#Ox{XU!2LDmU{3|yF_N2Z_g@JPh`L_q0Wk->p ze(HHJbQ)04(Na2&y!)GuA@Std&JAl)rhdryuwRziY#%xT%9!6m1!X;1@B+UjeA>wR z@@lH$Au8y9>gGX-s9)9k-NHPZ_7}-Ji8_JMr9ho;>U&(Axn9f>esQqp89mnBd$C-` zkab-<7hR~wn^>EO~YN%kHV+cY$HP(B(s20M+6lHfT3f ztiKNH24-1><6mFjSHld{9N-tNS9)eqZ~y9!iHpFOuRPXhe^sA6>D7VYZ7yjtES+bs z$o@Va;V+GG=Ow<~MLt^{bTss^zQ(Vt8Eu7mmG3rdh6C)aqv#3Ukb?X*ng?9SYkt!z z*1|gX!?z6>Z-n(-@yl-*>p^%l1W%*B#DPhDGG+gVzbA%uGfFQOb(kK6pXzqr9(o!o z2c3L$EU~VPCVwd<&o6x8JLqq$$cW6#+Cu-g8aXA%0(N|zAd$g+;q#%oYdY8`O8O=4 zAwPFnq*jg?o}1UaQAz^#U)x-A8SDDvyk|jc^|AlFn^;sweUDwKqvx^ybxOjLFzS1R zWM+P`gPnIK?mBKoyLQ`XC8%#6v7*Qj<9%{)Hh=(;o%u&)k0>P{RH5y02a{bwuZ{J2jj8rPQb?L9Evx z`^_)L4!=A3J^q^|z9%Z;jyj>x{|WS~r2a-omP~*0Ta|BY|HQgl%FZLO&i3w+J@1sq z^_9BIMAHEMYUxM^{~vyR#m(6X<2-tM2kLmkZ+~6sw1Xe4Rh@9q66>aWb89Q>X1?m% za8ZwZ;nIi7toxRIF#Vwn#vd*39VCTyf9jHF8uy>p_|j|azif8L1lIeQKf}Ej{qrm8 zTC#5G{4>Q8j#!tA?zDU}$9R6VCioiT`JGt>$$IGTr~H!!w7-qv-X>}Ii`|^NKtodU53w>@OnH?eUy$)NAYCztLB~BE1?N{;_DC(%os_)xYNHC*{X1J#75H6qnY*PHKFe8mkNvMc1N?by;uk?Z zh@?*&Sr@qUr{XRL%xA4ad5ab7_3W+AckU18U`IprW6-$FxzrCiC~E00I3IhQ{Vs)Z z`e@x$Q^h)Bop;vP*xje`BwPH3kBim8zG@Hs5q0ljW-W4kpgRK|a^HaUtc!a6cxW5zXtwtpKA8GKCrp=XTEc%c z+bp2-uyfsn8!g|QFi#tw#@9QbU*0FbSySh>IpchH)+?QqmnW@<=LCEmgu1T&x#n#i zVG^)wAJk=*#QtDbbomDBR^P>WZvcPlT-yWZH|AshTuaswZAlrk(V6?@?>1lRBUN4L zDNlWp(Z6Qw7wAXTD&FJyxGYu0fOX{*9bavxUXE_zGZ*U5s7*MHy2Gdsx_0bgu@^e=tzaYN{;_-MyYm_z-ay7QjB9r3*nV+?S<-@19^YpJst*3o*m&Eo}nv;(Jk z8lwMk@xupD|0DzT^5ikUZpyj4R55R>e;r}Ufziz*uCQJR0d);53^NK%LRvw&_OPm%cu^#Qmp_ziu1rKEL~ArlEp<46?}U z;Qln=>R9OKK$lDA+kQLT4}U*YIOz;~Ta^6SME#KDEGyKBhd#sa)u=~=`^sg{G&A_g z(}fqRsULOn#hG&IpZwl9)?09YyR=Y63G2S^Q3uo$haS>eJ99zZzytpBwrJPjX9ea} z#b^4Rt3_;I9C}gC@DoX?yQ+5h9F=4B&isGp7xw5o^rWtLXlraQM;T3g&(A6hx-F=? z>hmd*`YR$MR-b1*^Ml&!YN$_Ay;>T24=O&PF%#yvVqDjgMr%^9co*~x zD(>56be-x9JG!S^c##h;Vl-wo>t?!a-}6pTS9f=RJAIrl-|xOVLte=Nocq-Mz4&By zgf!-@f1S6L8rLCo;so_{MkJZo;rXMQU!X2<`OyHY?OUiXba40;aqdUSu}izL?x$GC z$W<2b!~Ls=oiKtQjDBOQstbLXMQw%l)GvB7KW!oPm#8a1J+G?=`pu;Me?kw4`g@c2 z??)Z!hPfq5QC8IdndP|Chx`BSg$f6GzuUO{{84k*WxM(WXYLbz6DQu&^)|B~HA4Qa z8uy#`8|d`jLee>xV^ovA9)+MXorasA# zzT!t|A62#HuNLrg$Gb{hP4WLCHmae4(f+!f7dgienrI!ng06ppLY_b)MpE6sh3c|bAxQsddk7?&j0YUR_A!k z(|54{?)qmQvR>6xuVnZ=^v>0)QMVd;NIITk)VG;%>g!M&Joi(?q}OKX_wg!^LIc>h zdgDn0ZR*3Eh}+D%rBIsk3G^OfkVZ44n{*1=mbz zf2Y(E1Dx;0le3J~@%Om4!Fhst@IP*-#dG}DjvLem3w;(}&$^6wc<_8*(UPlhXC{wD4}IEDHlWll$~>fm>JxL@&J7Jg3cs6G1MF4sPpb!oLx zADH`d^j&W&+=F~(|NX6Ii}_w3`@Ps4c0SU@=(YjJVcktp3;wT`KUReGIhC6eds81q za@mGy)O)(HNz9D;U9DHvq5oL7>BY{@+}8u+GU%W8kB35U4*T8xtxISh-8=6>sdo_> zxca<4#$hpk-Wa|gy}mu7KnCM^WK(P{h4q`?l;*`cwQWyQQE#pwKk$J6O@A_`U zP0d4H6$Rkd#QhpBDg$qlxoyuL)(u<=95->l${Vu`iL2Dx>c7DbIINYDlMEd3T#Fth z+4jKMtSZXgOkCMNTodqDtMl`Lm-iXiZjO4f|Ec?Cvvb{x{1<<`e0|L|)q1M|r_(W} zF5LjXQ$G1^H+cd7>X(6E@zU;tBl=+*cFoBa{W5<#JHm?gLES6j(r->&QDjV<(qR7p z9pK{JZEK9kV@Q86M_m^7`K}TE3iZJ%A1p1DAnrZ!Z?AIVtu{7qu(u;#Z@x>h18_lm zyQN98o{@|8k{q^Q`1AM!);&~N8-Th+m$etqo$scB_S^J-c}N3Sqx&QNn*@HhY5v$Q z#BFZ4IX~SH?dxvegL<>57kIyU1?$UQub8;SfjFRU7pB>uzxG2Phf@E+-`S_$1omnj zb?s>YWXsUVdR=KY{{)7OR?wPby zmiWjW6Gc_wKYiDU|1pGLOp@Aa!g@ys$JY#UfM3MEw2OB{KlIkf`P&kYJlLX_1?=j% zsej6U`8>es-R=>hhJHle+&*2NI6iyDeqtDBO{<%a68gDYk{T5O&pbr z+#xB>^W~d2m4S=fv)`vc7wvrgQtHflM}6Kk+;@QAX+PS!gmpig)IG(B7j5rv^^v%A z%~hFS1h{CGy%nqr^>bA05AtGu4tusyo;WzvJ(Na!r&slpQ$;^B74$2Oftzx^{6ozO z>!Ew&OCQ$P8a-=!3F|D~I+crhPT=D-4S&k{?fXY@l3@Mn_8O_r^}7F80_`L6^k;M;(gVKjD%DCX_djuWVJ2^?#Mmy909y~?8& zcwy9CJQRJG?OQ5-({v<0tb6we>R@|r%hf0TukQ5))T08vG3Uh=9sGUTs#haafxCV+ z%WAI}aA^tR*%!pIuc&YSqrf^|Qdobw_$;oW*4q;P_GgVmJ?oTeO#8Hv{`18%_?<1D zr-^!xTwniqXQ=lEzK9`laJN1TC$6}kdZHu!J-)!Ir!@Md<0&u7`oJRl43`rB+a9!f z5%#Z2Dc7b+0-lgv^DOe(swyid(SKgL6bkC1zRMqG5zzR8&a-23y*Nvh=aY`pVI z9P@o5rS*jv`Wtn}`J6K6KPTxnarFy-+Frr@`Gh`Cv9^PKM+~lLCZ0ZH>G|%q-1qLL zUAKh&2M<$3-AUkRx8`ovMgNB%_X1uSxa$Myp$hyv@chKxrT(^EPF_rB=Y#pW=x4>z z*Na#Wa76uiPx9o_3Z9PQ{t$g)pEvQ+mEFz-61T5iIK9(^`_GD5?!=uQ-Z)fH7j?we z#V4g;f2Y%X2a*@FuHcV?2EOMkoz+a-scqT904x0e>I;in9AN)@c1niCz1Iy^bP()! z-~*Y{UsVQs8gqVnS4Qi>->(&mnoM5OhQp$-Sa)ybiSj?jc;1ue z4Ogu(Uhj#^r#NEXAIN$Aa0CwV&{?&aj#ww|p2MbF{qO!Z$VTG*$w`Ko_dLfri*#WB zh``oZRgCA0!<)@Y@C&<=6UqXd_l33%{w6H-?ZhW5$46=R`^sM z><_)xG$*LSuM*vYpD3eWqG>Lurwkmbby`nD*!5{;?p6!5?-4LS+Y$e+9czfX5Xbh3|Fp;c6V&&)5qSXvO9q&bx0p7f|`IXsl#)0eC zBe+YVV121;*I3~5`!2W;TM7_g{m6^?^Z8T0HP**O z8|75im45GdzRU^F?L@sod$gyoRMUn26WzBUm%J_23mUb$cwW)`_kk+>*Q;@k1pZBz z-#0)4?Xmte>&C9XvtTsWZ^yT6Wu9LaBC-1f_~o3JC!AsLZ8zR+v?op(b>XdG$FWbf zR+_=j{7QX?8{xS_e8rEd!ag5jwvLtOy7|05h4;fpMSEw|t>{3PJ*{;MmBI-`3JPBGwfXO4MDUZgSVTq<%sH@qt3 z{jG=GVsEwowLf?u>vt~@@M1a!?CFYr*z2|}B`>o2LUTFmmQFPIm~6|>OP<{~$3AvO zBDdh4l2vjUtaN_FbdA z3hX#DbDX^<{5W-1>kAXK<0JbmfxOgTt$BguNp#cS9Su9F^ir&hXT8f+N4#H=m(<{M zNr$|QI;S@{U%(4isB`1}XGQO>HG;amsG}%``F(a{ovaGR?V41g#=6E2XG<{AT?|I8Pqj~=3XfH(__J4Ic$!ixbFR|ue0v9+m!=$Zg^qRzPNF*wy-Ptj^xk3DxS8S^`CRX5BPB%96+k%**J&yhYf*KYI#2y>RoBU_OoWEzF^&XNyj;&;P19N zV%-Sp>ds4BXn=JfDSKCy`}5oZJ55*@_}ZVhj;q_RM@ozn=69{eeuR5(b|B^-JXP?NSoe8D!Qi3fb#@(lz)ubK-?k{yRF>=M zV#EXTYHJTfJMeyfu14{mA)i-$8?{&6-^8UX1YbSNdDnxY2CgsnxLH3~Z*<@UKXvZcwn~QNHKawonX7^R23MBmlGpFpai!84 z|F5An{yy8E=GyfId6CJLDSsT;&)#;UZQ!q|&sMmTH_>!#xvL@kyFSu;6YHLLI;aDqs9-1M4Q& z*f-DO`>OdZ=X0E2Uk_;$0lyr)PV$CsBtN{X#QVw9uHBT;-_~ZG6b;y8$dfnw$eVkq zD1P4t{fvn?Aj!Je9_7X!&ahkkm^FBh#JRShNRxHXZ!g)f&ywp~LB9{*OGMJ%2WsQr z1Iy3PRL66p8fHh3_u6wqRs`>Nk-_z*oZq&rj&0U>-iY*2d-6U8dfDlbKQujj66&~P zoU%W_t3X}Uq6HIKmv%Vn(i*~FR(KSk?rQh*ZKyj>USYy(sfViYi}jIWh1$Fav{#^R zEb2#hwxO=^Ae)gsNfO-8*MJ;kU-&MA&g_dUxjfDVH`sk#}LLbgmDaE977n#5XLctaSXHiKOMxs#B_c-D3dZH!~TGTqUOI)p`& z!ls%bKK^c>Pk}(kW6B+MHOA9Uj_M%qKvnHF^y(0wPILLChISmMj*B%!`*J^LI5A%z zsG?(U!+7Y(YFFGB`utD7Ce!5FBb+m@`UKwY`c$9Rz6?IZBTZjEo^**2YvF$<^ zWwdwOpk$CJ`lUN#)(>UGYa{HoCK@3Q_x1SVpU_+KIez|gZ|2SH`cMB#-LA7c1~ghD zKHKtXaGoXFKe9LuI)TU&Zv9)qe3?Ro!FUbCi;{n-&XYwP?)SOdi$oajJz2k80l$lD zN^aA^xUFxUQ88nj(rL>E8{!n)QZ()GJ*yJCvy7Af%O^soD7Mda>S$F>DfQQ7eqs2- zD@urWX-;iDEQ)yA$DN%bzr9pc)>uuQDZm3<_|&L}_C;oNRWd`r9!Gr}XAS!#*A%-` zH|SQOLN^=64NH#9W&f81_DZJi+}WJ`d@aT`hnw7D`>&HPJwTkja#qd!^e(W!>0g7J za(Ldb&6Z=K*Qs)_VZ|?F+O?0}XiJWBRE)kY=H>TA&ot&q)6Z)<2z2UZE;AtB;Bsfj zG;QRiL~}M)DIp*C+j3d5DCRx$$rc+C^jCU9*j^=$4|+z#tDIcb@q+qN$;xFajJp?| z)kGc__E|e`Hrwwyx4Vl4;&sKfx7~<0aLrB`r^Wa*@(;?0mrm`!vseOld#3lUC`ZXiL zl=12wO|Kar_0?V6U7Ge85<9R9$MrhEiaN2KXu>b1-X;GW@3-;*H{n+s??E zr~DRP`~pOXw=hjB`|ugwv+yo9)=HT^WZN(Q(Ol@&Vc)*ue+qkTd*-xA+j z9h%h0Jj63a-Q_y8_xQ}Y%FwwwcFF%s7y3W)_`kf6Ka<@zK$dazB^RnS@w)*N2K6_E zos9>GF0jJiKV%ntwMPFt{ze^PoKtPt$kD{B6!tC%GQ#%`L@$3woy1LuJ1Zle|6*H{ zf+Xyk)oJQ3!nn5Wxy9nxKbF^YE7F7?8Z@^$n&SIY^&&1=VH^?(pS0~UpXb(GguWb} zYqaa5Irg8G8$M2^&S%YQ$xbcilY(P^&_BPwub24ag?Q^mF|%J@uC8C2N-oR5{!>%8 zTWO>HqrFNLsNZ%gZwB&v$dfFRzi*HDcS^X&IOe$?c%9C)!slrNvmemUE|&DSGk~4` zyr~2pX4>OvrR~rqg})9u)=v(8F#5b_niBV^oXUO7w`ji%oK3vPeABD9sb}`a-#>tO ziK5AUWT~IocX3Ds{qwU!1a#G~UtIbqsgHkeu55Br^Uj-FP;K8S#(8;N`Qy76@`t0Y zIVr&oBP(ju3}7#NuLL3Cfm?tpN z`!r0K`!sZ%*#BiyT3u=H$(y>w|AGH|jD4sl?Sq%9i>_X~?(IK8nW915G)u?|=U?USIw{I({oVFIY;Vzei8hs0s3A_2+sE z@->f}W*fnOX04moZVta+w%2z!_h)mR#og`D-ahHYBGeyyJMsHT<{b-OZ3K=D^YOwS zI#ck^f^|XicwYL*)#pEZVPEO>vTM5+a2Dgr6`6lpab=8&KH7OUAbXSr{UJ9A_QyQk z*|whfl_G0bS9{pi(Q#`V^XauGd)El`xrY8ho(J z>DF*Z70=)E%}m1xem7XsA(8rX!*+F|zaJ}0WLG?(|5$odKqnSDirs?85RWmb!6%nG z%xiUejby$!t7z>k>KvY`ovbB?`Or;Vv|WPsSiWlnb?cUA1Y01lsS>NVZjA+=7e35IYe1ah1nz%}^a>zJRw zQ~3J!PTE#w4Exs&kIPWU-(Lcc*9G}v|G;P3^L278hub-ye2-v)KXmD7B4nC!S={;A8!WC;6vyj&_e_C~D*0a`#RC3uXL0 z5_vNz^q2WjG4w0VZvynCeWabgt@ZwIzHe&zOqKEXov?q6Z+&V^yq05SrCs{w1$xbAW zQQkvNuRR@XgWvmgbWF3y-=%Wr&8Gcty|p=J13&&(FuS;w^Kd zGNrWWGxq&-<1wqhdm&%{rnQy2vHx^Fp||XJ7yEvebB`l>z#{=q^8L>aN8$$FH)4GO zN3fwm!5Ys~IwHEm6yr$OT>73mYd+m&I(~b>{_kcTdW7{m7kJrsXn(22&;ERV=Ifca zh$rmg)_n`{uFri%7ZA^L^>7q)+L7now8@t`-q$94KS}@D8ET&@(7COC51nw}XMYZ` zmFE0@4G6)#$LH#~&!?$_{Z&=%v>xxH0V4h;_?<*$E_8l%CXT5uyzR*O^;!SQ5%vf^ zHQ3D&`$j(W%XuH20{vrCp6eZ*{+jsx2-6)W*#5QVS%+GI=eb?s{pt(+XW)zYFqQx9 zKk!ad9;H(UzF@A>8v%Yt%l!cHx-WFjXbbX*&mGLTpWgkRT}{041iA7!L$v=-w_bOA zujw6)Tu(y=KMs|{da96Fj65}TF0(fcGl!p~tRIhi;m&oUS2UpS-2Uu+w3j#WoaIaA z4yBInv)?8SypMiLRClz%dY*YNo|i?U&*%=3AT2MF775dwdXG;|M=C|D8V40sb=J;Qk|QKPE}NmG{W^OXff) z7yfZ-d`t)CS7x63?ndqpr@tgV;rfD3vJCelwaDMxKToau_=b4At;=Swr=H>!=yB3M z*HZ%Yh;RFmlMJ0k;8w$xHxjRyJ9ht6-Vc3FejUpFU&M6G>O*Jnuj0M|HD{2=uD*@? z8}Niqa)+qX8-4hc2hZPW)kce9Q%QpY+ncJW1QFkcB65m&~b9qR;>ZZFPSO<7t8KoRbe65^npL5hXoB*7i1@_mp zm_6nK9q+4Z`aiL5jiDdh=7oLZT-ydo^uPVM${{RI{W`z_0C{hKF?5cp#aYbKUaf&RNDtiNaB3yk#uQPvzH4J@dnzB zc)yr2_=>n9&a?2Sy?+hSuSff$w#!N4ZJz0rT<3W_9{ZF9 z*X6pzFVOF={E_gnQVH{W$l#a9cQ5#>a(Nu_ejyKr0gnnigu=cnrf5HTy>0?^ILpS@ ziBLB*v$~}_@i1X`y$28{H3ZDw<7c|G@iuY%tznxk+QGv#L0K9Q0^${@xsF%KbvG)YyaP!JC=w zS=8f?#Ct38UX5$T|0qFcHF|lkSW)b|8^iAPkcC~>IQr=5z&}51vckCwy=c=zW9gSi zMGvp)ig`MyH|{xg?2T?OS7P0T<0@ZI@qO>5nEzV7hme<{&Gm2WwpAMTsr^z|*6fA# zCTd*z75<-ls&|bt&cTDj;-PbX>*kn_bPZehze|_<1F7@xvd3>3@n8@c){6tAH zYBKrV-2-$FsUUvcZJ}$L3gSL?E4o>zBQEqaM$5|p@vl|t;X5o4$5~XpZ9VZ#`Y)?$ z8NdAX%@5C+TD~)X$ZqNn_&NVRV1{<@L8?R|m77OPNRcwCwy$);$adZonMz zFvC9f6~@d5>|QNLepcbEl!fHG_d&JRC-&b%;Ws(%* zjrX4l@-4Ctx7g^z&LyAaJxtNh;kK@anOFH&2Ml!sw=Q@IyHviJce&95zx#Dl@+9#9 zYwJcm(#1GdMP;C_*|f)(gS=Y=b*~=F`AVXl$N|R<24kPTlC;THpKHNXua{2haYqwF}1u4#`$hm0P3V())uSCP$V8>?di$L14x@3 zk+_HYZ-}=S4?Jy)d6&uf&_Ujo-`|dD#2dsn$tnx-HInx}u&!jp<|k>2u>a%q{p|w& zm%#slOK`ccPZ9CLn5A!;v|umeM{~e?MtmN5V)884@BNj)d`EBJ2{|^5Kd#;ANqvTF z#mQS44|m)X>&-mBcWyrFb%B3+qwTUR`f)kyOq2}#rR|a$@HXJf&iGg<&{vUB31q%f z=g7V==517i9$sPmvT^)OtS|Iq@`PWse>w8?oZqA)wXLj+r*NvwOwIeQ^vYugf zVrFPxVcH`RW7yTqZ?L$aZXEI`tTxim6Y4^HT9?kD4%t`PB(O{+K(!Z{^0H z1|A8zAZKnbBCq)By!UGa{A=As;fC;^rDC!B=s$hpw?3u4-If(f$e|zB%Eehq=>PkP z-x@eivp-ntlQ+3e{9Ziq7;d65!PJ*1?{>kFcq-fAPB-QcOr{N)ZU*}uNgVT#`Xu)r zhWu4UKD6`T;aO7f>*AYk&Ry`ma~?WPLbP{Bq-S*3k?0sPeYLK9ZW;`hs=R z(zA~O-?GUq;M?U!siP|4r9`u86YF z?QQFcN3xn~g1XD=gKX23CfngT^Ny8mr~f47$jR6|vB%5isB=8AU&U46kGqy`K)qn(yASQFH-LSr!bXX(E_T!0d1C~6B!_=I zvqyg=pdZ5L^^uD{PrQnx+~Tvu6WaEX$T8yiwV-$g@rrNt_BOF@Y5J}0(`9I%>C46{ z($6Ifzv!Ty_}rk+tk>NkuZQ}yu$zMJa(mdDc@Z1zr+uB8e^_ALQRP>AP=DaiVmahF zkvDP(iPy&bZl0Kmb&UK(Lke(_&z>rLY&=XnMsMS5rF!_>lra~0B)s8)xNXqi zX`!Q#2gg2`{ISv;`+8zf+YREioF%fFSvS-W`C>)bzqJ0^6cO}4#B}?!Kgb7(9*iy* zArk!wiW!Te!*NzfnL{> z%}Mmnmn{W@sdsa+witK=?%jqx{5X}e86beP2JYc@PrOFBiU4{-AR%AKs| znsD&$4%U^-$vbJF2z`cLOZM1EVxJ1X=zgC2!;TjX(yS}G)UY+5b>ZtT{|L4~KVKo= zZU?*Wv)|grI->UFWyqu9eg%CP_TSN9XsIdpwR5|V@%-I+e7UOtPt|HYMhyNk{_m71 zQS4jou9m1fkMkfiWt;*0=iS3|X#!oe<>z#n_pe5sXzGLg(=Wn#Zul{o_n(<1BB^HZ zuiG`3?ig^rxXt>^^QBPhO_eO{k$GIlQxWa?h#20~#yCGpWM5$2d7p>pppW!sv)Rg& z2I_f~%~Q-`zWYdeoE1MmIn>t+=cLN#=EyC?#TKWBROoXZi~l~({r~B!!z*R5?s6wD zQ)1oNko{lgv99;il?BP%-+IdLlj8n=QLzkpL*SA2uQUSAp!Kr&Ruc!#(@7oFHTLyA zJ!4yyIo6-vw=TFJ!avIIhid{4JS?x9m!OXKj)A9Dxj(Ft^CvHU_@g;kFTfKn$jBfL z_4&0A)zp7j6Y^`96Z+d|?~~8`vHau00N!`qZRhB5eYEK9wji!HeZS#S-aj1@Q@SW& z{I0(b$0}kzQ_YrZs>7c)%=}nM{gXV@g(qI(Z-M1g?w9{`Vo;y$sTJEk4U2bo2S3s#Pcllo1TdU?hlLe#LNV`5jzJo^8Wv!R^p=Q|M=@4 z;5}lxTFw^KX|^qbjsy7iJzKj|w<9TUs2Fi2_wLJY<@r0-^#b%(aPIY(^_h5{=&cH0 z&C#zvM>8)P(|<&LtF(Xz$lc(*Qw4s@e6upXH}m)A9va*)pqD}WRQQ$xZwY;Xx$~ab zVSHy(-v<&;Qt-Ri2kKY!C|%W6fQLzYUqjs9nUw28i3?M^H|i1VZs&_y0#}Ru!QLel zIF(kzdsA_*z&)n#4EQm0ze-LF=X=9HoeNwd7sYT93s$9_;&ZW z1^sjPA?OO=9^juFtc3mlmBKk+1&-6EXs8nUKk~>a)SJfozNlGljP^HWblXY1V!cU^ zi^LBe`eRf|+=O+x;U)Ty{V!8@&TnVG`JcJ}*KZz_Nd3T=U2!!k_+HTg!=>Wr|Dw!u zx?=FN2|WV;Qt#u6yw@y!+@tE=lw2kbLO$88nfSQFv*#bP$2ddM4-d2ByX~5kyMLa(+j`)cAU)F7+zSE2S(dFv!yEzGqw)6dEzoS-= z;9gdt_tgsP>EyE4(A~p6?i%>l2KESC6w<>Qezs+d$5wNmgI~-)u`cuBiMrL)S8*v& z#QPj@h9e(dQH5V**Sp5?{=VnAxcls3)}& z_dM=*-FDnV{dwqorCbM&4DA75K>f5$S8|egj-7=LAM4WkbPxQ?^SFIiTp;z46kfOD zJq7wgZzQ%+A9CoFuh6vtUg-Ob1P82}Wk>bCQlI4HcfV%tBRia(=LzmX=QPW;d46@V z{6)Oz+`kXQi2w6`I7eNZ>u~$yVq@4p3HGPHS+eFW4F`O0rGvZz^}!