{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Generate diagnostics over the SLSTR MDB content\n", "\n", "This notebook produces quality and performance diagnistics of the different SLSTR SST algorithms. It is based on the diagnostics define for CCI SST project by Gary Corlett (Univ. of Leicester)." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/104/*cmems_drifter_20170414*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/106/*cmems_drifter_20170416*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/107/*cmems_drifter_20170417*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/109/*cmems_drifter_20170419*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/110/*cmems_drifter_20170420*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/111/*cmems_drifter_20170421*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/112/*cmems_drifter_20170422*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/113/*cmems_drifter_20170423*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/114/*cmems_drifter_20170424*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/115/*cmems_drifter_20170425*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/144/*cmems_drifter_20170524*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/158/*cmems_drifter_20170607*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/172/*cmems_drifter_20170621*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/174/*cmems_drifter_20170623*\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "root: /home/cercache/project/s3vt/\n", "cloud mask : ['1.37_threshold', 'gross_cloud', 'thin_cirrus', 'medium_high', '11_12_view_difference', '3.7_11_view_difference', 'fog_low_stratus', '11_spatial_coherence']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/180/*cmems_drifter_20170629*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/181/*cmems_drifter_20170630*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/182/*cmems_drifter_20170701*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/193/*cmems_drifter_20170712*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/204/*cmems_drifter_20170723*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/205/*cmems_drifter_20170724*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/206/*cmems_drifter_20170725*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/213/*cmems_drifter_20170801*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/214/*cmems_drifter_20170802*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/215/*cmems_drifter_20170803*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/047/*cmems_drifter_20180216*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/048/*cmems_drifter_20180217*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/049/*cmems_drifter_20180218*\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "File: /home/cercache/project/s3vt/2017/091/S3A_SL_2_WCT_cmems_drifter_20170401180000_20170402000000.nc\n", "File: /home/cercache/project/s3vt/2017/091/S3A_SL_2_WCT_cmems_drifter_20170401120000_20170401180000.nc\n", "File: /home/cercache/project/s3vt/2017/091/S3A_SL_2_WCT_cmems_drifter_20170401060000_20170401120000.nc\n", "File: /home/cercache/project/s3vt/2017/091/S3A_SL_2_WCT_cmems_drifter_20170401000000_20170401060000.nc\n", "File: /home/cercache/project/s3vt/2017/092/S3A_SL_2_WCT_cmems_drifter_20170402180000_20170403000000.nc\n", "File: /home/cercache/project/s3vt/2017/092/S3A_SL_2_WCT_cmems_drifter_20170402120000_20170402180000.nc\n", "File: 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/home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225120000_20180225180000.nc\n", "File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225060000_20180225120000.nc\n", "File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225000000_20180225060000.nc\n", "File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226180000_20180227000000.nc\n", "File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226120000_20180226180000.nc\n", "File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226060000_20180226120000.nc\n", "File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226000000_20180226060000.nc\n", "File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227180000_20180228000000.nc\n", "File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227120000_20180227180000.nc\n", "File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227060000_20180227120000.nc\n", "File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227000000_20180227060000.nc\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228180000_20180301000000.nc\n", "File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228120000_20180228180000.nc\n", "File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228060000_20180228120000.nc\n", "File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228000000_20180228060000.