From 03883dc63097207cd56afe44bb526c1345da6580 Mon Sep 17 00:00:00 2001 From: Varun Ratnakar Date: Mon, 9 Sep 2024 17:21:39 +0530 Subject: [PATCH] Remove extra queries --- examples/notebooks/oop_demo.ipynb | 1204 +++++++++++------------------ 1 file changed, 437 insertions(+), 767 deletions(-) diff --git a/examples/notebooks/oop_demo.ipynb b/examples/notebooks/oop_demo.ipynb index b856342..7ad7966 100644 --- a/examples/notebooks/oop_demo.ipynb +++ b/examples/notebooks/oop_demo.ipynb @@ -58,7 +58,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 16/16 [00:00<00:00, 67.02it/s]\n" + "100%|██████████| 16/16 [00:00<00:00, 67.10it/s]\n" ] }, { @@ -70,9 +70,9 @@ "\n", "Ocn-RedSea.Felis.2000\n", "=========================\n", - "Publication: A coral oxygen isotope record from the northern Red Sea documenting NAO, ENSO, and North Pacific teleconnections on Middle East climate variability since the year 1750 by ['Thomas Felis', 'Jürgen Pätzold', 'Ahmed H. Nawar', 'Gerold Wefer', 'Yossi Loya', 'Maoz Fine']\n", + "Publication: A coral oxygen isotope record from the northern Red Sea documenting NAO, ENSO, and North Pacific teleconnections on Middle East climate variability since the year 1750 by ['Ahmed H. Nawar', 'Maoz Fine', 'Yossi Loya', 'Jürgen Pätzold', 'Thomas Felis', 'Gerold Wefer']\n", + "Publication: Tropical sea surface temperatures for the past four centuries reconstructed from coral archives by ['Jens Zinke', 'Kevin J. Anchukaitis', 'Nerilie J. Abram', 'Casey P. Saenger', 'Henry C. Wu', 'Jessica E. Tierney', 'Cyril Giry', 'K. Halimeda Kilbourne', 'Michael N. Evans']\n", "Publication: World Data Center for Paleoclimatology by ['T. Felis']\n", - "Publication: Tropical sea surface temperatures for the past four centuries reconstructed from coral archives by ['Jessica E. Tierney', 'Kevin J. Anchukaitis', 'K. Halimeda Kilbourne', 'Michael N. Evans', 'Henry C. Wu', 'Cyril Giry', 'Nerilie J. Abram', 'Jens Zinke', 'Casey P. Saenger']\n", "- Paleo Table: Ocn-RedSea.Felis.2000.paleo1measurement1.csv\n" ] }, @@ -154,8 +154,8 @@ "\n", "Ant-WAIS-Divide.Severinghaus.2012\n", "=========================\n", - "Publication: Little Ice Age cold interval in West Antarctica: Evidence from borehole temperature at the West Antarctic Ice Sheet (WAIS) Divide by ['Jeffrey P. Severinghaus', 'Anais J. Orsi', 'Bruce D. Cornuelle']\n", "Publication: This study by ['Severinghaus J.']\n", + "Publication: Little Ice Age cold interval in West Antarctica: Evidence from borehole temperature at the West Antarctic Ice Sheet (WAIS) Divide by ['Bruce D. Cornuelle', 'Anais J. Orsi', 'Jeffrey P. Severinghaus']\n", "- Paleo Table: Ant-WAIS-Divide.Severinghaus.2012.paleo1measurement1.csv\n" ] }, @@ -270,47 +270,47 @@ " \n", " \n", " \n", - " temperature\n", " year\n", + " temperature\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.166\n", " 800\n", + " 0.166\n", " \n", " \n", " 1\n", - " 0.264\n", " 850\n", + " 0.264\n", " \n", " \n", " 