}2j0Wx)b?uFI zsw4l>YALVwH;bh8lP!A8gE6VKM& zXZ}I%4-GG*Lb+ew?CzjKyi-4oACIVC^vc`Df_TorD?iluo=jY*Kwky^$NO8zkl3rD zIG1KDD#{bZbE<#-U7!rR%I&=$&iVcEI3mdc{$F*(JIV%jO1hffgZpP|lTHft5Pw3C zisyY5aAefc)BNoRyfOFzx96u5FFH3c?UD$_eG2$BF}{z!E%BpX73<~l{E|UjfjkLe z977n#5XLctaSUM`Lm0;p#xd|7B8+1Q;~2dE3*#8VI0o+J!Z?O7jvrP#Skgpbl85e&!EKZvFjgW75+bt0Xm5|GX-uZv(1=#G2YMU;}yl%e% zgT)z7tKHs|&HR%7)n0Fu5r;1B>VrHr;>l^3$5US-a`n+)`PVreWUW%QwoUtct$(! zP{IEP`GN9~yQbel+>M+eiN#jJ&jp$=gWi z{sI^A@o5qDF=CcI%cG9FMAEL~mS|r_{9q{gpth*{V#)EGp3u(%aj`d75A0=LT+dNH zTOWTvt<@%>g?QKR$DXhY;?ow}pGjh#Dv$3Ip+5NO3@7ONLvL2kbOPi5)n1Li$b;_@ zo`v`w;=)rOA%E=t=H}&IlgWP%&yaa$%(z*~2PuJ`eEg@4O5UNZrIk9Pr5VpPUvN#( z{@S1!#BELqKKy|BvLk`Lz7pSJzQDDEJi^*te#@v&d`|MU4D%0ToI*aBAzqqwpiIMr z{y8`|nC)v^+N$?e96E;YWU|&Xb4#?`@Dl zy&mLsek#6ZJ&sS%QPzT;Wee&g*{{?qyAb#NPdyRvO+6b=Qg7v7oDllXHhF2_tNJvj zD*Na${=Fq(0`>46ULKYc)DL-UBSQv;n;<^!4!nsK=E1kGjRo_!(~iFO;e0Ggf0sgCFzBO z`%xqEqocB|-VuLu54=n*d>)~xcG?v7+CNr*8S~FU%g+^1|D;tpMS^+|8#gv6FyB{s z@WB}3!G?(bdP+Rlu)}wE2=GqRyBt)8eTyg5T$jc7p1NJwr%ZqSI5vC|%$lLUL z$wkd)nV-D0VaRSlKD{*LiZ$ka#k!;bw!ie}aV_fe9DfHhptf^X+`@@WdSM{+E43$hSp#Ds0)zW#)7ayF`7Qp<*k@pq$#FyBF z#?E3sJo3-|?MC$9e*VoSvyj1Y_r46*1FJ5)F@-=m8+&+oLF~9%n@^wvp z?-M1kwSy-5+uQ6~DfQBa+!%^=2mK1Wixc$W*TegCLjMKzM5f(Dz7KUGx^IFXA%9{$ zN00S09@!LITj6=9Uo>3hIAz=l?2NEZx?NHKA*d&%WQKhX`AWS-;pCszjGH+`5&mO8 zHPV-OgO56~veXeTl4&oY{>;3Io=w!>c=oPy9p~e*%XxdQ-&;SA0}p__Y+{6>F@E22 zusj;&)bjc7tvM^v@361zr+3f*~(=61Nw!z@?b=wk~)k zN3vd3Ua!i5vKUwOm;-*Sm-Hp1sal$T9_lNl0spzDX==**MwZ2bYtWnU$;hc%!TKb6 zgKcjUhcm~`5xQ3e`C(PY2L$~{=(UA-!q(xBkT-`uQhXO@Y0Uev>iOwhUrCmS3I+Ms zNjl%?{~c?r_7LY)pJy|T{B|9SmWe!n-3R`aw8nmsIHmV~;+-DFENK&*6VM$oz&I+v zPiMYtd`y-x`RK~mKMYqudr>)7@2D>lbY7#D`N~aBD;6>j8Q&13Mtzbe)t8|=gFJQW zS?GiTM>)_^o%$Qr3j3Bb@Ay4GFN5_;)MJ-+)1&=swa+Qh-oq5nQZj^TVaH4S>TG13I~8nmWzpAN=p zW1!)!iu+H-gU%1|%m2Z%p&r?Su?q$DT#o#B#&sy&w-Go^?2~2LBdxG*s0+pO@rK>b z3EY29#NT?x{b7tu=n3M+Tm#}V^tkT!Wsl_gUGg|vMGozFU%Yvfc*~NgWhz36#K>R|tJ_&=V=j9vkF@pD>z1U|tzDowJ`9?h7XMEbo z`_=LJ?^Sre$~oyJqm19(&HtmIh5dSbWn{J?)|ZrWt|j%63V|==eZ=0b=oarkwX*_7 zbHA3@VKzjdKNCOX6VK6wvOdzr*w3;rEWX0~&)Vmnb5(fGc|PB&h~E_q(2L>z_9Ss3 zbbS7UCxjkB{z(Jwm&Ioyvsu4I!dRn(c&b2imAiuZ7&Ie=dFwKF2Ne_8&Hu>0dTr_> zJrXOX-h^SEM7tl~0Y-4_R}_|0eVG|MHcn6LEOOTYK0|quRTK_>Y^K zZA)pdxFCaIfzE>Nk{s#?$cG&2(1HCsnxk+($31d^(q!h>y)({#Q^mNCp51+nc+Lri zXS9je+TED4+X~OwqFims`Wv10)xaa+o)dNuI7#4>N@SujrUs{T@Bz$vHw^eG9cbBs_IK3&-0MIzSYb>?-}qH_c+uq zDSB)|{g$=L;vrnm>?d)fb-<14Vtv&g_5G{Bb&vZx>)t$X3_LD__G8a1oku+9W#Bof z`*r(Ge0kA zIQ-uHoq6Sbs6)p0g*+eY>$=ECPXeA$9ph~LwDzn5#;uzByf62Q>av(<9r)+C(4_Ii zDZhwWwwmJ~G*4-=HRrwE7V7}>IOH+z>%bc;4XzU8tzAZ{avkp(mx;O_x#rG40`iFO zcT4fI$26Vj^Kg+Yhd0e9Cg?cHd+qY%Y z63(x=#g1Mk-1m0*Npk;u^tG@>1M_v(yK#;x?Cn;w{EjC6Uv$|yT_f~gP5VbU^$&ZB zbf^&@df@MUGoHVbvZtxq(ayG`1`6LF6WZlW~@u_DH_gZXkmVPNMsD1iXHsOV= z&)%Sma|XDF(#~{&-e5w+Dz4uVcPlD8u+cq z1L*LezTehded=NCx6=wD{wDE+Cvd^2-&4^4JL{<(?Y~Zj@4wB7y|$?0{mUlvwUrF! zWf^q)6yawxl?Kn(L_gmrXucv|W$mjAR(x+yDl#u&{klGZetiUZX*pvzJM3>Jr5$)* z1-{lTZJ8O@&9O2w>c5peEes%@ZCG@4h=Kk~lvG?77Ifw7t?Y-{y-g^(BGLl3xG9nQX zStXl9vLcEoREVU^Y>^}@yR3{f5VEsHDbI1-eLv6VA9#LvzOUE)lUKRB?(2PC=XGA! z`#g{HI0{4h>GS^f7&vr&*f+x=KAikByR%fLNzxC-H*eMvEUuKCs*`elClwnq^>kjgld`djVZsQhV zzt_>(W6{6n;c@wI$a?bG>iLx%VZF7g;n^DUDEnMmY0mK*YcIZ}KFQ+c(UVy}kV4&% zc!R$4f2WYAVE3~|2&R{b89lKj~Qei#oQMk`I0mhGWR-U4TztbtJ zUTup1uW(m%XCM8AGe2#~pU_M9=yBpnCZ)}j`Y#>>eD?Pe#K?1?azSSe>jihW&n#7E zz8XB_?2|U_qVSmgJDVy$&Le+9Xhf7X>uY~YbumxWoupdocu#2UIn17T0P+-2Ph`x> z=*i~Df6dbMb|qfoZ^++TP1Fl|=XC<_GU|9Y_XJT-!C_uf9s9?3U%B;_{2qG!Ugn!H z?=90hzAXBR+Zn8M!wN6Z@oNth5e=sJ9%6a>8rZe4W(DR3-BJ`Wcn!5)Y$2)B6wWaqnvLQIAHQd0!s~1LiA-_RS=J zg7vKO$I8qHqMwa;gQ#4?FeNeEBYm=$2@)X(?s@-S@*W>Pu^nI79 z7`*+PEcFZzPNM&G;4#2gaZq)q493~rRsOF!)?@yG?@LTDPV(Ok!&!eW8D%WwCz+a{ zJ<10AwC&TgNA#aofz%dZo*jN|i1`d1{^T0_6AwO`yp{H7TYmYj0_Ix{e^*Anw|Dos zsB8U4Cqzulb;t%k^5OR@^D$z+J!k!l`{da+zw_}Y>xqjm&Ihgqc4%u&r~Y^`^r=}- zR5Hr6RfC@eRPA~u55MU5WXmc3Y>mD~)|8s&+1a;;vJVTFI6kBN#B;=vYfzDyo|!#8uGr%_+`FgZSzef1HCjaLzm@%h}r zevA(W-7A*}^_bSZ8qWRYG_OKh!0&U**~)tNz$#zpz@QJ^eaAW0h1EXV*4p87$_^i) z<5KDMcwT-ueXi)w zRY&|cuhQ+MNc*EdRu=R6gu0-x{(V8akoCk(?lI5FOVKiU{7&KxK3I58C4a@d!;evy z=x_Jav`LTkxV+HU=tD-m6@8_|x2X9zj5b6)X#UNmJ+v`?BXCQMXJ_PZBJQL9hPny+ zHz%Kvm}rUTeJl9kV~^)=cyu|7^@xM{#cI^k5d%(!`*(cRari0vekFRpG^YRAUDXwy zkM^6BROqi-m0#q!4?UYa+0R^C{l=Mij4t~fe90e@Iy9iv7W1`I@EuBifXfnr>BQsd z_mWnle@X!lL;vX%v#Jwy!}R-FYf`^H=y?wx)@z*HF5ZJ~$^Z0UgXai!aeexE@y+o( zH^%S#n=jNWDbbB|!tZ}=?bDh4>eP2)J$nDBoGHWuBxP?wJsR~6Kg2Yg?>ihe%TV9O z$^N|)`In~22?VmVSFAViRKQJ*=$B1i3W3Yp1=J15(ff*X3;3p__zEFkgTD7s;sMTj z4k@Evh7E8oMi@`|rQ8WE-<<)OSKbGya{p${(v`wZ(~sRA`jTzFZ0URZWj2v^bAGp6Vz38_gPVoOeSj!cpiXfcz0D! zp6BDg#|bi+$MHF%N09$&@N3y8T6peva*csJ-<=MdJZHUpG58Yb|I$j6q3?zB8u}a5 zL+Q{B!ny4}td@N8M$ic&KgocDVZc9vH%2^Qt{UbQ5P#vOCjHB1i3a-214;&MUT}p7_12>fwP#7~g++JL+2C z&F~5iQeph@YBNyf{w+#=$Nd|#d`&;%9DUx|tMmNr<(jjV^9~)hVYv;~Mclh=nXYUHi^@*6`X(Jv7Nz@3yQz>lEZKP{7|Mz8Z2y9d@`Kk-Up~TTindBnfd| z;4>nh*@}AScCK&C*~5v{aq!d{|A_or=4V2Wn==lIwVolL|5itp-sI;QF8SV+`gKXJ zuDcmO$#XLuN%Q8NjVY~lZ53MPBIPztOB9Fxd@W>EPB6}x6jC^L^4kNF#9<4Y%{R#P(;=hR(Q7>uJ?9n4wcXZr; zGG2%W$SpdiPy6?C*`&?-WPCywEqreFtkENg$2gEt3Y-({_3zsiVVysk`kugJg&w`? zjNhAjx7AQDM$RYr7V!`pQ#Ugac@Ok_2No%@R0aD$=qDX z`gY9ZU*pM}yjA@8387w0+#uB3!T%xe2Yf8}$0U2dB@Gp9Xnb{=7b`1z@2{4g!vC(7=G6Hk8eg46~9 z;$Meem_Q(iv&i7R^$PGRjGyNt?&lMK5tH5-{As8&citw$`>uO{fvxa9w`{RE&(pg& z|A_Zk@4M-hHsjg;HZgUKKYsAFmBeQx-}5Lp#QNMd8w0&UKe<`n^GbyNiF48szt8;n z59cuORGaN)5Z`(8{W`=~=%fvvUdVVGx3m9j?%%n4!^R5l&np#Mm3R-R*9qeLMjPw}-|R@PWc`e%sJT6g$O)8X%5^fb9nerK^hpPPPt{{kF6a0|oC1`7EV9Y@6Qd>;t@ zF?;yI!niPV>Rqb6h{>|Vb5XxVX#YMzQbxqXG*yEq1~?OkTwCIUO`*%A1AFf=3#%qx zVli;_#NiPiWy^KB6*isx3_YM%DCCEE^fsA%9QF;Fro{J;OU(Vs_u17t+6Fv-N8d`D zLwk3`ALuGc&kf`Ac&d+o1l)tbE9IU6ab}z1JB_qwoIO6N%8BFIF52e6bt#KbCcnh7 z1nn%|r}qc<1D*%(VOP5<8De~&n`v{XpLFuNW;5S6BE%o(>0rMO+iAJi2;xV+s{Dv689#21Q8N&PL(erLL z%8bYNN2M{oWw(2MB0o&$xue_gp5L?u_P2!nLn=Limq46TOnyxN|GWF)SL$mfOy3VY z5AHGgQ~UEhY0i7fH7KCV|<_YR!zT^0xMJwGUANUS0M{>6e759nbEA32QppBnL8`hv-Y4r3Ri+3a64nBi{HBZ>znm+Xi`i8vU zr2L7_W}VU1_XT(^(1(90WfAj%9e4}WTSpIjr-t9_qc2_w`K@~gM}T)0{q;tgleCe4 z>8Jx#dM)@;tVq5D!+q1hf1I7=B`G1)S6B&N1&*%<9uEuVv7ircjQme)+mlh6zQ<}G z^c?C#JzF>Qoy#L{wYk!FFZxjZ_9;E+qRzaoRA@2rCnK9AqlNg3(SG;XkLWmScMtYG zb?|aPpW{svbS==2)MZ$$5O>fmIEeWu!S=ET>_@*c-3Rqhd$piJzlfF$;teDgFM#TEZAZNbOQt%2V9d<#Qz)R z_d7>^{~~)iN7ng`)$dv}pFS(M2D~Jw7d+Ym9T(^+6#CyKo?+kKzGmzT-9OSqM<4!j zv^ns(8uS{v>+09D{6ogeD!>+0*GG^fJIN;WMwq8ozfo*b7`kNXVz-CD1tlufn}iY1C6Fzq;xb^T=z# zSE3F7^qSq&K;0$vV5e9)_!aq0q+t&k^gSyu-+%r9@{t0;)POIhxtA!5$eT^(MeP0_odINWIeaJ!Ba;C z&og%a2~!=|=cUzgBkBdjmK^NIeETBp{m6rxn`d_#0zMbyGoQSLo(t-W7Fv6mN8bCg z;f*2pYsIHv4d14zD@S%)ra+v<7n^00^q-ze66|+v>@FK1z&H(~3fG%p9O@B~zha=+ z`W)6f&Rv+_gZcGo18P0YF|U7KP4n1StlT$N&ye<(?G4@;K zdJ+7e{4l8!>vJ?<|NF}$Q0Id^mW|v!!UW)6ZV^FYr!ur6)sa@-(KCVun&${ zCrSU!6NUNYMRDlw#{AbbDzLsgqDRpj=95S4IGtjQ`BuvRkr2TDH{WoM5b{Y#Km5f0 zUwIjcgT#My4^G=bev(sb;*sYzTbT%*13RvBb2Ruj(3kow2KwgU%Q)QfnRu9;1Gks5 zo}ST=)jEIszs&;8xk-T;69v^nM{`7!n!b6c*A=RQ$% zzeyVFk+?o9i+nMDz{6-@oG|^eC+vp}+$9Da75cDULeyDLamg7zMi}4L42NC^_{U?V z<%q}Y8nYsS{__R>;Kak+T9;%fk9g{XcuM{a>Yosw_iMnv7}n#K)a$Hcee(84Ux?7(qGrmo@^FC7;7kk*l@6A?TXfu@}UwVLZEBY*f=gGDKFA(^8&Tkqg ztmpT)M*RzQ`}A`U^r4q@GH3Y+4cO=Vkmxl6?5D_>bl{W_?>oJ2B>%)romJ4g!MTTRJO-%sKn>sgwFntI`856cst0dm^$tn;B{c1 z^O9||bh*z8Hw0(sv0k(C2=pJYf3ssJuwEZJ^dR;f@N&k>meN11uB}3!E9%D3jc2`e zd3Sp;M~t^^-ZbbjVcoabH4#seoV)ZT`|1ZY1#K~+J>E;3(|_g;ytPf1{xrPpv^d7M zeZ1wAB))G#V{jeu5}J=K!EXb;onn1GYn;pL4m}EE{byc|@?7pO@3~!j6VD?Z^Yj9F zYFyA?PQ9%T|7`9g@$6i=0_;uR5^>DaRN`@-H0F^4-34{b^8w<&5dToICrDUtL*14B z7`3n#IKt_LR@&o75U+KsEd;z&@UyU^0ebiz)!tjP1+dTP8REw{p3=J4F68H_p5N0` z$ouZ#;h_b8Dq1&VlTiO9I>Mjz{vL1V0MCGZQ51@Pe)R1ogyP)CzM0xxfqEIv&>Jzr z_=6==FY6%wOdIOtLcW2Y{u%P*d-sWWqNU0B@N8&0{Xf4>=N5T2&Ry|(V~5{=G7Nvu z`@@*LhhN!me`L)<=stlbODYik>9|)x*F&hMb2VJZZ?NZCs(|_r#>vi}ii~fge4dfN zh&lqiKQzj$xL}O^aD7qOZuSpP9zJa-`A#0$$~m&1yhG0mx;|FEGdS*>HN&j*=#N#Q zrv$#uoi4pgpDNtHg4MaQ_`5CQhqhBs?ak-nb>!bzB?xLK9#RE(Od-EPYS}B|n=bF) zf%uc3amjPo7{;F|r zgLNEqy3vpLgwWFy!T*DLch#Icq<5Z9M1uYkXvgGwfEBF@7uJMCs`x ze=^7~aoIWfqBZ=>sQ4H3!*H%aug(Dbcl)w-6)o&b#k3)@dp{Y}4&AS) zsLqQo^e2wyDeeun_+CTbL7R!cxMEfJiuLJ%4RX-AtFQYxr=kz{->zGEGmY`QE6cv4 zUO%JeQTI)jDu`!RvkJ~o&r7$mY$Nsg;v#&v>0ERV&AGp6R zEw@_A`g#ZcI6Lc}`D);Lz%Tcv0rgqzr_^~X4Y0oZU+z*7;B&W~N5t^{`PFjzJe~)e z54Xf>!wv!eu0h`cxaiqm!1M7R{iy%w4SBy=EaW}I{?cuJO5Eguebavlaj65JE-~;; zJ$mj%pP|~YN7sHfpUKbADJl4>CO-GxZe&05OX&VGFcbFIU($9WKiHl*V?yaa>Q!|{ zLcXMg#p1-1>^`(ih4pm1OuHuH{bp8O`C-WO*D5welXm?dJrS#vafgV9e6g!0m-e|j z`yKGu9rppmwbIi{$>6nFu;9)yi9N#m!*eGK-sir7FOT=RvjwLf@gAxGei_F9@7AWj z$S1MTg1M)k4+Bz$f_>{tYF)!iyV)gMQ-(%9oMl}*IW2BvQ)s+6Byk@Zh??0-6pQxYn zxF!U+a_|mzTlY}|^X%X^0Ix~?-3BwPZy)F)k^k+q*{2>37=K<;d@At(?HSV5#LLYE zE}yu8pHG#5F9QEnP|*}a%)hQz??F1SNAjV^z-{4t)W}sr+$nwR{<_f^_9uRh?``+{ ziCYps<*;_!9iHz-#fQZlXg8gez+EP<$&7Wq!}HCdxUijZwC~<0YUFRRGduX2dNh99 zV<(V5&8S!QPz`*4hh8V}(serPgm{Cuke|@Osvpwu>pk&(2{hX8=bBKIoQGHXl zvOht>#XXew+~a3@IFsMQd*< zZWCYDWNA5&_HlOJ`HlOxwB)cDai0~b!5PMUUZv&%T6q5|t>_xb`^l^@e_1s==bA;b z--Y~6_1VuJC-Z!FtLyj019 z#Wy*gzw!HL)DP?64a4_=|AhN6ICtYk@@w_}R05tEyx$f4R*>g8x505K=Lh;KW7L1UgV_pK<8AHS!b-DF_iogrK2bJBEQ6dZtK8n{vW&t^3!Ju+clAos?*m;o(pxNruuk! z@C@j`5g^YxO-ztvF!Z(I!ol4ToUih zWPe%tSigJh7o!e^7V@zl+tj-Y>l^3`1`mPY-qYk3_9J}`n$d&x;sfJ%Js|#MD*Auf zN2R{4*iYDB*}F@i4ech=JCghx#kor(&5=jkYNyhh^=Re(vFIa1o$b=?+w2$AeZSR_ z{o`!`vwjKtKsJ~BChlu%;Pxe~udVPok9;8V>A(J=PdzG1WsHvr^Y<~(#{C{yELK0QH%x zx)#Wb5sx8eJ2->+%b-<@ZV@k`-p{~R$fL0{aH~G^$<8DD2~dw{R&bah_dof2Ipza5 zr__^2WY;Xs!@3y%#xHy1_fp)Vo-J5GK7cV&E#a)!WK4YHV}xL_tZt9X?7Q|VF981u>bXZBF4X`YX_(EP?+RG=?{U|4 zq+tIk-fafNV?@OZjL3hz z=s%M3y-+U$zsijBSP$qtxVxgx2wspSal45Z>Sq&bLHx$4;(Hq8fACqCv|R!FGpte& z#d@pP_H9>)AL`XUZK4*Q=j{joHtIFVSdD6DKk<~eTMrR0v1WH9`p1!a_-?Bs@l;hu4}}n)L7ojg+s~hQnJn$mBMd-&yzw(}F=*oj1|DRW(IqcPEh*^aY50Yrx!5OUEXSGy=e;xeX=S*i3FA=iI0X+Yx z9}oSeNIcJ^e*IC0L*Js+^-5tqRM_8&`UmuK=%1&P3Wlp-Jg479;OD^jiP3M2;7_*> zn3m8U9ePiQ$5zvUr-J{?Py9qYz_7Lu6?5#9!>V@+g!~vnycy~puTHF!$38!JYjgnd zRADbpij&WOOwU1^_2ECtT`xPcfB!?>FyPG0Rz^JArt5%t+)>#S#dxislX0K?7(c@$ zcQDR|8Q)x~k9mlHIA^Gi`19)8vm4Z}I0oK-8Q431Z71wI@W!uRs6{=a+p*_Se?h$t z`t{TYc#*J6n|O@#*D@5S*IxJW8F+vMf?21WrnBzyP11Bfb#GcUzCYLZ9c-agx)QiH z;GZgP_%NOY>K*+i)O(6BILLZ>Mel@J7I+><)LHHDy+@w7cA_3l?%I2!$#3)Edu=)S zPo8%3zhc4ow>+eV^$xBl&&Q`GE%B^Bckr2GA9`Fq%zjY~oLA&WdcNet5Y`!H%KwHw z()7aoha;BKe})!!yGMNC;^>Gg#LG?mRCI{`^H6Fk>shB76oTy-KZ_>*vBrKdHCgzD z=gR`kh*s{$Nc*e0efmz~R4Z;l@ee31}e zqpB~<_G5)Rt|BN1dYqXGG%SG|H zDxUk?q3gdiIL}Y@@x%)qSNi$c9P6?FzDGIrAB-QA4<`RWq+b_#_A~o!Y%pfMOiQ=N z3gSg0&)gT{Caz7b^kThl*3lRP0qc9o7kW|;Zq#D!YT_HTt@G+>|GOW9VNDj}P z7_#9K_0PzcL%f8Ht);S1N2_n03h{o~XZ6mr9+#D%jXEfBE^7CH7pSjWa&^@n;?1hI zotaF$mTSW{;F@s%gI<*q)|0#`a`4Yimte;66mg=K6j_{2=b@p)!p6A z`sKZ24{jL34tYBo9EEx@VUsVi{`u(d-zM@igoK;4+hINJpeM!pw@d3wW9o5eW^Ron z|IDIG-j|5S==y5NLe_`#mo6DY9M6~X+XK|`JPGp>Kk33g^Nj|+3aw$`UdKO)WSQGE%>#6Wqi}xw#_;C7TjG5LO zEj&-&AoG1DJnysm6ybdGn_?RZJp%9<{Mk_DjQOsv9{b&a>utXD2KSqPp9yz)9%!XI zSn@oY{5#FX5cWw3@jXO5#yaqYsbl{h$a)|{{)(-K|74K==dpB&1mjzW4j;~s{A%DO zz_V8Uu{ZfK_E?5h(>_N^tNW7QVtgI=McU+1AE-B!d~*!=Q@r0C8vb{TkPpE8 zPah%wkK8)EXW*RsvHvUa7%dTNTZQN3P_qgH>g8D`UL-%ps?TSmi2t$xzLoqcPwFnL zq5t@d5TDJy{B<@T*>8`C+(nKmAzOWJ>G}pYx2SGv13mA?oEb#PYT*% zt6_xax_kELK27eo!~VgncV9p3Z7syhX&$K2#k{H(ZC)Y7u}=9RMgNyfo&SvY=QTcU z2K1k}X*%HR0WS8k25@NLK@0x(iMVF+?dTIPG5)$2aq+tnJ`53HUI))j4%NUu|7qBD z5!bh@^<@tEM%Ld`b+v=NCw#J5=7@C(`!*qv`~y$VL>jYCtgh(=_+fy@uG%SO!u9N) z70mn9!NemA6=AovX{9)~I{0z~y#MyH%jf(%DTG2V2{^Uo%EyHG<+BHc`W}5gy_h4! z2QN{5!~05B#74w#;53USRS~bA`EABs1M-8}WTtAt{^h;qtP)_pT`YZ@_-@g#A1&?cYTEJ4F6`M*r9D zT#~4R=Wh>f6=yt}Ic$TU4)&L1m2wODAFQ{I*CEbe3-r9~V7GE>)f^}IS@=_(b>y#j z;WZDuSil>s3YM|K_?I7z3?t8z>{CU5@?(4mUfhT88NPXaU$9?5uyr5q)rim1#^1s7 zC0I6Nz)W*IPk%*2;EVB|ab8D`dN=*{^fjaZtW_`sFP4YL^y}u^tl`%NE3e=^4EmT| zhFH`8Tii|c~2S;5~7WDx*kxcLcKgm>^JhScP})Fu)%oQkKfAk{JLQ0 z0ler+wQnUqD#*`s(=@M{{E&VP!O-JF{OUdMtd{Sb!Fg*dM+?tG@h1u3C2UejT?@S) z*gHjT8u1=G&sSd~FWpclcl1%9e?o{i1HM&iF4kl8^cbyfjl{E^kH4^%{2QAOw!|9q zoKaZoPJTuIyaQs*RkKI7bEZ0ck?Uq$sd;)@PqxDzQ`9*pZ&oN z^BM`(Yi{Ku?}&W(yd?14qmJ6i<(d`pc>cZYteAf~@g-pz`2jK_4yUo+abU_yrs6)CY^FgEgjz6A1T zZe8_C6OWrhtAzc2+TEh4Z$50-RrK$o zzgy*Q0qX@S=&xrz+MxAvffDnhqy2`+;W_;@Z)>pr?eW|>K@;}bmRFocJrVKUHMv&E zTRn)~s{x*0!KgP8^~|r`ERM`!z22?W9=xllV>#}eZGd{uhWR%u)KIS}4nNgR5_xm~ zn>V#3Iey`!LPg}O)U_+W=)evw84r?