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/104/*cmems_drifter_20170414*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/106/*cmems_drifter_20170416*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/107/*cmems_drifter_20170417*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/109/*cmems_drifter_20170419*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/110/*cmems_drifter_20170420*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/111/*cmems_drifter_20170421*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/112/*cmems_drifter_20170422*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/113/*cmems_drifter_20170423*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/114/*cmems_drifter_20170424*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/115/*cmems_drifter_20170425*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/144/*cmems_drifter_20170524*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/158/*cmems_drifter_20170607*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/172/*cmems_drifter_20170621*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/174/*cmems_drifter_20170623*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/180/*cmems_drifter_20170629*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/181/*cmems_drifter_20170630*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/182/*cmems_drifter_20170701*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/193/*cmems_drifter_20170712*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/204/*cmems_drifter_20170723*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/205/*cmems_drifter_20170724*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/206/*cmems_drifter_20170725*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/213/*cmems_drifter_20170801*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/214/*cmems_drifter_20170802*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/215/*cmems_drifter_20170803*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/047/*cmems_drifter_20180216*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/048/*cmems_drifter_20180217*\n", "WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/049/*cmems_drifter_20180218*\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking 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"WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", 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skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n", "WARNING:root:distance masking skipped for v_wind_tx\n", "WARNING:root:distance masking skipped for u_wind_tx\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial number of match-ups : (627248,)\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "from s3analysis.slstr.mdb.slstrmdb import SLSTRMDB, ALGO_CODE\n", "from s3analysis.slstr.mdb.plot import *\n", "import datetime\n", "import numpy\n", "import pandas as pd\n", "\n", "# ====================\n", "# DEFINE HERE SETTINGS\n", "# ====================\n", "\n", "# ========== DEFINE HERE THE LOCATION OF THE MDB FILES =========\n", "MDB_ID = 's3a_slstr_ope'\n", "\n", "# init mdb from config file\n", "mdb = SLSTRMDB(identifier=MDB_ID)\n", "\n", "insitu_source = \"cmems_drifter\"\n", "\n", "# print info\n", "print str(mdb)\n", "\n", "# ========== DEFINE HERE THE TIME FRAME =========\n", "\n", "start = datetime.datetime(2017, 4, 1)\n", "end = datetime.datetime(2018, 2, 28)\n", "\n", "# ========== PROCESS IN SITU ==========\n", "\n", "# read the closest value to surface with minimum quality >= 4\n", "insitu_fields = ['lat', 'lon', 'time', 'water_temperature', 'solar_zenith_angle', 'meas_depth']\n", "insitu_data = mdb.read_insitu_data(\n", " insitu_source, start, insitu_fields, min_quality=4,\n", " closest_to_surface=True, end=end\n", " )\n", "\n", "# invalidate measurements where depth is beyond 5.0 m\n", "insitu_data['water_temperature'] = numpy.ma.masked_where(\n", " insitu_data['meas_depth'] > 5., insitu_data['water_temperature']\n", " )\n", "\n", "# ========== READ SATELLITE ==========\n", "\n", "slstr_fields = {\n", " 'WCT': [\n", " 'dynamic_target_center_index',\n", " 'dynamic_target_distance',\n", " 'dynamic_target_time_difference',\n", " 'N2_sea_surface_temperature',\n", " 'N3_sea_surface_temperature',\n", " 'D2_sea_surface_temperature',\n", " 'D3_sea_surface_temperature',\n", " 'confidence_in',\n", " 'confidence_io',\n", " 'cloud_in',\n", " 'cloud_io',\n", " 'sat_zenith_tn',\n", " 'solar_zenith_tn',\n", " 'total_column_water_vapour_tx',\n", " 'v_wind_tx',\n", " 'u_wind_tx',\n", " 'sea_ice_fraction_tx',\n", " 't_series',\n", " 'time'\n", " ],\n", " 'WST': [\n", " 'quality_level',\n", " 'satellite_zenith_angle',\n", " '',\n", " 'sea_surface_temperature',\n", " 'sst_algorithm_type',\n", " 'sst_theoretical_uncertainty',\n", " 'dt_analysis',\n", "# 'time'\n", " ]\n", "}\n", "\n", "# read the satellite match-up part\n", "# don't use any of the default filters from config file (forcing: filters={})\n", "# so that we get all match-ups\n", "# just use the distance filter to remove out of swath match-ups\n", "slstr_data = mdb.read_satellite_data(\n", " insitu_source,\n", " start,\n", " end=end,\n", " dataset_fields=slstr_fields,\n", " max_distance=1000.,\n", " filters={}\n", " )\n", "\n", "print \"Initial number of match-ups : \", insitu_data['time'].shape\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of match-ups after invalid time filtering : (600571,)\n", "Number of match-ups after geophysical and sensor geometry filters on WCT : (570942,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/s3analysis/slstr/mdb/slstrmdb.py:244: RuntimeWarning: invalid value encountered in greater_equal\n", " (numpy.ma.fabs(matchups['WST'][\"dt_analysis\"]) <= dt_thresh) &\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of match-ups after geophysical