2\n", - " 0.354\n", " 900\n", + " 0.354\n", " \n", " \n", " 3\n", - " 0.447\n", " 950\n", + " 0.447\n", " \n", " \n", " 4\n", - " 0.538\n", " 1000\n", + " 0.538\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temperature year\n", - "0 0.166 800\n", - "1 0.264 850\n", - "2 0.354 900\n", - "3 0.447 950\n", - "4 0.538 1000" + " year temperature\n", + "0 800 0.166\n", + "1 850 0.264\n", + "2 900 0.354\n", + "3 950 0.447\n", + "4 1000 0.538" ] }, "metadata": {}, @@ -321,21 +321,21 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- temperature [degC]\n", "- year [yr AD]\n", + "- temperature [degC]\n", "\n", "\n", "Ocn-AlboranSea436B.Nieto-Moreno.2013\n", "=========================\n", - "Funding: ['200800050084447 (MARM)']\n", - "Funding: ['Project RNM 05212']\n", - "Funding: ['CTM2009-7715']\n", - "Funding: ['CGL2009-07603']\n", "Funding: ['Research Group 0179']\n", + "Funding: ['CTM2009-7715']\n", "Funding: ['FP7/2007-2013)/ERC Grant Agreement #226600']\n", - "Publication: Climate conditions in the westernmost Mediterranean over the last two millennia: An integrated biomarker approach by ['J. García-Orellana', 'P. Masqué', 'F. Martínez-Ruiz', 'V. Willmott', 'V. Nieto-Moreno', 'J.S. Sinninghe Damsté']\n", + "Funding: ['CGL2009-07603']\n", + "Funding: ['200800050084447 (MARM)']\n", + "Funding: ['Project RNM 05212']\n", "Publication: PANGAEA by ['V. Nieto-Moreno']\n", - "Publication: Robust global ocean cooling trend for the pre-industrial Common Era by ['Kandasamy Selvaraj', 'Helen V. McGregor', 'Belen Martrat', 'Hugues Goosse', 'P. Graham Mortyn', 'Guillaume Leduc', 'Helena L. Filipsson', 'Kaustubh Thirumalai', 'Vasile Ersek', 'Marit-Solveig Seidenkrantz', 'Jason A. Addison', 'Michael N. Evans', 'Marie-Alexandrine Sicre', 'Steven J. Phipps', 'Delia W. Oppo']\n", + "Publication: Climate conditions in the westernmost Mediterranean over the last two millennia: An integrated biomarker approach by ['P. Masqué', 'J. García-Orellana', 'V. Willmott', 'V. Nieto-Moreno', 'J.S. Sinninghe Damsté', 'F. Martínez-Ruiz']\n", + "Publication: Robust global ocean cooling trend for the pre-industrial Common Era by ['Helen V. McGregor', 'Helena L. Filipsson', 'Steven J. Phipps', 'Marit-Solveig Seidenkrantz', 'Jason A. Addison', 'Hugues Goosse', 'Vasile Ersek', 'Marie-Alexandrine Sicre', 'Belen Martrat', 'Kandasamy Selvaraj', 'P. Graham Mortyn', 'Guillaume Leduc', 'Delia W. Oppo', 'Michael N. Evans', 'Kaustubh Thirumalai']\n", "- Paleo Table: Ocn-AlboranSea436B.Nieto-Moreno.2013.paleo1measurement1.csv\n" ] }, @@ -360,47 +360,47 @@ " \n", " \n", " \n", - " year\n", " temperature\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 1999.07\n", " 18.79\n", + " 1999.07\n", " \n", " \n", " 1\n", - " 1993.12\n", " 19.38\n", + " 1993.12\n", " \n", " \n", " 2\n", - " 1987.17\n", " 19.61\n", + " 1987.17\n", " \n", " \n", " 3\n", - " 1975.26\n", " 18.88\n", + " 1975.26\n", " \n", " \n", " 4\n", - " 1963.36\n", " 18.74\n", + " 