(Z}AZ3rIC-Er3pP@)VGHkX|O(eLGw-!`&(Ug zS4}4#fcn@5%tLmY2OfOzV~oFEEY14WVUq~*Csfbr=_$v2-tv(fh4sq`8)Mj?_)v4a zQ2)gG=K4{I7yp;vV*&u0cM{gn8s0vEVa6A6KJH8}TGfwsIedU%6zKuW5rEYf+wfQ5eTYB0K5;?|>$zsvYuuS{-#=i}1J;X=y^F{pZpm0h zf3*SZa~XUo%pYHX{)CX9B&@}neEYkfWj)DOx_eEU_4-R$53Uk7a}@n$tk?I*tz9gDe!6q~>l`^ekLDn;Kyf^0<&BKB zGW6Hxn)d?Oe@b1t7E@y{zN_Kh@f6&(xk_Fg!$G7SJ~f}4SoaeufU8eyI99seI@*_ z5%cLzi@+;UQ&c|TdK~%1KNTOckbynkF00?d{Ty<6-)Z8h?4x!)VBi10YS)w0XBaZV zUzYp^TdXWoSx>a9@+c=CP)Ty9eAc6TJy3b5kMRl%+H2Io*B$ipQ=<%?|Nh;N^TZhs zvKl_BU>=iIdoEy|B{*|tsWE++Ff(^w}k-8QqkEcaWQ<5EfZ3wa&n=`X_mb>K6yhi^B5AKplxGl=#2Wm}}$ zSm4>>@(l+wm11nh8nf_$YOprJH=z@|6vs} zXVox{nM=-A@{L!%*PBoMi#hvWr(5Z3_M3{iTO%(2u2&2=JDmJ8snAg&j_u&W zJR5zUGi}wKxPP||UR*AX=UnhvGFp=MS=9-8H0X0SP28i0b^9~oY#{UW`Ws7ulLH<| zrb?as55o{g9J#*0?XljyWR?rssEB#{L@yKeCdKY_mvnQ>gCsir=cmK+kH*) zY0I?zok9I^*H!hYJAR3_9{kjAO1zpM`AWhT4cf-KX6=~? zy@mbbu5L@Xe|=B?v=!oCjyzl{3xC{mdPST(J~w82-AKl_G>p%BP0N_7(c}*)$ap@* z9{Z~~;m%Qo4!@T#TZMg=yyl6*%_+h@YESvU z20Txn51T>z`+U$ECx&@Ff}X|ip62Ef+ zZmA0N4Zvr<-sS-DkUMNUp>I4SM9V+n82PmZDopaD|9={1G+xcOF(=^qt4vAED{|DI zp!S~V6E<;^lfrX1?=}C*e*WesW5GuOyywHkH--E#O#`6&RB^kTx(o0hsFOzhd}e|3 zVEvWcRjkWSec(|J-Vr~!Th}AFe~sRpSV#QV=`ODu#j#Eb(F+y``GwXwds6QsWXe-t z6ZmJwHO*$~*<6gghyGmDW$*t1p2Yp?ngAQ%41w<{YP`gA;=_VG8}{d3{!r3O8}<(v zIJF=3fCjaijZ=c38J#;UMtzarfBVce;QDXM%3|NJ!;Sm`_WK6MdAhTn`=EJNEcFOR zjxe3gdcEV7FyKmXj@yJ)6W_w~f_RVN*PaC`@Ohx$BSF7z2~i<_r3HSijdAj7KT5LS zyjc1eaI@e=D470>{phpnsvVtbvwjs%j=cem`7U5%Q$7Xe;cmwl;D1il?F}@_kiE0On5$a@LJ(qd}|L~E!1y;Q{egT_bb4b^*Ci=9U12| zcvJp+Kg9VP|Iv~6!{tTk;E~6D}}s#xEa zxIx=AVb?c-frF?wQJnl~u_f&At+{=V1LJ3izby5tdK~&*Y7hTRozw&Olnxvg@pwuF z(+o`Lk1In^F9$!&jNsLb|1oj92dKc`H~Q$65+ActZ-poIs^;Ln%X8y#x;^l-xc3g+ zxRCpIb@|bQ)UWDzF4ScOrG>0V2mFY2Aiu!@?fqhUzAIm!kL&+OgMRhlxf|n!nu7;) zd=Nk5m#UlMxyws8J!2izaLNHo*3T7ea`#d1Oz&FFHwXM(P22iE;L7zlu5>zzsI+PX_k0ii*9ox?BO3X z_MHG;!r%X6u+cDk_!W6BxSu=tJ%B@0IkeFT@$qV*KlrtPcYQvjt1|3y1$-p%Q-K@! z)0FV@o_o1x^|{}=`}-4TEwfI(oagOY+uVJ$&*{!hp5!A4TJUK#?{mg>a?!m1<}FU> zLVR7y-f7T-m{D^zqyJ?gzg$?Vk{IGtKjVe2(!8JGK23fJ?JK$EytjT1>C?cvdcfdQ zskBGPtcpGkJa_QE!SmAnQ>+wuM&3)cp5gn#=xFVU`rrq<5~*Rub2hQpi$!XPE49yB z?KCmokp|f(7YVaGpHbb2adzK>?TDPh`lT;WT8m?<{9fj6FB zD1GK0?w!eNBEB0y&jmUaori*dBPuGPd(jCi_|rhi^|&X(A5ApY>SFx$OShL$53vL9 z0o-}v_4(>}zLH*NtBmnH8Mg)k&x-e*QxoAQ`29XpA1BzqOleai@do38>*Ibt8~6|V z5a-L$wO4q4O-W#t&zCw*&k+&CqKrHn%Xzo*!RckT}G*6ys2}0o?`sFt9IuW`DdyId;MUa zKvw5hiVpa@O@))!I>C>trwwp*#5z4_p9;P<=jRC2 z_1JJ+0ysn9_{JMT9}0Z~i$?XO|7h!W-mJy%YcuyIf6E@RNk53!l7#;lz)y~PSf3$Y zWlh*a=px}9cse|g_>rn$qjc&U&0PO7?!Wvecn_3br_A@wi+u*5Utq9B^afk#JOS60 z^4diW^YZf?@=pW)mAXC{crEBji66pyKkn1eujF}XJMmB$@l(HNYR(|uDKgg*I8xxr zr6iyWg?;nul!-C#LC4nZ)Pnt$9X2N^W4uq`EhIn2V^iNIB|Kj?_}_SbjqYn-X#%_7 z$NMVZ=lpuui!nZI)tL%?FWjg1{}tv7G`u5T^ZZws)%Eg!`MYM+Y_We;Oa8;0=>37x zh&MNH$apL8+!*vPhWwdp{S4lkz%NC43{f6Kl*bU|F+_O`Q658-#}MT)M0pHR9z&GJ z5alsMc??k=LzKr5dQE%#x|U zURV+jxNPw%T;jvY3m8A{iIz5TC?QY4KLUK6<@8f_z}aXR ze*WPE{K(bm-f=F#^Hg5VSnG^=44S_G2FL&8n|+_S;;{)MHyQ#LlQ=Fa3jAF9xn^x| zlrg@heSG-8p3rOBVYgX>c-Zq5drdG-z=B%v6MXz|B0CPL*`S{Ezf3&vFEQ z=I?43HSqs5$xL*9MV_H|))1$drWd;eMySJt_?3Oae<(<#!| zBkoZ=XB+Tt&_g}5`h+8JMqZCR`nd8rFZWmszPi%p#aG7@cc&fhGmbo99&e=0jo6>z zGTl@9GSs$SupkY~*4qXO}H3lFA-kVo`DFX=Q5_>bP!G7S}suii9k zJb6l~BS*e2wbw(sn&JD3jNI0c7w4#(!blh5?trIu#qW)+<)WQ{x1!z``-b92y;fsi z0C9M_9AEW5c)x&KQ&uyeuF%ieFPY?t)liojA;A3Ow)dY+T-h)57tsD|8cEkA3ayBONvbx{`L2NHP}eQ34YLYtt6Sv|&iBCUC9B`BYcMo`X z^cQqmFv|({)>G+W=mNjpsC^Xp^v|Vlnj}9`k1cq2-|;5c-$g9}gNaM`c{U8Xv9N1Y zcku44R9miEh`s>ur5a4_uZHh0>2%2vdX0i(E`EB%)0s^EzTX+23tRTSvn%Esu_Yyk z{%;d9Z76jX8)K!{FfM#O{@{il;>6zGvky>rDJeoHO%mU`{H0+=LcJEd4?k%Yw znr?{r^FDId16%xmLEPviuK0I;?8;HD7;nVdwctquf7|Q=;ICoVPMJ2u#ixu--t}Kx z+$Kx;--EE8zzMFnd{++ZH1t(wgz)DZdxDHGei-`K?6_VvN+z!Gj~970xvu{=KKuvQ z2fXU7fepm%Um81Uoj(2LlT=>;{68{c_HD`k!P&`R9w)c8D-$RB=))lBZvg(v z9di;gN)|F+%8r~i)D`nk_!%&TIODUwVt$fmQbNqziMaiWApxcOc+L?i@_mSxRlAk< zg}T^kZo{$9fb+fNvW5FAuE0#&2!8nSZz6Q|;Mdo>xVhjtPgU+wqrkPd81Su!QbTmm*C2D_Ri=RZ{=L0A`>5U?^0wB&&x*F5=z~jM z6Wso7CG}8!(r15n!S{sB`I6}hzuo^wrN9a6d0)BkBl{NX-|78ge7FcZ8e<;)$E}Um zM*KM@VeKtEA3I<8C5z|u)48odUA$tOkCE(e+1LHWS>ivRhaSD^jOQ;rV)C5v-(#q_ zJMbI9E#*YwxoX7ZiR;|#{6@Onff6NocAIr79gPgJNV*AhNK_0oaoqo`zs}&Jnw)YyenSDt&&xC%XuI}%y z!9gbYyJGXz+T{Dy{$>^Ai1nLr>*G%stV?EHOtll{<$Lz0tu_9AyXKOo89o=aWs95v zzGu*n{w3tOwfyEYN*Z?Uo;6EX2JyjS*H!3p!VWm^jo?ph>78+YV?7e$tzGc@kMqZ5 zx?%k5t>64zVAu24x}r}8_}7+MM}$13_f;P9d`yZH7_qNJ#rYLQSBQZAAF>zyRKVpcO`I%`dCqJY z(p4AFU7z9%d!ql&H3t0#(9b>Lr|*XGUqk1X>)Z7Ci=H#>A08D&9ZmHYCod9z+#b>@ zZh+_N=$iviVC!XTMf#`H&e`&qZ)ZC>^z-6gqZm@zZUT8Y4SghIN*NR`b7Dx8|G!Tw|$!%;_TcMn`tgs_dl&0s<^&2S9>hB zfS=SYyL{J(akZhWkh;>Xnc=>|`&;=kflzn#l+y=ItkXmAX_~=5vyKKT5#Mg~rwHpR z@SAz(`Yw(yRUT&K20xLJtx~7X<-{}_=-dBiePNGY1JQR8+BDV6Sza5T3$Pj04*ouY zo8OlR_9KZ6-*Aci)5ml(?vbDR?glw~cZ?r8Wx^s4JlD-RqqW_z&;Nk8o4kjalSVmE z_cJccWGi{^JrZ}87{fmcI+uuPGhVM71|4JQe7qmRfqy7IB%$~yj z-^oXgoaFs{uj)h_cdX|E=X^iL|4Q^R^M04P`qC-#K;~&qaATYZh>S#kr-kFl;Y#m> zePAE9q7N!NYyZ=H10BTU#KoS+Isc{Ghu7L;T%G9eQ{C|In=kb~?iep)u4bhx;@E&* zQm2GEtQv38p8#I|Dpgl={J$7@7Rdv7!mT-ry1fdk8WmKrZw~M3+6ukc(q^gSCrn}I z11Wze@cqT2;OSLYtn<+db#b1LP3Lo0xv+1@K=ZW&?7C`T$V2u`xEtqZ7~ylFg{dLL z?Mn~Rcjr3zezqNh_XY(f8Poo1R}BOnz9mZrNB@^zr`w_s<>Qd)_1F zf-B~$l2iNF4*t`jFN^zIvV0#y`VVxswctM^K2}S!uYaiB;;xGDyGzXhw$!CnuuR;; z`Fk6dJ+a07r}vx-zuz$@N8_%wJMQh1^m<6TV*gGk`7w}v2w$MP%Knx!=Y4h51=e)c)dOQ2T*q5padtaMo1|EIz7CVi+&iK~Z&~1$){NYyEl@%(k2>7fA zd%UYxm}&|8yc7#ecclN6CE@;n{+=-pi`?;?Vah*U-0Jqot2!kB&$GAHyK5r;*ag)FlZP`BeaPf}Kjd=qx*q<{0QW22%fc>doN~nce=Gi;?1q1J z10{MgK2NIhwZT2eZ{fdI4e};$p86}7JlQA3O)9CA-W~m%~2_;CJ6@c@+D{b#(&dndS+`KO&x?UUnyN z7RZOZnmgMGc@u^8vZ_uPFR|>c6M5M5_ndmfeChLzSy{~IWPF^NM7}_meQjb|$amQV z$j(zl{$_>4Rb4gYa{?4rT+l)uI`FMSj2ZGm-IuPp&U%VoTSKpn;c`KlTEd;2qAFYCQchCG9bW1^yjx|5;39mzwuZ^J3@*CD?K zz9;e^#qZzYLVm`#TQ@s7VSfI_-54>YrX^iZiz`ND1$tr?wN^yBw>%A z(6iM-zOFH2iyZmj(on~+gq;^XdMnTRYTkJLU}xm1a;x)eSjRu0^*w^?Yg;V1$vV)H zE6YFXBY*Z~*4Xu|cXwVrXD92eR=@|4=Wt>8^3~+|c`?vpg#o^AN$IAY#M=yaazp(V zIDv#+Tb%G*oeo?F4-a&-f~<p;QasUr_nGIV@}Jb2O);Lk#x zN~p&Oe#5(YGu4p~teO90xB@;`{9s8wc@#@-YnhVQrrXWWNvu~MwfBJD8}gPdPpXAF zjnCvfIR2N>QQ$#>9X7lKPbu<`-^$g^@q1rkz7_fW69zw2@$+5iILXjo&mDw)P`4W? zKAY>icyVa70sK{4?9g`V!=4$~zR4MOn)opHEbC<*JcN(Kd}41)vL58nc=-+ar)r#) zQuXotc84B&QunYCJhw`)fBvVlQL?a4c>2&;tk)+&$IA@%S+r-pkUw$W_nP-k*e8-V zJCC3)+qmB^bAXM=CeD$p-nDqRfobqWb6 z<@&bX(=sI8#SH)(Ngjtlm2zdm&;E|~w>ZnlvQv}0=7#Q*ZVfoAm5 z-dZEr`?W)Pch)<)M_%_*qdgwGsmfs2e($OE~^xabzVF^YH${jpV}r4S!p zOq_RH4R&}ikf-9^tXY1?2{UyBf4Ww6L^H3vA<5fxu0rJzcm;O-A{A#+1pRQ zCZDog)@CPt%qJYWlEh;?mp|NBiTUtFp6)_C$<&p=Q-Kfjo7FAyR6SYzK|sCC`tq(y zjF+3ORgD>c>W22qwx^w;A4)t`kN0}Ngu1;#o@e0Y+D`flbvbo9Yay-)d7Qz=*)-#z zD)^mHS1mO4VLeykVciZJ*ukdf>;uk-Kf{JbqYeQcw)j2o9Pm8r!;YD;E^=^fCoA$5 zRs+Xm06TT?kbTrPpnO`mqeOOtWEXXzx?bEnUnw%87Fxzn)6ADv;h z@5@3))BYD9=hrwhj{My)oP63nw)L4${V)mOVGKFn$2+BTVSh=>DTv45O?&@r1o(5C z&c{gi(?%Tj5#R8~6!9)JGi5C6!Q|^CUZUdqo?9;X-pk5Tj~p>yyPW>t=s#J0O3*Jv zeQt?LiZQ-txy9&{#3Kd&{I`@m*kUh-oRPu!&i}5JQg`yuwsh!af`86#QH?G9e9Ytn zmQJwK-Zc9gF4(Vi1+PXr;<+Y{cpOcg(eE+oy2SIC7ylS2O+#u&c?j|U!U=bWvKYhBO%eCvw&ZY(yP>BRXvDZl0UyJk~X zHTh2>i`J+ZV!UY>Pk{J&OFvK@{HLW03e3MUzO{xw(NciD3T@vzaeqaQdlEvu>Z=Lv zX3m)ZvryCH#0&Wa{0nfx=SnZH=*#o#w}-ynfpT;^m@!Vik#Rdk3C3;xS&u zZI*<7Z0XjPr>f+`CT}Qp_cYv_v()i(W#pQ289cYw<|~MA*f)8bwwvO4HuNgbBA@X7 zy^lRzVBb#XC!h{mU-vps><{?}zu0-4;P}J)PQZDAc|VQw(#7ZPMwsZRkmq?=vZ@UB ze-8AOrRneTH>Z#nPrUu)6~3n&ca3>Ye$uXEk0!Yyj+?~ies#fqa{gX*hUcXd_>YMv zY}xpH8F2s_Df7oMu9$XFc&tV|Ok`Xnc|`r|7mk&}JW_Ulg&ucg%6RoiCEnjY9WRMz zeDj{wwYL+#r(fkKHFu0}oNK7>gwHLr6kz{W+@5%Geu4$!cy3Njt}*JGK(fFQij(N=d^=~QhY?UjOkGZnG{qZ^e?Z6Q*K8%u?ypVX; z9>q7uv)=c7eO8ts)~Q5&buM{~8#b#TnZt$V5&V1rw!q46t=8o|*I$5KB488O^ z=LCEB#UJS4Qir(9jd1W718=u!P9=E)>-YV>DXfPs@dRE7_h;z13h_dF+iQq7Xx=`2 zJMn}MlZPj|;@^+~{r3~^TGun-s}t-fv-33YCg9W8(g3~%`$(rkOCNqDA^zyP3jA~W zTdim0d48kTbAdSgWi9Ui#JjpCUz%r%zx!)*u{ZeuHOA}Tb;0M#tUe{sKif_p7IVgW zZd|Z*lO4X#s&|4L@fd@_uSs6tnq^lGvYuNq(Oy{!_E6EdTR)ODtMczYoP+;^ z=XSXGaUuUZbar_^?Aq&vw;RU)X{2T2g1B-#NwJmj|EkBc!IoI>WQ`v9JDkHe)qCms zHh0?HY2GWIx4ruZNzs4Sl}rxR#(Dhojv$J702$y{?68j8M;%{G{KemILBPR4PkCIS ziYxpxS1JX(%s4mR>iyz9X`#ujapaqyo;oB}5B|ThAPoGoh&K|gXNV`+^D8x&x~`$& z4?FXGxiG_3m3r;9eXYD)uuoRvUO+tOhI|Lu2RO9)1(M`t4t4POPF+;nSg#yIoI^Wi zX(hA%FBYqLSe5r`;C!j;D%ZEFObh$yXxhs-b9~>)MRDfDqn>XMK-@`j8~b8GZ{h*A zxVO3zuQKDW**NmL{zwYG%JXG+L4b@tp6jds7T|3HH|-f87b(=;Rw;~Ty?d(jSa0g~ zcIlh$Y(iYkz-v;ru*=F($IrRqIR=dUJBE0YDF0NPH^4P%e#id6b2mK0dk*&Lv0h~c z82?`HEtuy%!LNrS8ie{kTcoS0vwbf#XCHYjZx1{E*93o8b$Z1g;^B9H8Gw2{;;N&E z2k{bq!H;m?^?q~i>;&iogMajj#!sHVAFFqO-xv4nlZJPQSKqU|eULhSmYU%+Tm$|Y zcELqk7vq>hUz&J{er@0U$=537=(dFTEU(y#dam!yrr0aQcj_1GohL7+dy+hO=n*e= zi{U*0?*(n9E4jbsdz2)qz;8c)sE=30y4g%Od#8o*G8U>YG{^JA`F+`C55K?jH!YTU z-7MQ{C*0ugldeo%;e!2E-mkwMc|^4m*Q~LIUEG@Lc9D0w(}>3(iTBHSEwLMX+J3gj zde5VOj&7a>9{vBsHxG{zr{rby&*Aku))VhRoG0!7E#J_a{&`Q=+tq>VvBxlsy3$hV zTVGPgeDa%yH|oH{r{mK0jatALcR0cO@_ROoEduX zr5Wb4;$2BE;>tST)G*{dEu#HVo+`%w51;e+!Piz&Klc~@-yD834Y*<(oRh|3t>Uh* z$F6lR|L{G++$irfn?7H%O(B`nDm5 zT4LE3qnrH<`0agy5z=e5lrdiJTBoqKp4iW6Ho({5eXyydmnrtGnWV&Y>K1>SmZVBQ z^wQLeW_%tJob2xRzQ05c#9F(Ux^PVu$_#E%~)6I{E3;RAIe|Z!4 zJ^{FQ;`yxA4;JZSy{ZyD7V{pPE@vXA$a}Y?=R5YTTn4^S1M7BwXDsfeI7eC+p$4ie{_?KQZ*3r;EEO zaUV^-`EO^2>L>PgcjukxJfe_~A?<3Lbp)(UZ)S2XHI zTvFlRE3K?EXI{+!b~@1Z2lZFheI?&qPEvz?y0|K*D4<_WF{Gk&hx@cfpU8O4g0(wnv%LVxW(H&<$ee!`@O~_Lx zpZu^Fjg8dB*&H+@$pG_ZekvLDnteCDERnaN9!lz;-VPFIZ&JU2D0TSD<9UskUkM3$ z<-Ap5-GME3nyz?G(#99SAE4fT)MTs&?8n_4N3p)PM^yh=X0ZPi=ytO%@L;H^F8Q=G zByHj)xZa|@ceZ2ypg%)?@S;`Q9f*5MNIBUo#s%!{yOr&J&h9;d=cxUs^L)kahp&2% zJf$eBvwk<`QHM75cHnzxd2$)vFn}8ZAHE27RKD^_mUY(>ct0V3{eXZdee!`|l4blfSZ3Xw`HJf5Au}0o)MWCb-SFIxE(PMe=k)L&b*!sD zt&%6l_pE|`5`7KO-ke{3WS9pY*=ilHig@wld*lx#_*w1zryqE3&Tc4LL;I-P4%8Cs zRur$mKK^F=8i@jX+G&2pUhsAQsy+PHVH5Rq^lhh~G>2cf=lrpzUXmJkwZ-v4t;}Bm z`~7NPnGLcSche{3vpVoc&y7xP%(Ih6OgK42>aOgnthvfgR#(m7wZ98b-XA|`;WyQiulv2c+`Tps>*qC zo=))Vk6q+3uXt~M;*Rqg;*^~g@Mr(gwJ$zHw`>0C0hP^@EFY;gozfhNm^_+A7b?3+nTaNt8bMatlGo16`w`~t!@V#qRqB3+A zh7B|Rdg(6p8ZyTEZet#-*QK$KwBi5XCEp`&iua;x`)zm*JP2JJ;+_ToKf?H<;5fE3 z>)tI}Ba&HHU!6YZ8*wF;sCOk!@5tGS7i`dv(%4`9sf(iq{H9pn>b~j&)}5N{G)Emb z@RGd-oZ)+ljz`^XJ=ohK=u}U>=Z-6We8m>e8`EI#<%WNM+}x++!Fl?qe3tR&Nrh-K z^|6W$4+l;Sp-+d>{@_z0Za@LoE8(lPE6osOFHVqNjx zYaNHX!u}~w+|`K7NSNWKCdT26_8Vl2^>*`9{Ry#70CdIlFwSl795l3m>zt4r7Q}Oo z<;8LN)Z_SvTf~0cEv5_O!?U9%D{S!p7w)S-=Lzd(l&LQB3{Q;q&T~OOo$g*fME{pi z&Fjthxmz)>w*lro=zX*<^%S^|Nx?s_|F+bYMnA^*W)9Yd9gHKjlX*{Z;m&X9^I*Q7 zy(nj$vYbJe8?1ZZs8ZtWiusIaeq6xwkK1gw^~A-@JmLG&2;ch@IMavs2!~9YThw9i ziH8DY)e+ycex_9FU>)7d7$9Yi&&73hSf|kKTHzkxj(^R3g4ggozTtb@66W1Je{2fp zdvuV}atTYUhtop~Jg6&Ddt2?8G4?O1XFe@F=kI*-dIl?W$b=1|L zIz4Bg0{RgK{T1rzOd4dY$-3g|J$<*b|B1%$>zGg0+Et_Lj_*lHPD>^(M$>-(9vAKl z>1TE@54Pd#j~ol`8`Z8Osh9MkN~M|p6RD!Ujq@AU7LiQ8`Zvi3?rZa$pg4I4-?QfC z9vMd6uHpI!z}Li>F#maw)own)d!$!gnaK`{|pm6_p{{7 zLW<|`5m%2n@;&HC#CU%r?mKx?!-<=2|5sxX?`rgc4;-dO z=u4h|j$3z3bcda+Wc>f~Jw*m}*UV#do$CesAHL^Vcbof*|Gf{u9V4%gc|bnkmC2q1 zNz@-$Zt`g^_06JtcqJ28_w3=txi?b) z%F#y|^HlY>*IZeyn}JuPHPPQa!>W2);CaJkc4awYeQYW)c5uV`RS5qHe2<02fpNJm z%)<b zgsz=I{XPF{#AyxOWiy6)5R*L9ZFR9v^|o$+4kB?ii0&CgBfp9vdI zHWQbz^KvI;M~wT6?CWG}^lR{pu1C$`FaPc_asCV)@{a8vo$?L3i#V4B-0x03CB2ui zc5Gjxm!X|K?Aq{B{si~0EmG@hnMYdGci0xj(?z)t+8p86vzr}yv;T?3-+)(!euV3; zIn1NRxNf=3d*cVknsKh0H&3op<4JAUVGeNAR(M{>_0o-8zr}t*Tj-BkX~mkvC8=hw zd&l{(-(ufr55HT}dHjCfvveBypd;tkXi3NnuCKoD=jAJM9U||;duju_w1rwc$7iO= z6Bn>@hD;Lg5w`cVe?^?rwSr&X9%%1WFE5-UfTswML>>`%h<4#Pui_lFSamJ)3D|C>G}cpguTPb$;_b*|n0mn3^7$gK4kr2c~Tk-`nk9*H@gc?`7A|f_^lu%TVf} zoU}S;!S|K&yL+~XVArpC;m*3~@7a0d(BgYqa9bpCa}ICU;QWR4;2o=D z1-ssVSLoz~`6%pN8{vUSc`&I9&nIMLUM>-bpPLrW+4K~-+&1AIR{uq*P2G2`LK zvpqDC$IkoyyT3BV{Z!R(q9%TKa8<(}eaxHh;Kvr$XkR)mZV&Hk+-rv_xO1OW^&QMS z*uV3Y{r;CjAI)GMrh|ImVk^eAmGiZYVYiR3=YFOACx3Xnf_XNBxRJe8u`X?jt|LGE zAKf6VH?+_9i0=kBwcW8VulQ&`kGPV*T5s>uUY2F!@|mYKKhd{8-``Ib-qEE0n}`fn z@%`xT%=}P!p8p*}EXf-XBQy7jHtd+Y-L@0+NE7;BNpwVi1YC)LD-m!d0J z0aqg6N(5YqfGZJjB?7KQz?BHN5&>5t;7b1gz?BGj41woU;Q17IJ_Vjnf#*};`4o6Q z1)k5P0?