and sensor geometry filters on WST : (59621,)\n", "Number of match-ups after match-up time difference filter : (59621,)\n", "Number of match-ups after cloud filter : (59364,)\n" ] } ], "source": [ "# --------------------------------------------------------------------\n", "# miscelleanous filters and reductions of the initial match-up dataset\n", "# --------------------------------------------------------------------\n", "\n", "slstr_data = mdb.add_wind_speed(slstr_data)\n", "\n", "# keep only the match-up where the in situ time and in situ time is defined\n", "# --------------------------------------------------------------------\n", "\n", "invalid_time = (\n", " numpy.ma.getmaskarray(slstr_data['WCT']['time']) | \n", " numpy.ma.getmaskarray(insitu_data['time'])\n", " )\n", "mdb.reduce(insitu_data, slstr_data, ~invalid_time)\n", "\n", "print \"Number of match-ups after invalid time filtering : \", insitu_data['time'].shape\n", "\n", "\n", "# keep only the match-ups that meet some conditions on WCT content\n", "# across_track_range=[0,1500],\n", "# min_wind_speed=6.0, > DEACTIVATED\n", "# max_sat_zen=55. > DEACTIVATED\n", "# --------------------------------------------------------------------\n", "\n", "wct_selection = mdb.get_wct_selection(\n", " slstr_data,\n", " min_wind_speed=0.,\n", " max_sat_zen=90.\n", ")\n", "mdb.reduce(insitu_data, slstr_data, wct_selection)\n", "\n", "print \"Number of match-ups after geophysical and sensor geometry filters on WCT : \", insitu_data['time'].shape\n", "\n", "\n", "# keep only the match-ups that meet some conditions on WST content\n", "# dt_analysis < 5.\n", "# min_quality_level = 2\n", "# in situ SST defined\n", "# --------------------------------------------------------------------\n", "\n", "wst_selection = mdb.get_wst_selection(\n", " slstr_data,\n", " insitu_data,\n", " dt_thresh=5.,\n", " min_quality_level=2\n", ")\n", "mdb.reduce(insitu_data, slstr_data, wst_selection)\n", "\n", "print \"Number of match-ups after geophysical and sensor geometry filters on WST : \", insitu_data['time'].shape\n", "\n", "\n", "\n", "\n", "# additional filter on time difference\n", "# --------------------------------------------------------------------\n", "\n", "insitu_times = pd.to_datetime(insitu_data['time'], unit='s', origin='1981-01-01')\n", "slstr_times = pd.to_datetime(slstr_data['WCT']['time'], unit='us', origin='2000-01-01')\n", "\n", "time_difference = (\n", " insitu_times - slstr_times\n", ").total_seconds()\n", "slstr_data['WCT']['relative_time_difference'] = time_difference\n", "\n", "mdb.reduce(insitu_data, slstr_data, (time_difference <= 14400) & (time_difference >= -14400))\n", "\n", "print \"Number of match-ups after match-up time difference filter : \", insitu_data['time'].shape\n", "\n", "# filter on summary cloud flag\n", "# --------------------------------------------------------------------\n", "\n", "cloudy = (\n", " ((slstr_data['WCT']['confidence_io'] & 16384) > 0) |\n", " ((slstr_data['WCT']['confidence_in'] & 16384) > 0)\n", ").filled(False)\n", "\n", "mdb.reduce(insitu_data, slstr_data, ~cloudy)\n", "\n", "print \"Number of match-ups after cloud filter : \", insitu_data['time'].shape\n", "\n", "# @ TODO\n", "# abs(dt_calc_exp) le dt_thresh\n", "# --------------------------------------------------------------------\n", "\n", "\n", "# selection filters\n", "# stratify the match-ups with respect to the algorithm and day/night conditions \n", "# --------------------------------------------------------------------\n", "n2day, n2night, n3night, d2day, d2night, d3night = mdb.get_algo_type_masks(slstr_data, use_wst_filter=False)\n", "\n", "n2_sst_diff = slstr_data['WCT'][\"N2_sea_surface_temperature\"] - insitu_data['water_temperature'] - 273.15\n", "n3_sst_diff = slstr_data['WCT'][\"N3_sea_surface_temperature\"] - insitu_data['water_temperature'] - 273.15\n", "d2_sst_diff = slstr_data['WCT'][\"D2_sea_surface_temperature\"] - insitu_data['water_temperature'] - 273.15\n", "d3_sst_diff = slstr_data['WCT'][\"D3_sea_surface_temperature\"] - insitu_data['water_temperature'] - 273.15\n", "\n", "diff_sst = [\n", " n2_sst_diff,\n", " n2_sst_diff,\n", " n3_sst_diff,\n", " d2_sst_diff,\n", " d2_sst_diff,\n", " d3_sst_diff\n", "]\n", "algos = [n2day, n2night, n3night, d2day, d2night, d3night]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# generic settings for plots\n", "INSITU_LABEL = {\n", " 'cmems_drifter': 'drifter',\n", " 'cmems_argo': 'argo', \n", " 'cmems_moored': 'mooring'\n", " }\n", "\n", "SAVE_FIGURE = True\n", "\n", "# structure for the naming of the plot files\n", "SAVE_ARGS = {\n", " 'start': start,\n", " 'end': end,\n", " 'parameter': None,\n", " 'mdb': MDB_ID,\n", " 'insitu_source': insitu_source,\n", " 'selection_filter': None\n", " }\n", "\n", "DATE_FMT = \"%Y-%m-%d\"\n", "\n", "# generic title for plots featuring all algorithm selection\n", "all_algo_title = r'SLSTR WCT SST$_{skin}$ vs %s$_{depth}$' % INSITU_LABEL[insitu_source] + ' from %s to %s' % (\n", " start.strftime(DATE_FMT),\n", " end.strftime(DATE_FMT)\n", " )\n", "per_algo_title = [\n", " r'SLSTR WCT %s SST$_{skin}$ vs in %s$_{depth}$' % (_, INSITU_LABEL[insitu_source]) + ' from %s to %s' % (start.strftime(DATE_FMT), end.strftime(DATE_FMT))\n", " for _ in ALGO_LABEL\n", "]\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# latitude