1963.36\n", " \n", " \n", "\n", "" ], "text/plain": [ - " year temperature\n", - "0 1999.07 18.79\n", - "1 1993.12 19.38\n", - "2 1987.17 19.61\n", - "3 1975.26 18.88\n", - "4 1963.36 18.74" + " temperature year\n", + "0 18.79 1999.07\n", + "1 19.38 1993.12\n", + "2 19.61 1987.17\n", + "3 18.88 1975.26\n", + "4 18.74 1963.36" ] }, "metadata": {}, @@ -411,13 +411,13 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- year [yr AD]\n", "- temperature [degC]\n", + "- year [yr AD]\n", "\n", "\n", "Eur-SpannagelCave.Mangini.2005\n", "=========================\n", - "Publication: Reconstruction of temperature in the Central Alps during the past 2000 yr from a δ18O stalagmite record by ['A. Mangini', 'C. Spötl', 'P. Verdes']\n", + "Publication: Reconstruction of temperature in the Central Alps during the past 2000 yr from a δ18O stalagmite record by ['P. Verdes', 'A. Mangini', 'C. Spötl']\n", "Publication: World Data Center for Paleoclimatology by ['A. Mangini']\n", "- Paleo Table: Eur-SpannagelCave.Mangini.2005.paleo1measurement1.csv\n" ] @@ -500,9 +500,9 @@ "\n", "Ocn-FeniDrift.Richter.2009\n", "=========================\n", + "Publication: Late Holocene (0–2.4kaBP) surface water temperature and salinity variability, Feni Drift, NE Atlantic Ocean by ['T.C.E. van Weering', 'F.J.C. Peeters', 'T.O. Richter']\n", + "Publication: Robust global ocean cooling trend for the pre-industrial Common Era by ['Hugues Goosse', 'P. Graham Mortyn', 'Marie-Alexandrine Sicre', 'Guillaume Leduc', 'Marit-Solveig Seidenkrantz', 'Jason A. Addison', 'Belen Martrat', 'Vasile Ersek', 'Delia W. Oppo', 'Michael N. Evans', 'Kaustubh Thirumalai', 'Kandasamy Selvaraj', 'Helena L. Filipsson', 'Helen V. McGregor', 'Steven J. Phipps']\n", "Publication: World Data Center for Paleoclimatology by ['T.O. Richter']\n", - "Publication: Late Holocene (0–2.4kaBP) surface water temperature and salinity variability, Feni Drift, NE Atlantic Ocean by ['F.J.C. Peeters', 'T.C.E. van Weering', 'T.O. Richter']\n", - "Publication: Robust global ocean cooling trend for the pre-industrial Common Era by ['Marit-Solveig Seidenkrantz', 'Steven J. Phipps', 'Hugues Goosse', 'P. Graham Mortyn', 'Kaustubh Thirumalai', 'Jason A. Addison', 'Michael N. Evans', 'Marie-Alexandrine Sicre', 'Delia W. Oppo', 'Kandasamy Selvaraj', 'Helen V. McGregor', 'Belen Martrat', 'Guillaume Leduc', 'Helena L. Filipsson', 'Vasile Ersek']\n", "- Paleo Table: Ocn-FeniDrift.Richter.2009.paleo2measurement1.csv\n" ] }, @@ -527,71 +527,71 @@ " \n", " \n", " \n", - " temperature\n", - " depthBottom\n", - " notes\n", " year\n", " Mg/Ca\n", + " temperature\n", + " depthBottom\n", " depthTop\n", + " notes\n", " \n", " \n", " \n", " \n", " 0\n", - " 12.94\n", - " 0.5\n", - " M200309\n", " 1998\n", " 2.310\n", + " 12.94\n", " 0.5\n", + " 0.5\n", + " M200309\n", " \n", " \n", " 1\n", - " 10.99\n", - " 1.5\n", - " M200309\n", " 1987\n", " 1.973\n", + " 10.99\n", " 1.5\n", + " 1.5\n", + " M200309\n", " \n", " \n", " 