+4gA&(*CF@!vZkjD`67(yOH$YTh4C4ydwpjRU3l?Zwzf?kQBS0d<@2zn)g zUWuSrBIuO}dL_hN3VJ1iUWuSrBIuO}x~qcjs-U|n=&lO7tAg&Tpt~yQt_r%Vg6^uI zyDI3e3c9O;?y8`>3SN%?Rl2K>LT`Xajy#I9@7_8^p10$hf@;YV5;ppGpbmJb_MUn^ zo%-pS;GL8O&&DO_I*7o7a#8w0g8_I{q^?_xvLHXm)Z5TG2QOEQ7x>ZV%^NuPSA`vT zel8e!Kd?dj5m%b-kq5@<_T@t+;0sYxoiv5|za4@Mz^@Pf!lj-IMc_wqOm1(j1>TY0 zQ+2zOXL6lZ=sxo6EUVnJ#g_auFV5Yi-fZ)a06b@U?*5GaIkw;>32<*YW{GxhZx~o) zgx`-$xU^CmeD%v?%(OJfd$*%qq*$MNqwRYUzt=A1f+6~~^v*3W=p~eRJsxI7zQE~s z7xtr`v$N&z738=2ys|uoJeHyB{yZliwMjRpLNoMND`&luF8aS?UhGox8hS%NK?U~M zJW$nHgy&5eX7*Jd{S4KuxMvPto{6_U{;;JT<45*(058kct!rz^(@Xw58}QByoAxt{ z`t=hGJ`W_%XXYxm59G1zvSo~~5XSYBn0^ZpB;J=gMB}W^}DN; z{AJP3c<4l;S@=y1&{0;uMb4@`7tNqCX zx#(@93&(l)(FJ`m52VEON$S2%P3^NsHp`J8#zNyL{fGQmBJx*t&IpFCfT&%e^9QkB zbMW6y zP0#Hxbb2oNwBOGQG9>Sq6nOcK;ZK{3r=(LCy+GyxbnF*?D#_|oOkNp_aP5nis}^bR)K%&P=qh}-hIL6#ym{& zjjxv#(T~e(OD8FiN9d9!c#A)k=+6FBLcNSR3Zg;e;npw68)*;wY7DNrLf)zR2{Bk- z=*N_a&9whNy%OjI6x?kz1P_kN*&~*kzW3$Vggb(t6uR6icRrKEb0x|vDmcHbr+!N5 zfahnsj^-coBJ4ZZ%h3*gz3*iP^v?bL`{y0eCeObn`0U7Mq%!k~gc28w8{N9MFSgwP4oV@Tn_#F<(`Cn_p%a=e3;@o5Xr6cdo3UUPi}7+gr%lhozZ>;LCa0yz8)Cl8U!*^y4#1Eu=X`AuN8;u-KBwOMKmO9S?r9HpkE346w1~tx zVt%o6ASF58i)xdjIiuNn_sr@vMSRD$}+T?Nb{%LV|vs7_0Hi7JOcIGnfAr z^Kw0uf5mvMY>;Ek{*RP@ea#&IuXi|Q82zVVn{6lZfMrZx`%D(&N*$jEp3i@}4&)^~ zcWm`V6WHf-gWXdre7`2c_B8qY-bFV~bj0@-NcJ7V_*v=bdBPI*s&W3PXa;_%4G%7U zC(mFP59Ji{$jN%0m5{;wB~6{!EQxh9x-CIl1M}#2YtI&A_!IfTtr71W7OG8g#B&y% zIMvYyg+13zFxU;O+VI(81Ab_b-O6pF@6>J zg7*;n)fiLw5pbz37H7y;ckTv5 z%Ux#eTRqs(4En|9tT=Gmt#_7w=}B z;rS%C@bxlFtgnzMN1l-1G@;LF6MgWQo0;g7QBof`_Cp1 zv$ENHQ!CiZKF2)G4&$$%_Vtzn*Q?CyYxdk%vs)#omvrXCn*Cya$>aC;>2jT=oiSGR zHJIR?c*tHBaVqp;=W@me>I!Hv{+TppuwL}><)$Il=;urD3p&ECc}}~&I^ugyxkt1e z5XbhfkCA5oU5p1Dv|wB-%Q?mUcmL^Cp5!G>XtWzG#dAyBv`LbfU+UI~xF4*J9cK*x zd0$nw&bT2@~k}fQMBkJwE719sRb5JiRq*GQmd) zo?GQSImZ8ssz)|DqF>5K*FY!lQ{!dnUFOc5r!)FKjHku3_nfn0{P@uh=R^2M?!!`u@>`%gCCdYPv<$Y?bI-S&z2Jrs+i9>%T+pB@TaXY zpGwTo&opZ*_-EaMwoIEE#>-xw+v}aMKQ8#R_z?BU4wZNI<9V)|clH1)JilJNznp9G z(J+8+-OTErzm6T0<@v;J0aGe|d_VdCIcc`~g8hd?!8TzC7V8jz0?vLOhCl9cslShaG+B11D z9p?(1V|vVn9~Ym!mt7Rh_lCtG$Fs=ysZzci=eL^`(gnMo@OhuhEBZUYj<x{x4fyWZUT+hgR_O zZoB&wo6tXYK3xbt>Q`f*9UDiU>c!tux2dE3=SRbHwcvO0QOox7{pF~O?qKn`tkCc~ zb&bxfe7&0fF6lX_%^vm`v}|}s@+9vZ-DMZ`GUUHmeKv*tPlOp%>LGr5WUAtQ4!ozs zs;+3jFH#^xWJrnWP_x5imn#Rct6j2Z@`VMva-L| zev6MYKGZ#z3t_yh=-@1J!S{M+cjI{Yw{^V?KCHrg8gf3CoHl0EDceKnyY<7eY5{aEU$ z{dQ8B%KiS_`I5<&j3X@p0}b$;dAAlPD8T*;1}(fKf&QLN**1`RM$6x22T;f1u0m6P z?q3SXD_G%qLLNiNV+eT+A&(*CF@!vZkjD`67(yOH$YTh33?YvpM?|R451!FsK*fMF@$;yp&mo1#}MiJ0aqg6N(5YqfGZJjB?7KQz?J;(z?A?G zuYYrk74R@psY=Pjx2D*>cQye&r>sj%7j58OW<7{cRRbQTa?i#xdEiqt^XG0>B3^3O z=6O2!Jj$rr+Z?~!v2ag?HU2(&Ky{Th+S?p)G|mR+>$SgUWLl#gH{beZOW>k9A6Xl3 z0$hx~-`S(Oz`qwWz|oVR zq1T&6@F)N`j`vs6)%sx|OZKU@Dak}u)GoSVID(eKYqZA+|yAH3>mGoSeAIrW((hG@@!VBu6v z*yn~z(?})akGx9_WjStHNk?_Gb0D&FoB{GV%WUIE83UK5k}*4-{f$|;=&2pPXI{O( z+8TeqX)@-$75b%h;K6Zoj(g9HJBIjs&19cf%mX-EoO`Z-`8E%>Tn?PNXk-5?(n|P$ zMRn$;}FQUZeHmMqSvsgY!r5Gk|xaOUzjt{N2ScyC3m_4f$t*s|W7;&d3eK?_avS z;-xupxR*Wyw+X(JIgQWNfWOlSc8-!Kt_yfb8Q4QM?)-H{%*UN`ha$D{yoi9$X2fIm zx433c|M}tex{UbT#M0QsyrF6{HdI^UT1^r*9k`;bp1Ugux}@phT*2bEf5-Mp`Q3;qz` z`7O1x$qSJE;`tjRuGgCl!J58}5s4$ZE>#5nvHY{`QYrdRcV$UsJpXk!xd0K`c|J0C zohjNO|A!6neG=<-+N1x)=VN`yOE9hfQ%?)@tIfMH#ti?j(mP7ui1wE2`9cHpK0b3+ zH`+VMdDy15?uZX=$vvddk176h4ynWMCTVDPH72fleN3Va`&HOof&4HD@BK?`@I77c zZ7VJDyo(+MN#s}2fd3oeIVqCsc51@@cbARdqdsxMd6M$qGKqE3f8ygN5^p&z>9r#9`@?+-qlv#8zT?zd6ZH3%!f#0t z{C~?em+@S`i82owYH_ z%tRaG{y6?k3*(P%aph_9FT_W8>Pfu&rqF9qT+dsg4|Ed8&&?V7=EO<<>g`~N-#=-J z{Gkc_?7rjf%TzG#6NPshWiTHJ>oPJ_FyDTi6#i(Uolt|)Dr2mxzPlyBKLebi>o5&_ z^w)Lg(9z=fmNXRn5Wu@e$;gwZrc>nd#q^)g8E1@%552KwrI7;SX&1y(S$vOt8yc|V z&;D(Z23SXnYIWBT@A)}EvdtEMPrIUN#QUbXy(R|RVBS>Sc73&g9gPzg+%(1W*PYW% zVtfcjd=MdiMtqo;PyUve1y{PtVxD5V7e=d-r(FwR=i8teNg}ML zu*l8nnvD1DU%e*($t>L!;8(%EmHg@`@yj)3%X^a_qxECGC;3l0x1V1j_MZz`m;RgI z$vjcLk7OJ9Nwj>wH>n{W9KREClKAL#B_*$wFmK@-9l=uoocr24qb%XCzxBqMk$>rf z{@6>7_}j zXaB~)G-KN1y^IC@XYPO-+vMm^Lt9U^L;H4*(oRa@c@tj;*JxrMwH{donBjSSiVXB^ zh$lYsFw_qAj@hX)m+PzZ+)h2o&m$B0(O z&`&eTM|)+^kF~)0YoMR^5dXP<8Q$x>k1pADd+3q;oQ(p7RRR-(#acuVvVw|y~r>8djsc_BAO=7;08RPwl zQ}=lry_I8qGi|W5s|Nb-dMWt zX7V$Xfk#5j-*S1(AAPRhx)c%l227G&Iw&!|jqFlK-U;H?d46~;yZpQf*2C5K&^?y0 zVW?Y>DGVy#bqydQE>#Ifq%^~Zq@sjZj)bYcuMI@TiE-;!5xS{`%}w13>nS%Gj-hL z103hm%$gBK=ui5r<%`Asv-yaQGUMu@b#8K8uiz(9hkt2?_H@$4JO-V5?MJ*?$f-%c zdH#vLzk3|_ml;`K?$ZB@f6p+mM!){?&j7dW^}@{*_C7i5bGk0#!-T18%``CXQ#%6( zkl*0dQ{5X{h}Y81t$mHq&OiQ>MD@G6i5tilC7-dy*#YzG(dwORkLT&^iFBg94oDm^ zB93}NmB%#V-!<9~d8&_b1-~5BNfUm2J=ZT2=R#2r`PT}Z?=2NeM(J^%($4Bn{+84N zqk-b{?16#>cJzY-MR*=~5JF6KZ86{9P2VH_z>c%VMev-GGWol-fv=_0qodmnYomRK zt{>?yjTnC77cB6-Kg4#r!{GS1(|He@+M+<^sDFrcT(3I8k!y=<=!80{^a>s?| z`&r=oPjGIq!*h*%gSOb=xfiW#UfQ9b1D?x+SFN_@NA%5JTz|W7?44!8{jl`g9G*`e zcH3m7ig;!{`@m`PN9o-v-AF#TxbeQ*^w9q6qu*M&E}y-hQ*4X&#@r13!1YzW%z6p= zm)1%**YG@g$70n(Yxv#PH_xY#XXQsqOrjzA0bcA@72$goF2f^v{`_J!J%;>@Y{5Lv#{g5FE(6XdQDHPFwR3c(|_{3x^BReMTWj9 z$BOHF4c37@I`y&rB*HwkUm1K^3*UQhKcbHj$Me(Bocp_3xsJ0f_Sb#UqeJLF8ux3A z9njxXix;-D$LBpqma5udzU|ZP8_n_kS@$n~H{$xWj#{flyZ#q{h4tETM?_fX^}DOH zXrIe--r1NT4)8pHxK?sXIe7&6oNgbN+$TOiJae|>dG2fGsaHJDojGvwABQg&o{j>j{8?nx8yPn`km#+7v%SglaX|^;C{dOeXJeksl&|?+k4j-?q+9w}-#v?w9Zu?=RLLU+_IIv+}YT{X->b zp&`#dYJD5X*Yc=(n3V{AXVi7gM@{rorv3JM@+%&$t$c2d`RxTB9y{9Gyurs2?Z>QK zkYbOx_%~JNu?_k)_jz5C6@K^QiSjP;eZ34UoN9#r*YxNaqzii_A9>V41M?Z8nWc=l zQ}W2;)oT;jKVZT6>wIs!+ozos`O+L$Z@bO?-MA=E!jX2Gm zCLFJFQ-5u|f0f+q6vp$(>`;F>b&NA9UhbO~{(mr@FXmrb6bJj`eWqs`-Y3?&KOA@x z{*sxov2n;=JNn}aw-1bOqi?w{wd6T4ra_MT(fm;lz%zsMxyUkI5&h~=o^whb{av+t zsF6C?{e22CjY!IX5 z9z)1u2zd-4k0InSggl0j#}M)uLLNiNV+eT+A&(*CF@!vZkjD_}F@$;yp&mo1#}Mi< zRtxnQLOllVBZPVkp&mo1#}MiJ0aqg6N(5YqfGhdmf-3>8cHxIXHo(mUYiCsu*EhhU?2Zxe zM(;+N>JmQ{IpmAB8t^p#^tBHka(GlzLp|mg(S(Pl!0FV=?W(7~u+hu8bDV*vQCugd z=8X0dO5Zv=;j_WMlMn5HpL(`2Bf|=Lht!X=R+<7Y=9<$gL4FDQ0J#_?;9r(IUe;45 zo=I`}d2QgU`o49Hq`qypB}rF_!_t3Uzt#!(E9YzbZV*4XGe-?N-ni%WcwJ@(9M1CH zmv0c?I@2J#pCRxwa-FxyQXe^C^yJBk!~=))bZUk^bhm5%zs!h#JCxsx_)6ch ziV9Wqs}*>9IpB9D*iQeU4m{JJ3*K)Gfd{+qULbEp{M?+SR~>s_{Z9s0exo2 zI^uVWG*@0``x{o&KC~bX*?8#^@&gPwbHtMPBaKs=AIJiaq<4DKZz4nMhkL{0_*9F7K{p)Z8(_KI5YJmwvS}A}kB2(Dw>kpnG-&be zH1a>RKXkRw0ppqhd^hp4RZgDY%<#O-$%otY*#AwzsnB6J$m&0Go;>aJ(QdQ?#;r2E zj{)(0$-mbRH3h!OpqXLt-8Ap5_5 z)qHK@+RZBW&e8yWusXJCs3N{sbZ^oAcEFdNt{EPp)QEO-IKK-QhRh)TR7c{-c5BSf=>dN?xxh}79%P+ygI^7?$lu|F`R)=`Aw_(m z zad9!zzdA2;5B21qq{yvz#`hFQ=iai% z-*YN7$}G|Uz{y9wi8KG`G#tDLzz@1!oJjw<9DV5#?Gu%0Gv;r12?>ebr%hBazP{6M zjx~b)(ieRY5x3g;dCUMO^nY_$Wfc4WXwmIs^dF<<83xd$ZX7%J=?7Ch@7MizFZB>_ zJYHp%h~WQzW284rpuf(;0!lc)EqAodL>TAqO9$E+;`4%tqeWug7RxKqu3SI8YE)g( z|1(|f!W?Nw@URen*H{18SK`aJmS;aThP_`oUh1Ze_|`4#s<%4r@yK0G9{tF3YWb{& zdGsHiqHF~F#J74k*kPUC^nU)p1@jQzx#X2A*VmlxF^;fms@PqOc;M^2KUKypq(8TcCx{^ectN> zR}7w(C=vSYoVVHx|f8TV;xP8nYPd#ak>4FM;~2aw{J^_jiUX_9__DoVI29hekk$p zKHGZ5niGFIHhhf{`}=5@v>xm)Wi=J?c+~XB_jSWn(EoFhGJS|Y?b2@jZ!^TZko2`< ziSPA2^~27E^L%yR4Ocw(f{HZs+2`J}-`NlN)69$vKV?bsWAtC73VxMD^<|c$3W#?P z{?WFCdOTY}-7K@y)|NzM8o7(NhjtIm1rb8yv2=V!hTJcsYXl z?30E+0zU(Aq>-ETh;z0m`aXbhJ>fz{g&y$N{*&UuMDUO6eli=>@jXw2>fbuB*Mjlg z!JA-V;V|T(1O309%g(KgYn_UJymdo=Hx`-AqCUI5v&viUze$@i9$UbEVTDPmMrdyu z+9SWj4THWKpwVNUHC!tUaM>k@Kb4?nf$ID{7fTf!)pnQTieLOLY?!I zzQx%H_Ihn&rDDZ>1^glon9s*f7vwm<^8`jO4K~;u2@el-|nC0e(79v#L^DqZr=E8sRit) zxi)s3c>ncMe54Nlvu1{%d)hBi<+vNxb@j(*_!s;Bp57A}A4bYfnNNJWPto-W z#`OzD0GK3eP{cIxJAY`il1VO4daDyu9M=c{7ZAS$#U}GxyfU zNZmF!_(z5J;4(MZakSEPd3W@ye-CN+tw?0PtoaoAG0u4m(-8A`U08la&(|mAm|c2` zCj3rr#x2A(@E|-aE7r&N#)clxA|J(RlhFem>4$o{vF?a_W6s(U`23vFt565?rjq@)+8qAV zw0-Dyd$ylEG{Fu34(s3Vpc~^)_r+hFVMp0rr<5JwuTQl#|5$Rp>E6Wo3URdE!>g+B z&*^Wq>*VmG5xdkRGx$j z=5yn`C7Z}cX5DkKyEXi4;Bz_fHQ^kz^x|RisA^UokYXI{?v<>@-+d^C z{}-R#JG5QCE&OEm@q5>JKJ3(^zOy^p|6#0c>x#INzf!4%@&B@C-9RhMce17reusVd zx<(H@@WbqBAM=v?ZO?vz()6D-XQzbd@SJm7G}#=#lYQTM-yZY0ePsSZH~jnOYoLxh z<|%(%uBscJnZk!(3F4}0wUnG&px z?}dzc(2@Jg`I&BNm(890ynPf{f@8?_*-h{NjYL%A&#EktPt1iqP%w+ zVISHtTRWNjV-itXd1^dYzbpmsOmdQZ@B5|NnD1j7Uc_18c?I!t7Iv7&bAJO6chx+L{sRsEyCd7rwbG}t`XUM_N zB3#CHCLfJg@69fz@ay9Pu7I~fKP+)%ez6IH|zswhsHh>~D|; zK1hH+^cXD6k3jgqqx>?Klz1|pg(GAZvDAGUY zgwGx;6?T&UWaJ(Rya(XDpw$fgEiY)9duO#kjG=#yYMOoYzvG*y=UM0ErS#9CwL8|iqkl!VAH!(>ultQU(?9R% zb#`;)eC#s{wczT?anAN1-QH#w)qO&jwEnSEBvP-3GPM zKD|~Bm2g1&r7~yz$bXZI{DUFvSRc^8j{bkXqvE4>SWkN0f&;m~90~R=puLj%)u@W| z1JZL1?D;(*k0InS;7>vxL&#$Yc?==WHJcf|R5b_v89z)1u2zd-4k0InSggnOo z{5%GDdQA^}qMpUmrWADx=yOi2E||o$h^wd^Os;ij*(%TUl;?8RV1Sy72M@eY8J*{YmJY;5}Qc8v_2_ zAWJEGwEytbb?9c)E$FV-WsME`^=^sINb0lCpLpbnG4oqW_q=p`Ywo>`I1hez-2bV6 zKg;_#pKzCbBK-f`@-M}@$VW*fjOk&HJk-N`@4?p!9_d9PGsvfH^zQCW>T$^C`UhJx zFKL*1#|rtWtwDXkn~wXeO(l7>kNT@YotO^~wppa9f_&78Z;Pj?GcPPV!#3MaTBuhUc`S02 z2=>}L>UW?#`eFWVJo0Ktdw#0fZ3z2JU0IuE2K&fF9{_Lv+*=CL$3w`k?6Bw1A@XZ? zEuIKI`FZo+Ts?M}^#F#b2Qb3li*>)sFdyDh?E|}jZ`^ustt{rL;HJIF;C&E-m^a9-ir&i;(PY>ncpqZ|JCMuo5-uK_kCuiF7F3A zIdxP;zPI4F#v*0-|KU1?b+rGN->R>9|NXhE<0xI&SuyjTtoVN9%7J#a_}-{_d$W0O zFx992j2%AT2>(%Mjqi1~Ps2S5{4P%2@Bh8;bAE9`iS<0)-r0L8(LXCv71iO_YQ9@D zsYg&V&eVtZRPME}ev!}FcJacc4)}Zcss$?KmtXll2vqg8HQF&Zdx`IX;`j6y-$!rT z;;e;yc-jR0DrNZJi9J@?)cdeGpVf=^$G+QVb<@J{h7Io%YL5JAXXurXuiL+ey|o?s zG4teWKhDRpg!i$`Yd-^TJ9+Kb-Mw_%5aZwQaZXoFw6h_++iDg3J!tFMU(^dII%{@J z4&(mNwk}Q!^Y(I8aDW-s^Bd*lN8}OB-TSwi{oiqM#XfQWAMUQB9!>t~5D)ev9=b(_ ze9p{q5v!hh7+M5JHC1uS2gN*)my7)X)N3)nZ2}j2mt#o3(cU2km zM8M~)9xG$Vb)R0RVuRoV}quv_$d*=29fJK(vOw)W3)f*))=IQ$Cl>5@~UgV_Fx-=}rSx4c2_ zm#s1SKl4b0uNL^a2X1cPT>;Pgg!(hyH}%ZAd_#o!xQBa9J^0<%p%15#|9t%V7vS>; zZ#8t4$oH<{9{G&-un{Noa1V#NC8u~p-UBJ&9*BB91O2vUQZGQdvM^E=-+PC6!+L;o znz1Xy`YSc_$Lhd73vatGrJl}=arY$XpW9Lfed7J(SUdR{w)898E78`x58eA^lR5mb zRkZRl^^zu~ZGFM}Xk-01=VTd=`b6o=q5qyEUsY-_KFnTv)d+E5fb85%OFaMJxfP4- z7?-Af4RXYD3qBM=Cjj*TArbR<4?6zu!@Z{T-?{s1SjQ%T`)m>VKeR;t0N3m4<9?Yk zh*Q05#(v{{^sOt6j>Z`G#HooMR)|lR{p|WVa9!h`-3jgc2LwbpVt%XSjrGXiz3zO; zYu*A7yDqyLQoxM#oRy~^?8MDo=KcWWIb)-jk_ zAtmOg@30MignAykctZ#H;}iQVJMvr=Kd-yWaVmIaI*RX8u4px}Uhb=!CE^_JZw;4) zD#9=BjEm{73jcAMKHgss5{GUzsN7Wv+L9^MgU!MMD( z^d;+e3_HDWW4+v5*^oE~_(_}ZRs->UrK!6-_s34y2gz6OINGGE7WzM@?$acB>@Q); zJ)GOYjxMmHG(JlmJwA=`f$M>KC2zG4Ra?RTWlTFYi}g>wcu7)^!!`f@KGw_q?*C%H z1^1C99$DlYzu+@>ye8w1cS#>bjH`0=u>fiG_uKGSmGboS5Pvys_|F3!3k#k%)><#Q z#(Ko04d;@ncV-yqaEm$)@m?-7EYbeRb7sfH{lI;t0sNye_{k!!-|3O<+)+nWa;kE1 z0@qhGbYEC6dUCS<5BmR~jkbr(FmI33>}OizUw!M3VcdT^_i2;0L%f(Xt?NHa_zfDc-}VG_!}(m!2R)t<9_Hp;r=i3W-a5xXoZj>)?;`E%}6rjy30!$#`T+6ogz{~ zJH8hyDrC{$le<;siuZTuE$HEMH@Ue6=9r%mPlj1pV;qu0s(SN&xP7;%Ks!D!vdd7O ze-0zga(tJJ8#Aa^qCNX_I?q?97k?1(e6`_BcLnNS-Ou=|qKmjSp=5lD3D%dK`X(Do z*nh{VpQuah{Km;~_f4LE?#>Gu#ds~V&$2)2ZAD)q`+w#>x>V6mo_atjsF&dRXY(_k z1=Ist=JRZqDt?#Q+i)u5+f&rf>T@0!o<|+4d7>Nin;0*%O2?TYyw;=Dao^RTM%qLP=TDXrk!F{wQ{WGD*cwNlXb<|6m!LK*w z_pK1uaTNGYvPb)6Cz9Ve!EV}>zS)lGM}^MU6|~ok!NxsVAr z9yjNBoUfMHOoS*#h-PPvQTiL8GJ)G;A{WRzPS8%tHdJvCK`nRcY z-Q&D2gZ@9OA9Pv)?MIZZSfm5{Uxxk7V82^$O6IYy`JZlszyHPX8=~!n(qr~es#T$p z###S)^LZ7FTVvBR=qw=K9hn-g5C0q&5G)TZ&h zp&?3J0sCM{?~hU+dH%79ed_24d&~`#=*xO_&69JXmsI#LG`RH?^~)l*+Bfq2Jo1!( zo5KH%4~Gx+`#JF%^}^Co&!P|ebUCr1J4^<4 zap!&O53|0C$n|edv zgJ$#RbA$U$d`;*UK`0;(R>sABoGj$8<4z?yx-zPX~>^j!- z48332paJ_1nD!m@LU>O=eY7t3=QV?(hRm2cZFNnW`_r#JGScX0LXY}*);}!|{T*nC&y~kaWVmieA1G*Hyx%u|5_IP9 ze)@IdHLfqifLU`He{zTQG2r>_(dIQH<3|? zUH|FbpuX@?S_ex!FKqO0S{VuUK_UKPh$Er!61vamXJ$ zw>eH-p`|fPG)!TaUK6E^`F=ldsM#FWA*LvV`|+IlRK9Bn>*coWe>|Pgj7us8?sWt1on@ zp!+5}+1LfoweFam!aD4AyEkp8e}0DU59ix=eMW{M=CRK&tIs0DvBn2;Cn(b{&_n#& z-QV9zM-%T~z~P1Fb#@7l;ZIE$uJNWSn#wP#wZ^XJ2=} z$E;^<9C6&7bzg(R3=gwzym0oV5z3gi$dz%QSy#N~>BpX|!~UmldicXy-UDlFy2Lamfg|EzT?w5R)^=5(e^7kZP8ljU}qvo8AhgggCM2OaUkG13M7Fx;rrm$-xNf!5yC zW&2k*j`PY)?PLSk$MRN3=qcj;sABIdW!R(1NwudG-y<5m{M69T9PRI2h${){Uf-E| zO4Co~{$;&Eru+N~p7SeWxAb&mJI`P4pl<0H)hVVHu#f7%CyR(HvC%$UsE#=Q&SRvr zJobrh9!k)M#5`ZF04@OW@2FoU^Dy7P9Ynn(*8lsuhtBXjy(ha8#dW`0K2lET$FE+t zpZK1ovu^b_=KCg#4i_3=oWDmzG;tsKJ+L-infuf(iB0louXtTgCDvuFRxv8!Imi8S zlcp`~*P;G}pEJhsFHbUT*v+$>OvSoUuYzkhzdin{qD~U)*T5TjFs#?3%~7L zn@YXYhxy_6*}jeH4;{w&j1C>fisSO0P0+(bUg`A(Tb|bkZ+O0wb+w|9RoDqu3Vv+jE@?O-uGaZ^~-sVS;ep(eO=tWs-jT zr8MTdD7NuAbyp`rca^$zzc)nRGR5>f9_d!