dependance\n", "SAVE_ARGS['parameter'] = 'latitude'\n", "\n", "plot_dependency(\n", " slstr_data['WST'][\"lat\"], diff_sst, 'Latitude / degrees', 'Median / K', [-75, 85.], 5.0, algos,\n", " title=all_algo_title,\n", " save=SAVE_FIGURE,\n", " save_args=SAVE_ARGS\n", " )\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# wind speed dependance\n", "SAVE_ARGS['parameter'] = 'wind'\n", "\n", "plot_dependency(\n", " slstr_data['WCT']['wind_tx'], diff_sst, 'NWP wind speed / m s-1', 'Median / K', [6, 20.], 0.5, algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )\n", "\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# solar zenith angle\n", "SAVE_ARGS['parameter'] = 'solzen'\n", "\n", "plot_dependency(\n", " slstr_data['WCT'][\"solar_zenith_tn\"], diff_sst, \n", " 'Solar zenith angle / degrees', 'Median / K', [20., 160.], 2.5, algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )\n" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# across-track dependance\n", "SAVE_ARGS['parameter'] = 'acrosstrack'\n", "\n", "plot_dependency(\n", " slstr_data['WCT'][\"dynamic_target_center_index\"][:, 1], diff_sst, \n", " 'Across-track index', 'Median / K', [0, 1499], 50, algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# time difference dependance\n", "SAVE_ARGS['parameter'] = 'timedifference'\n", "\n", "plot_dependency(\n", " - slstr_data['WCT'][\"relative_time_difference\"] / 3600., diff_sst, \n", " 'Time difference (in situ - sat) / hour', 'Median / K', [-4., 4.], 0.125, algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# total water vapour content\n", "SAVE_ARGS['parameter'] = 'twvc'\n", "\n", "plot_dependency(\n", " slstr_data['WCT'][\"total_column_water_vapour_tx\"], diff_sst, \n", " r'NWP TCWV / kg s$^{-2}$', 'Median / K', [0., 60.], 5., algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# satellite zenith angle\n", "SAVE_ARGS['parameter'] = 'satzen'\n", "\n", "plot_dependency(\n", " slstr_data['WCT'][\"sat_zenith_tn\"], diff_sst, \n", " 'Satellite Zenith Angle / degrees', 'Median / K', [0., 60.], 1., algos,\n", " title=all_algo_title,\n", " save=True,\n", " save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Time series\n", "pdtimes = pd.to_datetime(\n", " insitu_data['time'],\n", " unit='s', origin='1981-01-01'\n", " )\n", "\n", "plot_timeseries(\n", " diff_sst, pdtimes,\n", " algos,\n", " resampling=\"1D\",\n", " title=all_algo_title, ylimit=[-1., 1.],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "\n", "plot_timeseries(\n", " diff_sst, pdtimes,\n", " algos,\n", " resampling=\"5D\",\n", " title=all_algo_title, ylimit=[-1., 1.],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "\n", "plot_timeseries(\n", " diff_sst, pdtimes,\n", " algos,\n", " resampling=\"1M\",\n", " title=all_algo_title, ylimit=[-1., 1.],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/pandas/core/indexes/datetimelike.py:296: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59621 but corresponding boolean dimension is 59364\n", " result = getitem(key)\n", "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 28470\n", " dout = self.data[indx]\n", "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 28470\n", " dout._mask = _mask[indx]\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# map and hovemuller for each match-up selection\n", "\n", "k = 0\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), insitu_times[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 30894\n", " dout = self.data[indx]\n", "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 30894\n", " dout._mask = _mask[indx]\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 1\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 2\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14574\n", " dout = self.data[indx]\n", "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14574\n", " dout._mask = _mask[indx]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 3\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14102\n", " dout = self.data[indx]\n", "/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14102\n", " dout._mask = _mask[indx]\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 4\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 5\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_map_diff(\n", " diff_sst[k][algos[k]],\n", " insitu_data[\"lon\"][algos[k]],\n", " insitu_data[\"lat\"][algos[k]],\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )\n", "plot_hovmuller(\n", " numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]], \n", " insitu_data[\"lat\"],\n", " title=per_algo_title[k],\n", " xlabel = \"SST difference / K\",\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "valrange = [-4.0, 4.0]\n", "nbbins = 801\n", "\n", "k = 0\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 1\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 2\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 3\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 4\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = 5\n", "SAVE_ARGS['selection_filter'] = ALGO_CODE[k]\n", "\n", "plot_histogram(\n", " diff_sst[k][algos[k]], valrange, nbbins,\n", " title=per_algo_title[k],\n", " save=SAVE_FIGURE, save_args=SAVE_ARGS\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "felyx", "language": "python", "name": "felyx" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }