From 51fa820e3139e892653e23b151bcd0f938836cce Mon Sep 17 00:00:00 2001 From: Raphael Shirley Date: Thu, 7 Dec 2017 17:23:25 +0000 Subject: [PATCH] Fixed bug on NGP we only have decam z on ngp but need to check on whole field #16 --- dmu1/dmu1_ml_NGP/2_Merging.ipynb | 139 +++++++++--------- .../3_Checks_and_diagnostics.ipynb | 8 +- 2 files changed, 71 insertions(+), 76 deletions(-) diff --git a/dmu1/dmu1_ml_NGP/2_Merging.ipynb b/dmu1/dmu1_ml_NGP/2_Merging.ipynb index d8353f5d..132484b2 100644 --- a/dmu1/dmu1_ml_NGP/2_Merging.ipynb +++ b/dmu1/dmu1_ml_NGP/2_Merging.ipynb @@ -19,7 +19,7 @@ "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", - "04829ed (Thu Nov 2 16:57:19 2017 +0000) [with local modifications]\n" + "33f5ec7 (Wed Dec 6 16:56:17 2017 +0000)\n" ] } ], @@ -90,7 +90,9 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "decals = Table.read(\"{}/DECaLS.fits\".format(TMP_DIR))\n", @@ -146,7 +148,7 @@ "data": { "image/png": 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AxTwNTUnLrbmmchioTnsOAACcw8/Q5KRgDVUmKW3PVWnPAQCAc/gZmhK3jkpTgUFwAABw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\nSeLOeyJ3zunZ01U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XsZqqBYrS7XEAAEB2tJIgQkkfc/frJL1W0kfM7Lolx7xN0jXp162SPt3WUW6SoA3N64PV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\nPe1KFQ9KOujur5D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540200.61731544528.3761866779nannannannan11.2916nannannannan0.925935nannannannan9.50075nannannannan1.37338nannanFalsenannanFalsenannanFalsenannanFalse21.26810.0890325Falsenannannannannannannannan21.45560.156948False0False-1nannannannannannannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannanFalse0
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idxdecals_idradecf_decam_zferr_decam_zf_ap_decam_zferr_ap_decam_zm_decam_zmerr_decam_zflag_decam_zm_ap_decam_zmerr_ap_decam_zstellaritydecals_flag_cleaneddecals_flag_gaiaflag_mergedps1_idm_ap_gpc1_gmerr_ap_gpc1_gm_gpc1_gmerr_gpc1_gm_ap_gpc1_rmerr_ap_gpc1_rm_gpc1_rmerr_gpc1_rm_ap_gpc1_imerr_ap_gpc1_im_gpc1_imerr_gpc1_im_ap_gpc1_zmerr_ap_gpc1_zm_gpc1_zmerr_gpc1_zm_ap_gpc1_ymerr_ap_gpc1_ym_gpc1_ymerr_gpc1_yf_ap_gpc1_gferr_ap_gpc1_gf_gpc1_gferr_gpc1_gflag_gpc1_gf_ap_gpc1_rferr_ap_gpc1_rf_gpc1_rferr_gpc1_rflag_gpc1_rf_ap_gpc1_iferr_ap_gpc1_if_gpc1_iferr_gpc1_iflag_gpc1_if_ap_gpc1_zferr_ap_gpc1_zf_gpc1_zferr_gpc1_zflag_gpc1_zf_ap_gpc1_yferr_ap_gpc1_yf_gpc1_yferr_gpc1_yflag_gpc1_yps1_flag_cleanedps1_flag_gaialas_idm_ukidss_ymerr_ukidss_ym_ap_ukidss_ymerr_ap_ukidss_ym_ukidss_jmerr_ukidss_jm_ap_ukidss_jmerr_ap_ukidss_jm_ap_ukidss_hmerr_ap_ukidss_hm_ukidss_hmerr_ukidss_hm_ap_ukidss_kmerr_ap_ukidss_km_ukidss_kmerr_ukidss_klas_stellarityf_ukidss_yferr_ukidss_yflag_ukidss_yf_ap_ukidss_yferr_ap_ukidss_yf_ukidss_jferr_ukidss_jflag_ukidss_jf_ap_ukidss_jferr_ap_ukidss_jf_ap_ukidss_hferr_ap_ukidss_hf_ukidss_hferr_ukidss_hflag_ukidss_hf_ap_ukidss_kferr_ap_ukidss_kf_ukidss_kferr_ukidss_kflag_ukidss_klas_flag_cleanedlas_flag_gaialegacy_idf_bass_gferr_bass_gf_ap_bass_gferr_ap_bass_gf_bass_rferr_bass_rf_ap_bass_rferr_ap_bass_rf_bass_zferr_bass_zf_ap_bass_zferr_ap_bass_zlegacy_stellaritym_bass_gmerr_bass_gflag_bass_gm_ap_bass_gmerr_ap_bass_gm_bass_rmerr_bass_rflag_bass_rm_ap_bass_rmerr_ap_bass_rm_bass_zmerr_bass_zflag_bass_zm_ap_bass_zmerr_ap_bass_zlegacy_flag_cleanedlegacy_flag_gaia
degdeguJyuJyuJyuJyuJyuJy
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31935200.59191334928.83645963623.59540.509448nannan22.51060.153842Falsenan-20.24890.9False0False-1nannannannannannannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannanFalse0
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91623200.71800519328.31371448523.020530.486056nannan22.69980.174714Falsenan-7.576810.9False0False-1nannannannannannannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannannannanFalsenannannannanFalseFalse0-1nannannannannannannannannannannannannannannanFalsenannannannanFalsenannannannanFalsenannanFalse0