(xCqvT#!Za6=x5={ z*UPNA?>;W~al*VUgl;0^LwHf1FZZpI_GQ2oBCW7vRx9$kHI@lhXFVlzp#|~qBIIX*8@upzD{%o28tT8!UX=uCUwniM#J{e`FmTaXl;Jo;q5foxT)pkm?q|@T4)YoxVpi5LU(Y&J zah_axwFhx$bJA4bw{*uj;FRyncCh#BoAcj^-_xHCnQ4UIZEnoG!E=yQHSu=5c8XI=zl=>!f*7SQ}gzZp?}tFvxjag>g@YlO1bjA z=U9(YSG4zbX>FPl`q9}u!HVY}`Qjf_sW&|1&gDaTJpY{kQmpFRq1=_+nQmo?S%G>)b6yS|AhC* z+(i9jjSJd$nP1zz_`@K+7w+y}AJ6yC1m(Qm#GN(vItU$8;MZ<1870OY{76yf{$(u@ zk>`YU{A&6v-P8C}KqbTiErA5^)X>t62Q`K_bUa$n*={@Gt7a^I2z{ZQP${po#( zb@fgLUsn)UQhDKRt{Z+AX8dU`bsH-aYad!6j+M%!^rXJ}iYjGOeP4qK`gyWNnpihg z&?yw>1uv}Fr%%5)k`J9z%j>y<^YW6bJtPSlN$o7V_EMbzgj{)l2e zt+_F65OEXjjdH?aCy}>mNu)FOjdcaSFL~cu=XXip3Vv|U^$qqH=sK(1^Wym@xvSe9 z1@t4)&3%y+=C}4nsv_^zJfpKUiJPdJFBff(=a2lo{=O^EaT(IUm7t%ee&n$I#UaPD zm{-b=3mRq3_CG(pMBT=JxDV^T%hFY+$zok}L41%#f6Hy+M{)n%ptoW=ahEnf?$5V{ z-vl3?8t#ntzqCzz>4v`t`KLT`;d=U0^_aNMyT+yIJO@u3cfXo>k8^j_j_L6|`r+{B zBCh)YyX)#0r`MHZjyjlM+pk4yXrI*?r}o>!Uk6;unMeB=Wo>REE=>CHkq55mf8LC7 z5zPBM(6_MQd;H6+nX8!B+5r7$u7hKNr+0F_PI;o_4}4zZ&ckY^+B^?^k*F5q1AXe_ zd4AYBXxd$#PX_pwShM}L^W&b2aXl{alFU1}VBHWmB)4ecQe&(GS;hMrjL!>t?>A@O z=-S`)Lq*u%`+9Y#<^EeAW{CX)cFj8Up18SfqkAGQBah$wM9l;J&2XzkJo<-!VO~iw zdX$bB*OnPLfcH>tV~zz7SG8x^cnd|Yr;B4B5tn-RShzFK=Vf7qOSp1Ztxs~DHz^mZQKSFLWkmvMgmyU3ecU>p-<{p1Z{{~L3w z?u+lyYTVkZqrZ)B^<$}<-2dsDJmOwos7gPi9{kj?$7G2sB;M8?c6&T}Bi#}=I5uWSG8 zAue@jLWq+){@$m%qoF%~H!F1VYvQWP6`LxEYx})>Nf_@-f=_l=FoC}$cgb|rMEw7n ze`$jv;!@OWxhf6##g_3>JBa&F`Bm7=`^g;OZX96OVSdpvjAu&bp9&b?LS(N`b>TUn zTY8K=#$)cM?8o)he7o;i90$0p?_$a?SY=8Fjse_njd-6T26-vesnT5h8l=*Uzv1BGmrMdQ&_q(>sec#t}-0$%` zf4t9oJjZjKj)QI2?|1&rbFFo*bNHR>v+zFjz5UlN)PF?3bumJeS61LXT1fSpZ=ThO z>$C5v4gN;umuWt16yUv%O7M&Z0rpw5>~6IRux}`x7uHGb)Li+cQ-E_gs?$$)qW(gs zcE}AsHxAkO&-%|U>=W0REreX3zfT#|F2H#*lhpmS0-T?_@$F(G%A3<&eyK@-{rtHH zGuugyeM8Y+$j?@3h*0n|jz=h{EL!icmmn12yvl6PaYEd8tjg-?{U; zSZ`4+J(~sCCtj)Wqy=)Da%1Iw$lXh3v5HrRU`=|uPlcdU0G{NI9>eJRLXG|(J5heD zqRLKs?t-@tH>v)K7l-#1Qu&8XJjMFet?cZea*{d6z2Q+e-tJtO(@jY2kx1c*P9@V+b}d6(Y3D}wwdR}Cx? zLB6*+!t)~1@5p{kE5Ez433iaS{>mWep?=Qr)T#yn?95i#sGaIxaC3ea z*?E1B%|Zd*m-iLuiv;bxOSe_}i}jLl`<@W;r}JDw^sh_K@~6n2>JKaDbyE8pM#MM6 z-amOI6tqAuRtF4%o2Wf_|JFhBc9nZ7B>4$XM~SGP@kbVu9!%zH91~IhO&wn(!hMl@ z41z_}?h}#6sePPT1LWGto}#tTpYRruayYk4_Vc9g7%LIk^|7ZRBI*xa-~GgPATA&6d9=9UE0w3zKH?jdhxfcK z)PI9anmVaHh^G;ee3sl;B_g?XpV}Z2So)n>9t!)!^Om@#h{*1ib@dfNeiR=e_IELt z^SY=%mZt4(p>}_~)ZRw={8DtZo#a?++n4(9>D;p6|I{1GZ>g*m3cz_Q`0W+REfMEv zg}CoJ;$p=9le_D8k`G_**iiDfg^Tx&5X<@C&^JwFpPli?o5>D0kGjxF`j*NI6OzC1 zObQjZd%&ATA^|v5nr>S~wo{Jy+RIkJLJXw`{g*lChB(%E)&V$zr9zR-A3~G5w)g+ z>`vylE96H4zWJ9>f6B4jJyIw@T*Cyf-Xa>$5N}2PC;H`?<)VM}pTplBX#LBc>!=@w zJxXnY{oIZCB>YD8#d(`{lGm{Kwobb4E^|zDYAOExd@TZH* z!bH$_&oPGTFBTB+Zij)dLd{h?ISix%=1pGNg) zC%Ib792J+J>z~j?{rb(0OI_$+GfweV2+2P;#vKv+w;+d3A^C&45%EH@!@uO;kE=MV zna1U}ftk>&s_O5DmNk=nu1-7ELH8hgkptw!{m^EKdOOuW|H7s=@=pWic{alS<0kmL{RVyJnrhB$C4c5|ncqS3 z4`^B^_CGbRd18Nzb0wXSkM}(5BVBZ#*neU?*E#|Dp`ANM*tGpa&Zy^5$rp_z@3RJf zko@VrR|m~2aDJM`Ijf@Ed&KtNyyb(qzk_E+!SG;N9-q1uaYCf$Zw>6u?eB^CGC)py|{nI=bsk}Ce}w~ zUb=&FFSWaV_$VHy&-EW8)-TSbccI;O6)#_k=Raw@vKI0iL#-QHpx@1US%0>Z|BSj1 z`$N0!rWVt@KsfJfFAPnB$$CL%jr zSmz+_Z=OZXLYhCQJjm}P`RGoA-N1f&_ONe-9sA?lB>AbE0Y}3B={F(2zx?O6YfI+S ze8F<@5{xTocj!F$iC^O}#wl@sz?2tqILE@4SNZPvUv2*w6nOzx}pcAASep{4f8H^9K3$@Jkp+o6bEZz3G;< zk8P)NajvzM#;YCiI!#m$#6LHZ-#Y#1Ry&?|ZmRzcvXcdEFO+$OT$12{iL{-;FVq@Bi>RFja6Z8W~~?NZ5q z+Kp;j*Gc*qZFY#p_m87yV7~fm-GcEYDfO!m^B=G3i#No27ta@=w}1PI`NXo%JOA_R z{%`mHSAULm%<`Hm|NYPTRUg>r)!)kh-#rihGBpqL?O)}y&wp=EOfLU_<-*QmFg^z3 zV=z7j<6|&B2IFHeJ_gp&jE}+i7<4|H@i7=5gU`-mFg^z3V=z9(|8zbE;=xjt6ezxR zH~2uriHeSQN8Bd%(|`CRQGE2p8Oi3v9gNfT1dkB!muB4wR!97qlEJqE%DY!wG%E!)r1;;5LC?y;MO4+bn0?k3aXab;4K0p{vniYHkxcRF_sg=@ zI-wo`vk%{*@_%wff4=9Ve2=NqA|u6lKTW@XQbhS0c8jO{7zCb6uI*NJ#C7FfzITw~ zvwRm+*;C#h|1TrrxoGE8sr8aP)c^RP8`~+KS%m#$;(JKXaC%R?lK#RNaI1cC8Y+tl zUsi#yguGA(MV5+)`*CZp=pc^hp&~t9L&W_^?AqDW67fg#&aXc0fViH1Ph5SRsh!sb zrZ_-8?ckYG{HE3v&uQj}8*}|6Wk#GpB~J%8$}8lZd32is+G#Y>VrnmnN4z80tVQ2v zJUl>oZS2H(_rMj3ow~sh_s$fNsRodv zw9$%Sif{7WP7e2-?&XNQjffNbFsg?k#YuU7-)W2Xetj9J?u7ddj;+h% zqW+bE65yfWJWOzx6~%X3O`gCf`;j~01wJL>D~t7X)hX{}O8Yr^(r4>1DFw8%?O5{? zb&7vF+i`*7fA8H7xhdwA)mbm+!tSo@cr}vpg0<$q*Cu&Qs+Rjq9K0otb#laST8Q^n zdU#I3V5v=FKEv+|IC_$W$4!pOR57ii9b^tzWWj79m`LiyoB;b&5ui)MDg$A*RE|Q{=k8R{PV=2 zO6#3%EzS!zbT(Y-%?&PI;TVN`>kJl4yC-S;h_n4Devlz3*ko6 zsK=R|-HMb~_sN%lgXBMN<2^j_)|O_KEEMw@CPW8PUP!rC-&w?SDQ=4eUkmw7IUbJ0 zH@G*(7aSzKKhKc$A-g?`hgroLXx#{}n%@>Z`t{7i-T0P9btJ`?k86!?L} z2`srWFopb2eeB^|RDZekqUjX>xHR6QAK7P1vy~O)?OH0>BjtpCx#EwyR*D1fs*m$F z!Slao>`0>c+(vNoNdC4)M?T2FUhEg`vnEa;#UT@isS0#CZdI$TK#v5qSu= z2EHwCg#0<2-j$1bQ(n1lk?AYS+j#U`o*u>T2c943Bp$!OEu{Ed>09r!RjJ?C+Nn|e zY0Xg&D{Xw2x9Jl_{H4*|O=-km^2|(Vrg+Vu#75-hR8>9Psg&-!*4D`ca&1sKnEK4%ff4LD=t`vW*uj{u(3FTbDdrIQmUV1IJNeTL&*|CXhKyk52gXU5E>6L<6 zABZ>baGpEHNAO{gC)tVQ-{kK}9JYQItF^>@A#hrB;a45b3>IkcN14~j4_Gaa{+2U1 z0Guw^`}v9B1R_4(ee`hR!(1?1twlU-ttLzGsSadKzf;#r{DmEb2M;?HG3*w7WXP3GzHrVCEbfO8i`p(_VU%_w$2R*m%-!eM6%z;i`^(S$(9&D7cb3yqNXH8$^igw)w&wz)1PWi>{ zsXs(avZuU|$-&0Ii+QVfFKz_;%y%o{5bt62y0MmOkbfESh-#z0Q#y(k5!dRSP9=E1 z7^h6~UR%n0Ncn4(@bl|c z3#ZCJZ$6Ls)|8hv5_xGUuj{#SiKdi)d_v9JnKb?eSnu0K{DG6B%fa^mXA(SHJJdr` z6tsczt{&ew>Vh%sVDcwBH9hbdRy5^0DB%82;FnY0(zG5CE#Uoo-8?a59?8EmKVcT} z&1W7zeun1f2bE`7yFi}{oDO)A|G&Rn@g&XfvR9X$CBDZ#jp;n%koks(Ki1=$J4_g- z@R|4|9bbNTP(yi#UmVcahCEVJ`kbQrFUuKMMLcBfnC2)RK0h^9d%B>!tR#*5#LM`Z zR~OuE^_mt-*tt`Mva=a}&#`rNC4RzbUOVybxp=c&`gk1EIz zO{evXdH#zsXVl}wJv9j$AL}pgS;@t?SE;Y@!5(s5IWp+61=+vRfh9! z0`y!+5Bvt35UeXy2YWZZ)`WZx9fVAmFXodBPs9YPd*{|n3p|siJ$NwyVy_% zc|UJlh{++YwsoFFtOn#=9&P$r3+2CXoN$x;o0|bI-2wJ+CwNwl3;a*3{8|@R{CvFV zNDk@y$E;@XXp!fa{|5OU;IFqxJvYESar69JO~ePY)ce$}PX69}{{`a8SNQri5a;-F zwOkZ&*WPjbz@>uy2v%YK01jNp<09hE1S__3d1&`T*>ZB^=WC7Wp5ayL}cLp`Y*AS?!`h zoX_D^;8WxLCb-?iCppSJgZ)|XCNaOFd0FsP^|NAbk$lHY;&15q^%z9{IiiAZjd_sQ z!XHBLtHE20YTHAc)iV;t_YJ8XHocXIldQgd3Wqq%Dm4lHi9;^E>i0S7c;2<0lI9qX z>g&t1P=EB>)IG?n3%@=lCY|i_$@z&7sr-pg^3q5?dVkbT6!YM5?#uw~uw1$%gw{tN z?~mIdi}nz2o%nCtKco!Ogxxh&C0`)_Fy@3G_#nB7Mtin^gSRIAeBhCHrg;8upGyXl zA9K5{Zb0i4;>;_GVYv>a^_WF{+#8EVr>;Vqxfvl$JRm!wZ>8GI^ zL*w|dWv7*CU2*XG!4MnrcbA@*Tfn|n*-ip~4jipTDqb|tY<*dEPzCL;cAKvS-emp# zmPTFD>)eX#EyNRkc23pb66Kzp(3S6i=MG=86g(lEv)h(YP4l)>;2P36tKJnKXHM%+ z)d5!xptmmMkDztRZjF^+u)vyu^WMJW#n?K9N#gpFd(=f^~C+UL3Ae;(W&oGae-n};0g7q(!T8gYsO z`ajH~bzH9g6!5Sxk6J$`(2mNtR|NM3es_Y=MJ}E@+w9a7@jgR%8#tQaYGIv4eUfV!&(xu}hk0>tiQ^=Fcj0H^nEiQbO%&~8 z@TWYUPxCbW4+o`*Gj_2m7uuIrLNo|86-=22f}OYjsR*LO1?H1vS| z?D?(h9C6vyPR(3PcE09DJJz`v$Gof?Xx>WuKP3NjaMB!c-SqrTk+hCp)zSzKD*T<} z_37GVSDI-ml&>Vst7U;K{D^_uf^WpJDVHu;p#uFjs{V0@_Ax#_nq5yExvkkfZgO#* z_vv-7Xq*ZV>{%(!uPtXVfcC+Py34^)#C$g-GExt6%Ksrkf4B7O@u@6b8S?SuDy)}9 zy=+2O^wL22oM+dQ$dC2yd^eTG!FR>!$Y+jz5W5oVw>9YtcZc_&eVCX_I^ndAIGn0A ziPoVMZ(%_GX7mSfMWp_=& zMe484aT?$dA`ZaOOP6@p7GcL!h~pacuD;%g{1ABcdeE2Yxiy#{fWvu7#!3d)Wr>E` zaZuh2f8RLbSUv}5jMiB)3ddFxXLa3H8+9(8lfL;K*1K5WO^!r=Kpyk~_TYbEe2yD2 zm-xBm;APP`bU4^pTMgsL_8wM?IMm+~`|XmT`Z>75-{bu7>Kr@TXG>jwwoAMY-RB2x z6UNhnL&J!(df@yqzPNnkry&mH9uM6CDHT z|1*yU_|d*`x<-)K-RYl%w9l}s)!&o+gYHwMt+bC3H`RY7?Qp5x}&tu z;27w8iRvHq!1abQfBgxA6Kcji$R3ezK#KHxttOW0e|Y%~Y4V?XD=Y^Q&$F^}>>Tnp z%2KBiol#z$)0vyZHJ*)pH?)pBuXwB%t#i-#bNuvBUIO^gv=1-|`FfPd&*Pk~JnXD` zVbvGn)Exw8lH{XeJxYT(Y_bo{j@Nlpvz?sKO3!;u=hEyRh{wVr*JIG?;j zB1?UYJIY}OtHl06`Kq@#p9o)SlQi1h-k?yT1$%Ve?C^s)X~lA_T*~_p_-L=DGx?tY zKP9q%H;LH+`XKkqZLSOs#`a(VTK4&-eXaBc{3uBKglUT%%&P5Elu z*BPI!_x8)Xke+ZZo&3*>yQ-1INxN`lJoZJ=PN@nt$`5jPLEjox*#A$CBIb{iy~fBu zu1@18q|&;@8(eW3C)|%4`OrLe-z~TCT*!a@3!XCV1Ej_{D~tDiLcGQhNB3UCo70pJ zYjVKmg*y1$`PoiQgP)=owkAA)^2?iFpLU8kpFj7>f5v%`e|UY|XeDv#uT>~^(RdOy z*;t$Q@m?70Ti}FxIy@{x-YpJ?qjYR2`On>m!=ij80kw(R#4)CEOcL|r+nwf`JyDM- z{2hVB*)xpQTw_Gz&7Ym!Hl(lD?@DQ2+)K~%4z05`D_(NsLZ4Ax&(F~O$2s14BkjY? zIn94>fa@BD&lyOZ?E>R2p$g87(;+$w6Te;WocdCDyVeKp8X=~)Y z)aKzj$sW;bXdg!1_P|~z8W*yQb7`HpsigG~amY_rawidI``t6eF0vnrOC|kMe3uOD z?$et53Qd|P$VKLwq5P!6qd~Ti^O~LhO=SP(SMQg)K;E;y>F=TOKAV?(&>HtWU7J6S zIB$C0-rI@8+$h&!P5IiMJ5MT9#B)`Hy?YVo@U!NLCIiT$_lnQ@#1GEB5jBM7Ra75Z zmzXKF-zAP{>5+&+@j4NCh-jZ@!p#%*l&|V&RH(NBjXTF?MbLY?-rZ_TRM6kT+~;{J z;ktw7{5iA_^XcLP$RGRuYQe|@lyv{3rCS;ganGQftZ-lC+1ud0WB!>g zFXW+}@v7k&t{4|yY!tl}a~iF_$PlM+;j96-E%Ce&9*(MJq`%NXR}5+XFm(KIO~@ln z=J8kJ5Z<5eWTAuaJr}BV&_0jL&>v;APZbR=E#|eCdVO>lM)o<&+BK2(F&=E6dx`Al zPQwmxRx$2vw{|CvcTSe{8CCcnt7rBD6`-eQ-9Aau)Ne+W_f$uH_Xa&1YKG^Hm&)5i zyzwn(4DFn0oQY_|ev+A4{6>@PC-gYv35SuU;Dh5vc;$om%U3y#XOnnL+9X1HcsYh#=mYWWp; zO|Z{^eKF$W7u@jh65CJaTO+d1)JGB9O<+Is{d^lLU(H9~#ujq@`d;QVjbB?OH&oMmx+Q)= zTgjg;DSZ6H9(EnyWjB=SpLVes@5e5;FXiSX&_3Qg?$$EOzx4P-7v@#S&*NTyRugha zzKNpmD z&ZjTt5m>+b_E<*wbh0EOFki(yYN=9&0qm_H(fyhhzdkB0xIgkEp&nS@6Nj^M$rK4~ zlvg1fYDe~S`On$l|NitBE@-!J_`?shj{Yt`{4)7x*)=%@#DSDp`}LxD9}@Y#hy&RV zoP64c>Hg4TuNv&SFZNBT{KY%p*6Bj7mv&m8w?IARm3nH?xFS1d80J+TpIX*%AJ9I` z%fUMWNnSbm(K{U>FS!F7{H$P4Wj;3kW@Javp5utaeAeQ!8Ld}JAMV|%itCz=ML1GE zk&-vEO6I6%VUA*NDnDL*U=?vP_pJ)5q#BE*Rp_ID?S%FI6xmoL#v})(CPa3L(era{#_8!{TtL-U-|3rU7`LvE`(YvR~!??V% z&UOLqV{~iORFJ&P5tnL*dYPW~8zIiOQuL=f*}svh-fCJOJ)CnY7PB z$6)6%*m(?g9)rb|u(%QySHj{-SX>E9Eaca`N`WqDUw-c?29=k2j6`?50f!AjJG8fhUvvqa>d zw@r~R_J(9qupQnn_rCvShZD{lJk`|N$wmHO#`$ENPsaIVoKMF2WSmdN`DC0=#`$EN zPsaIVoKMF2WSmdN`DC0=#`$ENPsaIVoKMF2WSmdN`DC0=#`$ENPsaIVoKMF2WSmdN z`DC0=#`$ENPsaIVoKMF2WSmdN`DC0=#`$ENPeVTAd@{}_<9ssCC*yoF&gYLHx)|q^aXw!jIL|nrjPuDjpN#X#IG>F3$vB^k^T{}$jPuDjpN#X# zIG>F3$vB^k^T{}$jPuDjpN#X#IG>F3$vB^k^T{}$jPuDjpN#X#IG>F3d9g&jD?ZMg z|1@~G>VT^T{Guma*E~u!`5ew}jg?>I_?O#veaqS@1-_|bj_p=0{^Z$;I*jwlIG>F3 z$vB^k^T{}$jPuDjpN#X#IG>F3$vB^k^T{}$jPuDjpN#X#IG>F3$vB^k^T{}$jPuDj zpN#X#IG>F3$vB^k^T{}$jPv^U`_A+(@R@T`C9{{E!))Z!n=dKmPq+!T3ObuDI}wdI%Ts2eo2IPx=iWwSk!xqR$9mu0PW zLOlXzAHGH9f93CZXpZkwmrmGhfcB(Li;Ps`r|9i5{r*W2VJIDjqMJ6k58i2TooH!Cq2XIy#>Da z7slwB(*1KZ*XZ#piwa*>%~VBu;tz@}75R~oZtWEvs(e+iLq&SJhWs7dC3fxXY03Au zop*lqX$SsT|9($geVnPC*9N9IKtAm$WnnhBPiud(q{Y-;{59#%?g%z((f1h-518=H% zm0vd4#Gc<#E&u)5b1TTF^+AY?8R{Q0lB3Oezr_y(m|1|}E(*1t9{t0rp z?{qK6Q>xIX_lHqED87E8=l7kqXz$mTf$C1U-{9D~JTB^A87Pt9fc&_o!Ch8XkdM{m z34F32xf5PHbkY7<#d^Bx{KQe_DedRvNuRC5q!iH3wqwmp)bYGYXFD#KpkDXxhupMA z-d(Rc>*ZY7-IX1$Mmi(kZfpK~ZIaidYPrvrWIv8|a;EtG!XxX0^zfX5!BU&lVL!UR z3)GcRzFK{Jm=x|?sXDw{1^QR{Fvi^!&nq(IrPDm@1W#@P7xE~1J$8;Wer{wX6XVF& z4ZrI&KGqWLUOef8iW%AyHmS=>hssxe7@`9G<|?Y_%kgIyw#GGP%i=n9wVvZuQUBx| z{{#cHyUo&KJ;|T5tvHv9b2J|B1%*8Ry}Q@vZIyI_U7U0m=-WU~Z&%A2nL&=dW0Tta07V{oyN2VNd7YINUU#b3Gf!#A)!;J{TQd;-EzJtsLhk zgLZFA_?)i-J9%{Z@D_daudsE0PPT?#6?!j-cZ9rkl?EDcVYi#LPPo{kyifI#brz7{ z=)FV3jM2Y~x_n3JLyn%W#?H|oxke6HD+m3pP%ey-M8BD!ALXxt=a=*@budBsC%Im_ zR_Is8Gn)@P;kw}EwQkO+Z|Js+U1a~(LD7MhkmJWVsdVxS-%dTcr3*iCa7aRd8sxJo zRC|*op1Z9kyO$K?pILLT4E?%cNp)bR0sK#G`0htG__@gE0QyX6xb)k#2Qtu8;QQ=Q@%LN% zhZ~~&;7PZR+mgO26^xx>A8+s+zs!NZJ_U}J0stkp?#%OBi8AWy?pIC zR2B9g9-44h68hV5A>2qB^*FP$TTu=D@5z^dgXBMNd+XQOqQ5WADp^SWve$&@KxfoL zuGM#zJ?<-Ri*2>Sbv-y9j%GNAb#ILCB|Wrre1@zKo!3&iv#(JZ_NT%dhkkaXK(3U# zjrvz|zNwZW>QyI7-D*R2UEY_+MLW;l-!D({Y3nNgZVx-iRGWU%3jL-}O?|y7?CbsD zSJ(9+|J8?|sc69d*Pl#%CX4n*DDVS&q2HI>7??u-r#|-ZEvmoVdeL+nv}b9&M?bR9 zmS!s}9_(zXV2_j&`sIp0>RK((p04^hZxcNKd&Z6=ebl#cd$A$O-`42J2N~Fl{i1!= z(x}H{T{AN+*jHsyd$k#!=lQJenmyzho7gzf8U6BYc_ZY{;qlT^5vPL_P zp3BoS!}9{q4|EcbUq{ymY4bnslD_pmTb25Kt(}@G?5^ghhm|(I%iHvcGR61N-A!pW zWY3ui&0IVuD6uiy8FqWPQz_pO`h2KZSZ57+Re#oPBmZy}ax_9c{HLv5tcCiY>|y00 z9v|JVwDm$ey|nMDtDzrVu&xU?MLiD97^PKU&i}!i>hL4%ff4LD=uIk`S z>g)P#Q9?OaO7Gs4gP*6W0KKz%*&lJZsedO2MoTPPp&kJa>$b4fU6k zs=hdp{G0qet#MsHi`80YG;YOCi_%3ub2u|tpurzyUMD|bwLJP;&ftKpJ;~nBPi#_w zAMbDms*p zlhMa>0$Th_XrIlZ$#aqvfJ{ zqaSVUn-gXVy=)vdXP^=49}_!zs0Qv!?-ph%K)-!ew&c?}^^L-_#x#B%tNpG)_POs# zikvg-^KqY#S805|^ZdbE>R)^B)wSBg$f3Lj zg&8wtQO~(=$GGdD-PIXRkmr#CGw0Y)JLuKpw3i+a<$ur$8&CSJZ)ntYBKc2=jI_aZ zYH!Y5HN$<~K|%?Aw5u?`yOPdB9uZ!%k|+Cg%uA3(ecfzj95hjncAZe6De74{LMhe; za-T8wX^a!~GvDG07wBbV@fKq)?Dp-nh;=moY<#{b%N*@->2H^6On#}Q>IV6r0e*T- zN~m9Lm$@c!@cb>eiO4?4!e$)Z9Q&}`JwQcVlfZ(vOL(mlLtSWlwlpsh2A@b z8!Je^m1P4{%wZ=lmtT8eNPhLLpimR_7iLf4i|21Qma8hG-w!_P_(cPHdYox*VG8@) ze!@?|4&@ql7D2D7UUUDrxtq%Gc_Y}62Ro7ORiS2&?=v=8*IN8TzmUh^k;QuaiS<$a zoMg3dov-zzZY`A0^J)y$M|(NrHkMk__^6Zhrvv)KgN-tFE+~KEtm%tf(XQKxleK8w z*m)yg!k+p=#3Xwwv?n>(_;)kN$2B#t#0d78?^eRmB7ePZtfd;{Usn6QLL2p+(owX? z9P)psQ<+TuXRb+p91rcbOLv~lgB(3lEeCO_9>yUX?eN`YUqP)o{I|s+AA19gFKrdI z0yX^p1jc=!l^RQo6jS@wL0~~l{HsP$sdhNG_}X`C)B*1N#k#T^}bz@lj_OQ zZ%X>In8U|u1@}RhGH#(4Ii0dX6t`E|L{YwStxsV?C4K^WISEvs5ZhWl?`5ZbB^QSrFka^(3Xgk;i zum29{mBV@6@#BXJo_pCf_KGv=tF)_1WDEPzY120~hklCI$od$N{nSdCX~KTS*FBd~ z#B&2}Q{3fYcctyVHX76(i`4y8e-8t}GaJ-@_Mjx#eQx3|^#@ii7$+ih2TD4l|4uJy z8EK2>HcpNFXpVZHzwDW72>Cw9E;iKRN2lGm5R;<;{aNQp#A-m^<wZKM|(rBYdP}p+%-kVp1Z&fXg*8+TC=b#&JNFe8~CKwipHryZ-Zza zl>2ybgAU|BaA}Swt#@6Lrkqwo{j-vj&Gccv^B1Y+nxkIE+EHumF@9Po>+f}e{39dM zSCajEp5D}(M{=93_1+%+OE{$OE%HA;cl#_hLOOHB)o4ZNFZ}q)Xmy$= zanIb;#eMpiU(viQ_^SF@2h_hqzGEg2pE`a$29bY`sNh>;9^|#~hfv)P`raDVw#Nc; zJ|kg#-;mm2(_2X!_OHHu3P%<9snjI&SBBoCSN%Rm9nZVAQ_>vcQGI=R7V3|Fo4SX` zBfmZ-CY|i_$@z&7sr-pg^3q5?dVkbTG>4u;$80P$Kszj#E(xLa(Z~DacF3YVFKqYN z^df)!A!U#z?5?RQ`2zWeF(>@)+Ce{TAA{{PB$6)6%*m(?g9)q37VCON|c?@E< zD`9aZjE}+i7>I{td<@3NV0;Y5$6$O6#>ZfM493S`d<@3NV0;Y5$6$O6#>ZfM4959n zoKMF2WSmdN`DC0=#`$ENPsaIVoKMF2WSmdN`DC0=#`$ENPsaIV`AS&65|*!o;t#|DuMH}Xd8Ua`z-a>jUH~}3%tgS@I{UC=tupj zUL4MdLnbO5ce=ro!=Y<6$K-2qCgVRGZ;rU2mbJzfoF8%DdH4R8OTdj8ryEa8ax^#!_{*6V5Rnu", + " prelim_repo = open_repo(", + " oisst_storage.preliminary_prefix, oisst_storage, s3_credentials", + " )", + " File \"\", line 74, in open_repo", + " storage_for(prefix, oisst_storage, s3_credentials),", + " ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^", + " File \"\", line 30, in storage_for", + " return ic.s3_storage(", + " ~~~~~~~~~~~~~^", + " bucket=oisst_storage.bucket,", + " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^", + " ...<4 lines>...", + " requester_pays=True,", + " ^^^^^^^^^^^^^^^^^^^^", + " )", + " ^", + " File \"/var/folders/n6/hl07fcc55ys7mbybt01gb8r80000gn/T/marimo-sandbox-ppvvg8ob/venv/lib/python3.14/site-packages/icechunk/storage.py\", line 272, in s3_storage", + " credentials = s3_credentials(", + " access_key_id=access_key_id,", + " ...<6 lines>...", + " scatter_initial_credentials=scatter_initial_credentials,", + " )", + " File \"/var/folders/n6/hl07fcc55ys7mbybt01gb8r80000gn/T/marimo-sandbox-ppvvg8ob/venv/lib/python3.14/site-packages/icechunk/credentials.py\", line 256, in s3_credentials", + " raise ValueError(\"Conflicting arguments to s3_credentials function\")", + "ValueError: Conflicting arguments to s3_credentials function", + "" + ] + } + ], + "source": [ + "BUCKET = \"noaa-cdr-sea-surface-temp-optimum-interpolation-pds\"\n", + "URL_PREFIX = f\"s3://{BUCKET}/\"\n", + "DATA_PREFIX = \"data/v2.1/avhrr\"\n", + "REGION = \"us-east-1\"\n", + "\n", + "# obstore / icechunk want the prefix without a trailing slash for the registry\n", + "# key, while icechunk's VirtualChunkContainer matches against the trailing-slash\n", + "# form (mirroring services/xreds dataset_spec.py).\n", + "STORE_PREFIX = URL_PREFIX.rstrip(\"/\")\n", + "\n", + "_FINAL_RE = re.compile(r\"^oisst-avhrr-v02r01\\.(\\d{8})\\.nc$\")\n", + "_PRELIM_RE = re.compile(r\"^oisst-avhrr-v02r01\\.(\\d{8})_preliminary\\.nc$\")\n", + "\n", + "class OisstStorageConfig(BaseModel):\n", + " \"\"\"Destination bucket/prefix for the OISST icechunk stores.\"\"\"\n", + "\n", + " bucket: str = \"neracoos-data-requester-pays\"\n", + " final_prefix: str = \"oisst/final\"\n", + " preliminary_prefix: str = \"oisst/preliminary\"\n", + " region_name: str = \"us-east-1\"\n", + "\n", + "oisst_storage = OisstStorageConfig()\n", + "\n", + "def storage_for(\n", + " prefix: str,\n", + " oisst_storage: OisstStorageConfig,\n", + " s3_credentials: S3Credentials,\n", + ") -> ic.Storage:\n", + " \"\"\"Build writable icechunk S3 storage for a store prefix using real credentials.\"\"\"\n", + " return ic.s3_storage(\n", + " bucket=oisst_storage.bucket,\n", + " prefix=prefix,\n", + " region=oisst_storage.region_name,\n", + " access_key_id=s3_credentials.access_key_id,\n", + " secret_access_key=s3_credentials.secret_access_key,\n", + " requester_pays=True,\n", + " )\n", + "\n", + "def build_virtual_chunk_container_config() -> icechunk.RepositoryConfig:\n", + " \"\"\"Build a ``RepositoryConfig`` registering the anonymous NOAA S3 bucket as\n", + " a virtual chunk container.\n", + "\n", + " This is the write-side mirror of the read-side config in\n", + " ``services/xreds/xreds/dataset_spec.py`` so the stores we write stay\n", + " readable by ``VirtualIcechunkDatasetSpec``.\n", + " \"\"\"\n", + " config = ic.RepositoryConfig.default()\n", + " config.set_virtual_chunk_container(\n", + " ic.VirtualChunkContainer(\n", + " url_prefix=URL_PREFIX,\n", + " store=ic.s3_store(region=REGION, anonymous=True),\n", + " ),\n", + " )\n", + " return config\n", + "\n", + "def virtual_chunk_credentials() -> dict:\n", + " \"\"\"Anonymous credentials authorizing access to the NOAA virtual chunks.\n", + "\n", + " Passed as ``authorize_virtual_chunk_access`` to ``Repository.create`` /\n", + " ``Repository.open_or_create``.\n", + " \"\"\"\n", + " return ic.containers_credentials(\n", + " {URL_PREFIX: ic.s3_anonymous_credentials()}\n", + " )\n", + "\n", + "def open_repo(\n", + " prefix: str,\n", + " oisst_storage: OisstStorageConfig,\n", + " s3_credentials: S3Credentials,\n", + ") -> ic.Repository:\n", + " \"\"\"Open (or create on first run) the icechunk repo for a store prefix, with\n", + " the NOAA virtual chunk container registered and authorized.\"\"\"\n", + " return ic.Repository.open(\n", + " storage_for(prefix, oisst_storage, s3_credentials),\n", + " config=build_virtual_chunk_container_config(),\n", + " authorize_virtual_chunk_access=virtual_chunk_credentials(),\n", + " )\n", + "\n", + "def build_object_store_registry():\n", + " \"\"\"Build a VirtualiZarr ``ObjectStoreRegistry`` for the anonymous NOAA bucket.\n", + "\n", + " VirtualiZarr 2.x requires an explicit obstore-backed registry passed to\n", + " ``open_virtual_dataset`` (this replaced the older\n", + " ``open_virtual_dataset(url, parser=...)`` signature the pipeline was first\n", + " sketched against).\n", + " \"\"\"\n", + " from obspec_utils.registry import ObjectStoreRegistry\n", + " from obstore.store import S3Store\n", + "\n", + " store = S3Store.from_url(\n", + " STORE_PREFIX, region=REGION, skip_signature=True\n", + " )\n", + " return ObjectStoreRegistry({STORE_PREFIX: store})\n", + "\n", + "registry = build_object_store_registry()\n", + "prelim_repo = open_repo(\n", + " oisst_storage.preliminary_prefix, oisst_storage, s3_credentials\n", + ")\n", + "prelim_repo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "SFPL", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "prelim_session = prelim_repo.readonly_session(\"main\")\n", + "prelim_session" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "BYtC", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "prelim_ds = xr.open_zarr(prelim_session.store, zarr_version=3)\n", + "# The times aren't necesarily ordered when appending to the store, so sort them for sanity\n", + "prelim_ds = prelim_ds.sortby(\"time\")\n", + "prelim_ds" + ] + }, + { + "cell_type": "markdown", + "id": "RGSE", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "The final data is split into two groups, the `daily/` virutal chunks, and pre-computed aggregated `monthly/` data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Kclp", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "final_repo = open_repo(\n", + " oisst_storage.final_prefix, oisst_storage, s3_credentials\n", + ")\n", + "final_repo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "emfo", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "final_session = final_repo.readonly_session(\"main\")\n", + "final_session" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Hstk", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "final_ds = xr.open_zarr(final_session.store, zarr_version=3, group=\"daily\")\n", + "final_ds = final_ds.sortby(\"time\")\n", + "final_ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "nWHF", + "metadata": {}, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "monthly_ds = xr.open_zarr(\n", + " final_session.store, group=\"monthly\", zarr_version=3\n", + ")\n", + "monthly_ds = monthly_ds.sortby(\"time\")\n", + "monthly_ds" + ] + }, + { + "cell_type": "markdown", + "id": "iLit", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Querying monthly data with a single point" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ZHCJ", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "TARGET_LAT, TARGET_LON = 43.66631, -69.52353\n", + "\n", + "# OISST longitudes are 0-360 (this store: 0.125-359.875); convert if needed\n", + "target_lon = (\n", + " TARGET_LON % 360 if float(monthly_ds.lon.max()) > 180 else TARGET_LON\n", + ")\n", + "\n", + "sst_mean_point = (\n", + " monthly_ds[\"sst_mean\"]\n", + " .sel(lat=TARGET_LAT, lon=target_lon, method=\"nearest\")\n", + " .squeeze(drop=True)\n", + ")\n", + "\n", + "# Guard against landing on a land cell (all-null): fall back to the nearest\n", + "# ocean cell within a +/-1 degree window\n", + "if sst_mean_point.isnull().all():\n", + " _win = (\n", + " monthly_ds[\"sst_mean\"]\n", + " .sel(\n", + " lat=slice(TARGET_LAT - 1, TARGET_LAT + 1),\n", + " lon=slice(target_lon - 1, target_lon + 1),\n", + " )\n", + " .squeeze(drop=True)\n", + " )\n", + " _ocean = _win.isel(time=0).notnull()\n", + " _dist = (_win.lat - TARGET_LAT) ** 2 + (_win.lon - target_lon) ** 2\n", + " _nearest = _dist.where(_ocean).argmin(dim=(\"lat\", \"lon\"))\n", + " sst_mean_point = _win.isel(_nearest)\n", + "\n", + "cell_lat, cell_lon = float(sst_mean_point.lat), float(sst_mean_point.lon)\n", + "n_null = int(sst_mean_point.isnull().sum())\n", + "mo.md(\n", + " f\"Using ocean cell **({cell_lat:.3f}, {cell_lon:.3f})** \"\n", + " f\"(= {cell_lon - 360:.3f} in -180..180) for target ({TARGET_LAT}, {TARGET_LON}) — \"\n", + " f\"{sst_mean_point.sizes['time']} months, {n_null} nulls\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ROlb", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "_fig, _ax = plt.subplots(figsize=(9, 4))\n", + "sst_mean_point.plot.line(marker=\"o\", ax=_ax)\n", + "_ax.set_title(\n", + " f\"OISST monthly mean SST near ({TARGET_LAT}, {TARGET_LON}) \"\n", + " f\"[cell {cell_lat:.3f}, {cell_lon - 360:.3f}]\"\n", + ")\n", + "_ax.set_ylabel(\"sst_mean (°C)\")\n", + "_ax.grid(alpha=0.3)\n", + "_fig.tight_layout()\n", + "_fig" + ] + }, + { + "cell_type": "markdown", + "id": "qnkX", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "Querying monthly data with a set of points which are snapped to the nearest point with data, not just the nearest in case of `NaN` values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "TqIu", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 60B\n",
+       "Dimensions:  (points: 3)\n",
+       "Coordinates:\n",
+       "  * points   (points) <U1 12B 'a' 'b' 'c'\n",
+       "Data variables:\n",
+       "    lat      (points) float64 24B 43.67 43.65 44.57\n",
+       "    lon      (points) float64 24B -69.52 -70.26 -68.2
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_point_coords = {\"points\": [\"a\", \"b\", \"c\"]}\n", + "_lat = xr.DataArray([43.66631, 43.64694, 44.57038], coords=_point_coords)\n", + "_lon = xr.DataArray(\n", + " [-69.52353, -70.25663, -68.19852], coords=_point_coords\n", + ")\n", + "points = xr.Dataset({\"lat\": _lat, \"lon\": _lon})\n", + "points" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Vxnm", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [], + "source": [ + "def sel_ocean_points(da, pts, window=1.0):\n", + " \"\"\"Pointwise-select `da` at each (lat, lon) in `pts`, snapping to ocean cells.\n", + "\n", + " Handles two gotchas of point extraction from OISST-style grids:\n", + "\n", + " - **Longitude convention** - converts the points' -180..180 longitudes to\n", + " 0..360 when that's what the grid uses (detected from `da.lon.max()`).\n", + " - **Land cells** - a point whose nearest cell is all-null (land) is snapped\n", + " to the nearest non-null (ocean) cell within +/-`window` degrees, using\n", + " the first timestep's null mask as the land/ocean mask.\n", + "\n", + " Returns a DataArray with a `points` dimension (labels from `pts`), the\n", + " chosen cell's lat/lon as coordinates, and a boolean `snapped` coordinate\n", + " marking points that were moved off land.\n", + " \"\"\"\n", + " lon_max = float(da.lon.max())\n", + " lons = pts[\"lon\"] % 360 if lon_max > 180 else pts[\"lon\"]\n", + " ocean = da.isel(time=0).notnull().drop_vars(\"time\", errors=\"ignore\")\n", + "\n", + " series = []\n", + " snapped = []\n", + " for i in range(pts.sizes[\"points\"]):\n", + " t_lat, t_lon = float(pts[\"lat\"][i]), float(lons[i])\n", + " cell = da.sel(lat=t_lat, lon=t_lon, method=\"nearest\")\n", + " if bool(cell.isnull().all()):\n", + " win = da.sel(\n", + " lat=slice(t_lat - window, t_lat + window),\n", + " lon=slice(t_lon - window, t_lon + window),\n", + " )\n", + " dist = (win.lat - t_lat) ** 2 + (win.lon - t_lon) ** 2\n", + " idx = dist.where(ocean.sel(lat=win.lat, lon=win.lon)).argmin(\n", + " dim=(\"lat\", \"lon\")\n", + " )\n", + " cell = win.isel(idx)\n", + " snapped.append(True)\n", + " else:\n", + " snapped.append(False)\n", + " series.append(cell)\n", + "\n", + " out = xr.concat(series, dim=pts[\"points\"])\n", + " return out.assign_coords(snapped=(\"points\", snapped))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "DnEU", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "points_sst = sel_ocean_points(\n", + " monthly_ds[\"sst_mean\"].squeeze(drop=True), points\n", + ")\n", + "\n", + "_rows = \"\\n\".join(\n", + " f\"| {str(points_sst['points'][i].item())} \"\n", + " f\"| {float(points['lat'][i]):.5f}, {float(points['lon'][i]):.5f} \"\n", + " f\"| {float(points_sst.lat[i]):.3f}, {float(points_sst.lon[i]) - 360:.3f} \"\n", + " f\"| {'yes' if bool(points_sst.snapped[i]) else 'no'} \"\n", + " f\"| {int(points_sst.isel(points=i).isnull().sum())} |\"\n", + " for i in range(points_sst.sizes[\"points\"])\n", + ")\n", + "mo.md(\n", + " \"| point | requested (lat, lon) | cell used (lat, lon) | snapped off land? | nulls |\\n\"\n", + " \"| --- | --- | --- | --- | --- |\\n\" + _rows\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ulZA", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "marimo": { + "config": { + "hide_code": true + } + }, + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "ename": "Ancestor raised", + "evalue": "An ancestor raised an exception (ValueError)", + "output_type": "error", + "traceback": [] + } + ], + "source": [ + "_fig2, _ax2 = plt.subplots(figsize=(9, 4))\n", + "for _i in range(points_sst.sizes[\"points\"]):\n", + " _r = points_sst.isel(points=_i)\n", + " _ax2.plot(\n", + " _r.time,\n", + " _r,\n", + " marker=\"o\",\n", + " label=f\"{str(_r['points'].item())} ({float(_r.lat):.2f}, {float(_r.lon) - 360:.2f})\"\n", + " + (\" [snapped]\" if bool(_r.snapped) else \"\"),\n", + " )\n", + "_ax2.set_title(\n", + " \"OISST monthly mean SST - pointwise selection with ocean snapping\"\n", + ")\n", + "_ax2.set_ylabel(\"sst_mean (°C)\")\n", + "_ax2.legend()\n", + "_ax2.grid(alpha=0.3)\n", + "_fig2.tight_layout()\n", + "_fig2" + ] + } + ], + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + }, + "marimo": { + "app_config": { + "auto_download": [ + "ipynb" + ], + "width": "medium" + }, + "header": "# /// script\n# dependencies = [\n# \"dagster==1.13.14\",\n# \"icechunk==2.1.1\",\n# \"marimo\",\n# \"matplotlib==3.11.1\",\n# \"numpy==2.5.1\",\n# \"pydantic==2.13.4\",\n# \"s3fs==2026.6.0\",\n# \"virtualizarr==2.7.1\",\n# \"xarray==2026.7.0\",\n# ]\n# requires-python = \">=3.14\"\n# ///\n\n", + "marimo_version": "0.23.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ab1478267e112501940bc09b865e9ab7ad3bb9c2 Mon Sep 17 00:00:00 2001 From: Alex Kerney Date: Mon, 24 Aug 2026 21:56:09 -0700 Subject: [PATCH 2/2] Tweaked OISST notebook --- 01-Tue/xarray/oisst_green_crabs.ipynb | 2393 +++++++++++++++++-------- 1 file changed, 1689 insertions(+), 704 deletions(-) diff --git a/01-Tue/xarray/oisst_green_crabs.ipynb b/01-Tue/xarray/oisst_green_crabs.ipynb index 40c8c638..45bfbfba 100644 --- a/01-Tue/xarray/oisst_green_crabs.ipynb +++ b/01-Tue/xarray/oisst_green_crabs.ipynb @@ -19,12 +19,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "MJUe", "metadata": { - "jupyter": { - "source_hidden": true - }, "marimo": { "config": { "hide_code": true @@ -39,7 +36,6 @@ "import re\n", "from getpass import getpass\n", "\n", - "import marimo as mo\n", "import icechunk as ic\n", "import numpy as np\n", "import xarray as xr\n", @@ -65,20 +61,132 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "bkHC", "metadata": {}, "outputs": [ { "data": { - "image/png": "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" + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SITESLATITUDELONGITUDE
0Little John-NW43.753894-70.136267
1Little John-NE43.753994-70.135828
2Little John-SE43.753647-70.136350
3Mackworth- SE43.6919-70.228983
4Mackworth- SW43.691739-70.228897
............
1263Long Point Cove43.7818491-69.934574
1264Lowell Cove43.7509752-69.983197
1265Skitterygusset43.71458-70.247910
1266Mackworth Island - Beach43.68958-70.235720
1267Mussel Cove43.71143-70.218140
\n", + "

1268 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " SITES LATITUDE LONGITUDE\n", + "0 Little John-NW 43.753894 -70.136267\n", + "1 Little John-NE 43.753994 -70.135828\n", + "2 Little John-SE 43.753647 -70.136350\n", + "3 Mackworth- SE 43.6919 -70.228983\n", + "4 Mackworth- SW 43.691739 -70.228897\n", + "... ... ... ...\n", + "1263 Long Point Cove 43.7818491 -69.934574\n", + "1264 Lowell Cove 43.7509752 -69.983197\n", + "1265 Skitterygusset 43.71458 -70.247910\n", + "1266 Mackworth Island - Beach 43.68958 -70.235720\n", + "1267 Mussel Cove 43.71143 -70.218140\n", + "\n", + "[1268 rows x 3 columns]" + ] }, + "execution_count": 2, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "source_df = pd.read_csv(\"~/Downloads/Green_Crab_MT_points.csv\", engine=\"python\")\n", + "source_df = pd.read_csv(\"./Green_Crab_MT_points.csv\", engine=\"python\")\n", "source_df" ] }, @@ -99,16 +207,122 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "PKri", "metadata": {}, "outputs": [ { "data": { - "image/png": "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" + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
LATITUDELONGITUDE
SITES
Little John-NW43.753894-70.136267
Little John-NE43.753994-70.135828
Little John-SE43.753647-70.136350
Mackworth- SE43.6919-70.228983
Mackworth- SW43.691739-70.228897
.........
Lowell Cove43.7509752-69.983197
Garrison Cove43.750853-69.959060
Orrs Cove43.835471-69.913802
Cedar Beach43.7437857-69.985609
Stovers Point43.7578601-69.998103
\n", + "

85 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " LATITUDE LONGITUDE\n", + "SITES \n", + "Little John-NW 43.753894 -70.136267\n", + "Little John-NE 43.753994 -70.135828\n", + "Little John-SE 43.753647 -70.136350\n", + "Mackworth- SE 43.6919 -70.228983\n", + "Mackworth- SW 43.691739 -70.228897\n", + "... ... ...\n", + "Lowell Cove 43.7509752 -69.983197\n", + "Garrison Cove 43.750853 -69.959060\n", + "Orrs Cove 43.835471 -69.913802\n", + "Cedar Beach 43.7437857 -69.985609\n", + "Stovers Point 43.7578601 -69.998103\n", + "\n", + "[85 rows x 2 columns]" + ] }, + "execution_count": 3, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -133,13 +347,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "SFPL", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", "text/html": [ "
\n", "\n", @@ -156,7 +369,9 @@ "\n", "\n", "\n", - "
<xarray.DataTree>\n",
-       "Group: /\n",
-       "├── Group: /daily\n",
-       "│       Dimensions:  (time: 16405, zlev: 1, lat: 720, lon: 1440)\n",
-       "│       Coordinates:\n",
-       "│         * time     (time) datetime64[ns] 131kB 1981-12-21T12:00:00 ... 2026-08-02T1...\n",
-       "│         * zlev     (zlev) float32 4B 0.0\n",
-       "│         * lat      (lat) float32 3kB -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n",
-       "│         * lon      (lon) float32 6kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n",
-       "│       Data variables:\n",
-       "│           anom     (time, zlev, lat, lon) float64 136GB ...\n",
-       "│           ice      (time, zlev, lat, lon) float64 136GB ...\n",
-       "│           err      (time, zlev, lat, lon) float64 136GB ...\n",
-       "│           sst      (time, zlev, lat, lon) float64 136GB ...\n",
-       "│       Attributes: (12/38)\n",
-       "│           title:                      NOAA/NCEI 1/4 Degree Daily Optimum Interpolat...\n",
-       "│           source:                     ICOADS, NCEP_GTS, GSFC_ICE, NCEP_ICE, Pathfin...\n",
-       "│           id:                         oisst-avhrr-v02r01.20260802.nc\n",
-       "│           naming_authority:           gov.noaa.ncei\n",
-       "│           summary:                    NOAAs 1/4-degree Daily Optimum Interpolation ...\n",
-       "│           cdm_data_type:              Grid\n",
-       "│           ...                         ...\n",
-       "│           ncei_template_version:      NCEI_NetCDF_Grid_Template_v2.0\n",
-       "│           comment:                    Data was converted from NetCDF-3 to NetCDF-4 ...\n",
-       "│           sensor:                     Thermometer, AVHRR\n",
-       "│           Conventions:                CF-1.6, ACDD-1.3\n",
-       "│           references:                 Reynolds, et al.(2007) Daily High-Resolution-...\n",
-       "│           Description:                Reynolds, et al.(2007) Daily High-resolution ...\n",
-       "└── Group: /monthly\n",
-       "        Dimensions:       (time: 537, zlev: 1, lat: 720, lon: 1440)\n",
-       "        Coordinates:\n",
-       "          * time          (time) datetime64[ns] 4kB 1981-10-01 1985-03-01 ... 2026-05-01\n",
-       "          * zlev          (zlev) float32 4B 0.0\n",
-       "          * lat           (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
-       "          * lon           (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n",
-       "        Data variables: (12/17)\n",
-       "            ice_max       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            anom_mean     (time, zlev, lat, lon) float64 4GB ...\n",
-       "            anom_min      (time, zlev, lat, lon) float64 4GB ...\n",
-       "            err_max       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            err_min       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            err_mean      (time, zlev, lat, lon) float64 4GB ...\n",
-       "            ...            ...\n",
-       "            ice_min       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            ice_mean      (time, zlev, lat, lon) float64 4GB ...\n",
-       "            sst_max       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            sst_mean      (time, zlev, lat, lon) float64 4GB ...\n",
-       "            sst_min       (time, zlev, lat, lon) float64 4GB ...\n",
-       "            sst_std       (time, zlev, lat, lon) float64 4GB ...
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "oisst_dt = xr.open_datatree(final_session.store, engine=\"zarr\", zarr_version=3)\n", - "oisst_dt" - ] - }, - { - "cell_type": "markdown", - "id": "qnkX", - "metadata": { - "marimo": { - "config": { - "hide_code": true - }, - "md_prefix": "r" - } - }, - "source": [ - "We're explictly sorting the time as our aggregation process for both daily and monthly data is non linear, and we'd rather not have miss-ordered dates later." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "mwHO", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Full dataset: 615.54 Gigabytes\n" - ] - } - ], - "source": [ - "print(f\"Full dataset: {oisst_dt.nbytes / 1_000_000_000:,.2f} Gigabytes\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "TqIu", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/html": [ - "
\n", + "
<xarray.DatasetView> Size: 0B\n",
+       "Dimensions:  ()\n",
+       "Data variables:\n",
+       "    *empty*
" + ], + "text/plain": [ + "\n", + "Group: /\n", + "├── Group: /daily\n", + "│ Dimensions: (time: 16405, zlev: 1, lat: 720, lon: 1440)\n", + "│ Coordinates:\n", + "│ * lat (lat) float32 3kB -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88\n", + "│ * zlev (zlev) float32 4B 0.0\n", + "│ * time (time) datetime64[ns] 131kB 1981-12-21T12:00:00 ... 2026-08-02T1...\n", + "│ * lon (lon) float32 6kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n", + "│ Data variables:\n", + "│ err (time, zlev, lat, lon) float64 136GB ...\n", + "│ anom (time, zlev, lat, lon) float64 136GB ...\n", + "│ sst (time, zlev, lat, lon) float64 136GB ...\n", + "│ ice (time, zlev, lat, lon) float64 136GB ...\n", + "│ Attributes: (12/38)\n", + "│ title: NOAA/NCEI 1/4 Degree Daily Optimum Interpolat...\n", + "│ source: ICOADS, NCEP_GTS, GSFC_ICE, NCEP_ICE, Pathfin...\n", + "│ id: oisst-avhrr-v02r01.20260802.nc\n", + "│ naming_authority: gov.noaa.ncei\n", + "│ summary: NOAAs 1/4-degree Daily Optimum Interpolation ...\n", + "│ cdm_data_type: Grid\n", + "│ ... ...\n", + "│ ncei_template_version: NCEI_NetCDF_Grid_Template_v2.0\n", + "│ comment: Data was converted from NetCDF-3 to NetCDF-4 ...\n", + "│ sensor: Thermometer, AVHRR\n", + "│ Conventions: CF-1.6, ACDD-1.3\n", + "│ references: Reynolds, et al.(2007) Daily High-Resolution-...\n", + "│ Description: Reynolds, et al.(2007) Daily High-resolution ...\n", + "└── Group: /monthly\n", + " Dimensions: (time: 537, zlev: 1, lat: 720, lon: 1440)\n", + " Coordinates:\n", + " * lat (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * time (time) datetime64[ns] 4kB 1981-10-01 1985-03-01 ... 2026-05-01\n", + " * zlev (zlev) float32 4B 0.0\n", + " * lon (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + " Data variables: (12/17)\n", + " anom_max (time, zlev, lat, lon) float64 4GB ...\n", + " anom_mean (time, zlev, lat, lon) float64 4GB ...\n", + " anom_min (time, zlev, lat, lon) float64 4GB ...\n", + " err_mean (time, zlev, lat, lon) float64 4GB ...\n", + " err_std (time, zlev, lat, lon) float64 4GB ...\n", + " ice_max (time, zlev, lat, lon) float64 4GB ...\n", + " ... ...\n", + " sst_min (time, zlev, lat, lon) float64 4GB ...\n", + " ice_std (time, zlev, lat, lon) float64 4GB ...\n", + " err_min (time, zlev, lat, lon) float64 4GB ...\n", + " sst_std (time, zlev, lat, lon) float64 4GB ...\n", + " days_missing int64 8B ...\n", + " ice_mean (time, zlev, lat, lon) float64 4GB ..." + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oisst_dt = xr.open_datatree(final_session.store, engine=\"zarr\", zarr_version=3)\n", + "oisst_dt" + ] + }, + { + "cell_type": "markdown", + "id": "qnkX", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "We're explictly sorting the time as our aggregation process for both daily and monthly data is non linear, and we'd rather not have miss-ordered dates later." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "mwHO", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Full dataset: 615.54 Gigabytes\n" + ] + } + ], + "source": [ + "print(f\"Full dataset: {oisst_dt.nbytes / 1_000_000_000:,.2f} Gigabytes\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "TqIu", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 71GB\n",
        "Dimensions:       (time: 537, zlev: 1, lat: 720, lon: 1440)\n",
        "Coordinates:\n",
+       "  * lat           (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
        "  * time          (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n",
        "  * zlev          (zlev) float32 4B 0.0\n",
-       "  * lat           (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n",
        "  * lon           (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n",
        "Data variables: (12/17)\n",
-       "    ice_max       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    anom_max      (time, zlev, lat, lon) float64 4GB ...\n",
        "    anom_mean     (time, zlev, lat, lon) float64 4GB ...\n",
        "    anom_min      (time, zlev, lat, lon) float64 4GB ...\n",
-       "    err_max       (time, zlev, lat, lon) float64 4GB ...\n",
-       "    err_min       (time, zlev, lat, lon) float64 4GB ...\n",
        "    err_mean      (time, zlev, lat, lon) float64 4GB ...\n",
+       "    err_std       (time, zlev, lat, lon) float64 4GB ...\n",
+       "    ice_max       (time, zlev, lat, lon) float64 4GB ...\n",
        "    ...            ...\n",
-       "    ice_min       (time, zlev, lat, lon) float64 4GB ...\n",
-       "    ice_mean      (time, zlev, lat, lon) float64 4GB ...\n",
-       "    sst_max       (time, zlev, lat, lon) float64 4GB ...\n",
-       "    sst_mean      (time, zlev, lat, lon) float64 4GB ...\n",
        "    sst_min       (time, zlev, lat, lon) float64 4GB ...\n",
-       "    sst_std       (time, zlev, lat, lon) float64 4GB ...
    • anom_max
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature anomalies
      valid_min :
      -1200
      valid_max :
      1200
      units :
      Celsius
      [556761600 values with dtype=float64]
    • anom_mean
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature anomalies
      valid_min :
      -1200
      valid_max :
      1200
      units :
      Celsius
      [556761600 values with dtype=float64]
    • anom_min
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature anomalies
      valid_min :
      -1200
      valid_max :
      1200
      units :
      Celsius
      [556761600 values with dtype=float64]
    • err_mean
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Estimated error standard deviation of analysed_sst
      units :
      Celsius
      valid_min :
      0
      valid_max :
      1000
      [556761600 values with dtype=float64]
    • err_std
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Estimated error standard deviation of analysed_sst
      units :
      Celsius
      valid_min :
      0
      valid_max :
      1000
      [556761600 values with dtype=float64]
    • ice_max
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Sea ice concentration
      units :
      %
      valid_min :
      0
      valid_max :
      100
      [556761600 values with dtype=float64]
    • anom_std
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature anomalies
      valid_min :
      -1200
      valid_max :
      1200
      units :
      Celsius
      [556761600 values with dtype=float64]
    • err_max
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Estimated error standard deviation of analysed_sst
      units :
      Celsius
      valid_min :
      0
      valid_max :
      1000
      [556761600 values with dtype=float64]
    • sst_mean
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature
      units :
      Celsius
      valid_min :
      -300
      valid_max :
      4500
      [556761600 values with dtype=float64]
    • ice_min
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Sea ice concentration
      units :
      %
      valid_min :
      0
      valid_max :
      100
      [556761600 values with dtype=float64]
    • sst_max
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature
      units :
      Celsius
      valid_min :
      -300
      valid_max :
      4500
      [556761600 values with dtype=float64]
    • sst_min
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature
      units :
      Celsius
      valid_min :
      -300
      valid_max :
      4500
      [556761600 values with dtype=float64]
    • ice_std
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Sea ice concentration
      units :
      %
      valid_min :
      0
      valid_max :
      100
      [556761600 values with dtype=float64]
    • err_min
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Estimated error standard deviation of analysed_sst
      units :
      Celsius
      valid_min :
      0
      valid_max :
      1000
      [556761600 values with dtype=float64]
    • sst_std
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Daily sea surface temperature
      units :
      Celsius
      valid_min :
      -300
      valid_max :
      4500
      [556761600 values with dtype=float64]
    • days_missing
      ()
      int64
      ...
      description :
      Number of days missing from the monthly aggregation
      [1 values with dtype=int64]
    • ice_mean
      (time, zlev, lat, lon)
      float64
      ...
      long_name :
      Sea ice concentration
      units :
      %
      valid_min :
      0
      valid_max :
      100
      [556761600 values with dtype=float64]
    • lat
      PandasIndex
      PandasIndex(Index([-89.875, -89.625, -89.375, -89.125, -88.875, -88.625, -88.375, -88.125,\n",
+       "       -87.875, -87.625,\n",
+       "       ...\n",
+       "        87.625,  87.875,  88.125,  88.375,  88.625,  88.875,  89.125,  89.375,\n",
+       "        89.625,  89.875],\n",
+       "      dtype='float32', name='lat', length=720))
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['1981-10-01', '1981-11-01', '1981-12-01', '1982-01-01',\n",
+       "               '1982-02-01', '1982-03-01', '1982-04-01', '1982-05-01',\n",
+       "               '1982-06-01', '1982-07-01',\n",
+       "               ...\n",
+       "               '2025-09-01', '2025-10-01', '2025-11-01', '2025-12-01',\n",
+       "               '2026-01-01', '2026-02-01', '2026-03-01', '2026-04-01',\n",
+       "               '2026-05-01', '2026-06-01'],\n",
+       "              dtype='datetime64[ns]', name='time', length=537, freq=None))
    • zlev
      PandasIndex
      PandasIndex(Index([0.0], dtype='float32', name='zlev'))
    • lon
      PandasIndex
      PandasIndex(Index([  0.125,   0.375,   0.625,   0.875,   1.125,   1.375,   1.625,   1.875,\n",
+       "         2.125,   2.375,\n",
+       "       ...\n",
+       "       357.625, 357.875, 358.125, 358.375, 358.625, 358.875, 359.125, 359.375,\n",
+       "       359.625, 359.875],\n",
+       "      dtype='float32', name='lon', length=1440))
    • " + ], + "text/plain": [ + " Size: 71GB\n", + "Dimensions: (time: 537, zlev: 1, lat: 720, lon: 1440)\n", + "Coordinates:\n", + " * lat (lat) float32 3kB -89.88 -89.62 -89.38 ... 89.38 89.62 89.88\n", + " * time (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n", + " * zlev (zlev) float32 4B 0.0\n", + " * lon (lon) float32 6kB 0.125 0.375 0.625 ... 359.4 359.6 359.9\n", + "Data variables: (12/17)\n", + " anom_max (time, zlev, lat, lon) float64 4GB ...\n", + " anom_mean (time, zlev, lat, lon) float64 4GB ...\n", + " anom_min (time, zlev, lat, lon) float64 4GB ...\n", + " err_mean (time, zlev, lat, lon) float64 4GB ...\n", + " err_std (time, zlev, lat, lon) float64 4GB ...\n", + " ice_max (time, zlev, lat, lon) float64 4GB ...\n", + " ... ...\n", + " sst_min (time, zlev, lat, lon) float64 4GB ...\n", + " ice_std (time, zlev, lat, lon) float64 4GB ...\n", + " err_min (time, zlev, lat, lon) float64 4GB ...\n", + " sst_std (time, zlev, lat, lon) float64 4GB ...\n", + " days_missing int64 8B ...\n", + " ice_mean (time, zlev, lat, lon) float64 4GB ..." ] }, + "execution_count": 11, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -3271,7 +4245,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "ADRs", "metadata": {}, "outputs": [ @@ -3304,12 +4278,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "DnEU", "metadata": { - "jupyter": { - "source_hidden": true - }, "marimo": { "config": { "hide_code": true @@ -3383,7 +4354,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "ecfG", "metadata": { "marimo": { @@ -3392,58 +4363,9 @@ } } }, - "outputs": [], - "source": [ - "points_sst = sel_ocean_points(\n", - " monthly_ds[\"sst_mean\"].squeeze(drop=True), points_ds\n", - ")\n", - "points_sst" - ] - }, - { - "cell_type": "markdown", - "id": "Pvdt", - "metadata": { - "marimo": { - "config": { - "hide_code": true - }, - "md_prefix": "r" - } - }, - "source": [ - "We save it to NetCDF which keeps the dimensions and metadata, and CSV which can be easier to access." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ZBYS", - "metadata": {}, - "outputs": [], - "source": [ - "points_sst.to_netcdf(\"~/Downloads/oisst_points_sst_mean.nc\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aLJB", - "metadata": {}, - "outputs": [], - "source": [ - "points_sst.to_dataframe().to_csv(\"~/Downloads/oisst_points_sst_mean.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "nHfw", - "metadata": {}, "outputs": [ { "data": { - "image/png": "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", "text/html": [ "
    \n", "\n", @@ -3460,7 +4382,9 @@ "\n", "\n", "\n", - "
    <xarray.Dataset> Size: 378kB\n",
-       "Dimensions:   (points: 85, time: 537)\n",
+       "
    <xarray.DataArray 'sst_mean' (points: 85, time: 537)> Size: 365kB\n",
+       "array([[11.55580619,  8.94466647,  7.06419339, ...,  5.46333321,\n",
+       "         9.10967722, 13.75933303],\n",
+       "       [11.55580619,  8.94466647,  7.06419339, ...,  5.46333321,\n",
+       "         9.10967722, 13.75933303],\n",
+       "       [11.55580619,  8.94466647,  7.06419339, ...,  5.46333321,\n",
+       "         9.10967722, 13.75933303],\n",
+       "       ...,\n",
+       "       [11.52354813,  8.9799998 ,  7.190645  , ...,  5.31199988,\n",
+       "         8.86225787, 13.3989997 ],\n",
+       "       [11.52354813,  8.9799998 ,  7.190645  , ...,  5.31199988,\n",
+       "         8.86225787, 13.3989997 ],\n",
+       "       [11.52354813,  8.9799998 ,  7.190645  , ...,  5.31199988,\n",
+       "         8.86225787, 13.3989997 ]], shape=(85, 537))\n",
        "Coordinates:\n",
-       "  * points    (points) <U24 8kB 'Little John-NW' ... 'Stovers Point'\n",
-       "    lat       (points) float32 340B ...\n",
-       "    lon       (points) float32 340B ...\n",
-       "    snapped   (points) bool 85B ...\n",
-       "  * time      (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n",
-       "Data variables:\n",
-       "    sst_mean  (points, time) float64 365kB ...
  • snapped
    (points)
    bool
    True True True ... True False True
    array([ True,  True,  True, False, False, False,  True,  True,  True,\n",
+       "        True,  True,  True, False,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True, False, False,  True, False, False, False,\n",
+       "       False,  True,  True,  True,  True, False, False,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "       False, False, False, False, False, False, False, False, False,\n",
+       "       False, False, False,  True, False, False, False, False,  True,\n",
+       "       False,  True, False, False, False, False, False, False,  True,\n",
+       "       False, False, False, False, False,  True,  True,  True,  True,\n",
+       "        True,  True, False,  True])
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['1981-10-01', '1981-11-01', '1981-12-01', '1982-01-01',\n",
+       "               '1982-02-01', '1982-03-01', '1982-04-01', '1982-05-01',\n",
+       "               '1982-06-01', '1982-07-01',\n",
+       "               ...\n",
+       "               '2025-09-01', '2025-10-01', '2025-11-01', '2025-12-01',\n",
+       "               '2026-01-01', '2026-02-01', '2026-03-01', '2026-04-01',\n",
+       "               '2026-05-01', '2026-06-01'],\n",
+       "              dtype='datetime64[ns]', name='time', length=537, freq=None))
    • points
      PandasIndex
      PandasIndex(Index(['Little John-NW', 'Little John-NE', 'Little John-SE', 'Mackworth- SE',\n",
+       "       'Mackworth- SW', 'Mackworth- NW', 'Maquoit', 'Middle Bay',\n",
+       "       'Middle Bay ', 'Harpswell Cove', 'Princes Point', 'Thomas Point Beach',\n",
+       "       'Biddeford', 'Fore River- Scour Pool', 'Fore River- Marsh Pool',\n",
+       "       'Dolphin Lane', 'Upper Landing', 'Jones Creek ', 'WinnockÊNeck',\n",
+       "       'Thomas Point ', 'Atkins Flat ', 'Branch Flat', 'SamÕs Cove',\n",
+       "       'Broad Cove', 'Little Broad Cove', 'Ryder Cove', 'Hatch Cove ',\n",
+       "       'Sunshine Bar ', 'Raccoon Cove', 'Hog Bay', 'DobbinsÕ Island',\n",
+       "       'Perio Point ', 'Sanborn Cove', 'Randall Point', 'Burnt Cove ',\n",
+       "       'Hallowell Island ', 'Marion Cove', 'Gleason Cove', 'HalfMoonÊCove',\n",
+       "       'Penneville', 'Simpsons Point', 'Thomas Point', 'Prince's Point',\n",
+       "       'Atkins Flat (Fab)', 'Atkins Flat (Mes)', 'Branch Flat (mes)',\n",
+       "       'Branch Flat (fab)', 'Hatch Cove (fab)', 'Hatch Cove (Mesh)',\n",
+       "       'Sunshine Bar  (fab)', 'Sunshine Bar (mesh)', 'Sanborn Cove (fab)',\n",
+       "       'Sanborn Cove (mes)', 'Randall Point (fab)', 'Randall Point (mes)',\n",
+       "       'Cushman Cove ', 'Maine Yankee', 'Bunker Harbor', 'Hog Island',\n",
+       "       'Grand Marsh Bay', nan, 'Jones Cove', 'Widgeon Cove',\n",
+       "       'Mackworth Island', 'Cousins Island', 'Little Chebeague Island',\n",
+       "       'Mackworth Island - North', 'Mussel Cove', 'Mackworth Island - Beach',\n",
+       "       'Cushing Island', 'Audubon', 'Back Cove', 'SMCC',\n",
+       "       'The Brothers - North', 'Alewife Cove', 'Skitterygusset',\n",
+       "       'Great Diamond Island', 'Presumpscot Moorings', 'Snow Island',\n",
+       "       'Long Point Cove', 'Lowell Cove', 'Garrison Cove', 'Orrs Cove',\n",
+       "       'Cedar Beach', 'Stovers Point'],\n",
+       "      dtype='str', name='points'))
  • long_name :
    Daily sea surface temperature
    units :
    Celsius
    valid_min :
    -300
    valid_max :
    4500
    • " + ], + "text/plain": [ + " Size: 365kB\n", + "array([[11.55580619, 8.94466647, 7.06419339, ..., 5.46333321,\n", + " 9.10967722, 13.75933303],\n", + " [11.55580619, 8.94466647, 7.06419339, ..., 5.46333321,\n", + " 9.10967722, 13.75933303],\n", + " [11.55580619, 8.94466647, 7.06419339, ..., 5.46333321,\n", + " 9.10967722, 13.75933303],\n", + " ...,\n", + " [11.52354813, 8.9799998 , 7.190645 , ..., 5.31199988,\n", + " 8.86225787, 13.3989997 ],\n", + " [11.52354813, 8.9799998 , 7.190645 , ..., 5.31199988,\n", + " 8.86225787, 13.3989997 ],\n", + " [11.52354813, 8.9799998 , 7.190645 , ..., 5.31199988,\n", + " 8.86225787, 13.3989997 ]], shape=(85, 537))\n", + "Coordinates:\n", + " lat (points) float32 340B 43.62 43.62 43.62 43.62 ... 43.62 43.62 43.62\n", + " * time (time) datetime64[ns] 4kB 1981-10-01 1981-11-01 ... 2026-06-01\n", + " lon (points) float32 340B 289.9 289.9 289.9 289.9 ... 290.1 290.1 290.1\n", + " * points (points) object 680B 'Little John-NW' ... 'Stovers Point'\n", + " snapped (points) bool 85B True True True False ... True True False True\n", + "Attributes:\n", + " long_name: Daily sea surface temperature\n", + " units: Celsius\n", + " valid_min: -300\n", + " valid_max: 4500" ] }, + "execution_count": 14, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "points_sst_nc = xr.open_dataset(\"~/Downloads/oisst_points_sst_mean.nc\")\n", - "points_sst_nc" + "points_sst = sel_ocean_points(\n", + " monthly_ds[\"sst_mean\"].squeeze(drop=True), points_ds\n", + ")\n", + "points_sst" + ] + }, + { + "cell_type": "markdown", + "id": "Pvdt", + "metadata": { + "marimo": { + "config": { + "hide_code": true + }, + "md_prefix": "r" + } + }, + "source": [ + "We save it to NetCDF which keeps the dimensions and metadata, and CSV which can be easier to access." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ZBYS", + "metadata": {}, + "outputs": [], + "source": [ + "points_sst.to_netcdf(\"oisst_points_sst_mean.nc\")" ] }, { "cell_type": "code", - "execution_count": null, - "id": "lNBQ", + "execution_count": 19, + "id": "aLJB", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "points_sst.to_dataframe().to_csv(\"oisst_points_sst_mean.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "nHfw", + "metadata": {}, + "source": [ + "points_sst_nc = xr.open_dataset(\"~/Downloads/oisst_points_sst_mean.nc\")\n", + "points_sst_nc" + ] } ], "metadata": { + "kernelspec": { + "display_name": "Python (Pixi)", + "language": "python", + "name": "pixi-kernel-python3" + }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -4052,7 +5036,8 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3" + "pygments_lexer": "ipython3", + "version": "3.14.6" }, "marimo": { "app_config": {