2\n", - " 10.53\n", - " 2.5\n", - " M200309\n", " 1975\n", " 1.901\n", + " 10.53\n", " 2.5\n", + " 2.5\n", + " M200309\n", " \n", " \n", " 3\n", - " 10.44\n", - " 3.5\n", - " M200309\n", " 1962\n", " 1.887\n", + " 10.44\n", " 3.5\n", + " 3.5\n", + " M200309\n", " \n", " \n", " 4\n", - " 11.39\n", - " 4.5\n", - " M200309\n", " 1949\n", " 2.038\n", + " 11.39\n", " 4.5\n", + " 4.5\n", + " M200309\n", " \n", " \n", "\n", "" ], "text/plain": [ - " temperature depthBottom notes year Mg/Ca depthTop\n", - "0 12.94 0.5 M200309 1998 2.310 0.5\n", - "1 10.99 1.5 M200309 1987 1.973 1.5\n", - "2 10.53 2.5 M200309 1975 1.901 2.5\n", - "3 10.44 3.5 M200309 1962 1.887 3.5\n", - "4 11.39 4.5 M200309 1949 2.038 4.5" + " year Mg/Ca temperature depthBottom depthTop notes\n", + "0 1998 2.310 12.94 0.5 0.5 M200309\n", + "1 1987 1.973 10.99 1.5 1.5 M200309\n", + "2 1975 1.901 10.53 2.5 2.5 M200309\n", + "3 1962 1.887 10.44 3.5 3.5 M200309\n", + "4 1949 2.038 11.39 4.5 4.5 M200309" ] }, "metadata": {}, @@ -602,12 +602,12 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- temperature [degC]\n", - "- depth_bottom [cm]\n", - "- notes\n", "- year [yr AD]\n", "- Mg_Ca\n", + "- temperature [degC]\n", + "- depth_bottom [cm]\n", "- depth_top [cm]\n", + "- notes\n", "- Paleo Table: Ocn-FeniDrift.Richter.2009.paleo1measurement1.csv\n" ] }, @@ -632,40 +632,40 @@ " \n", " \n", " \n", - " temperature\n", " year\n", + " temperature\n", " Mg/Ca\n", " \n", " \n", " \n", " \n", " 0\n", - " 12.94\n", " 1998\n", + " 12.94\n", " 2.310\n", " \n", " \n", " 1\n", - " 10.99\n", " 1987\n", + " 10.99\n", " 1.973\n", " \n", " \n", " 2\n", - " 10.53\n", " 1975\n", + " 10.53\n", " 1.901\n", " \n", " \n", " 3\n", - " 10.44\n", " 1962\n", + " 10.44\n", " 1.887\n", " \n", " \n", " 4\n", - " 11.39\n", " 1949\n", + " 11.39\n", " 2.038\n", " \n", " \n", @@ -673,12 +673,12 @@ "" ], "text/plain": [ - " temperature year Mg/Ca\n", - "0 12.94 1998 2.310\n", - "1 10.99 1987 1.973\n", - "2 10.53 1975 1.901\n", - "3 10.44 1962 1.887\n", - "4 11.39 1949 2.038" + " year temperature Mg/Ca\n", + "0 1998 12.94 2.310\n", + "1 1987 10.99 1.973\n", + "2 1975 10.53 1.901\n", + "3 1962 10.44 1.887\n", + "4 1949 11.39 2.038" ] }, "metadata": {}, @@ -689,14 +689,14 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- temperature [degC]\n", "- year [yr AD]\n", + "- temperature [degC]\n", "- Mg_Ca\n", "\n", "\n", "Eur-LakeSilvaplana.Trachsel.2010\n", "=========================\n", - "Publication: Scanning reflectance spectroscopy (380–730 nm): a novel method for quantitative high-resolution climate reconstructions from minerogenic lake sediments by ['C. Kamenik', 'B. Rein', 'D. Schnyder', 'M. Grosjean', 'M. Trachsel']\n", + "Publication: Scanning reflectance spectroscopy (380–730 nm): a novel method for quantitative high-resolution climate reconstructions from minerogenic lake sediments by ['M. Grosjean', 'M. Trachsel', 'C. Kamenik', 'D. Schnyder', 'B. Rein']\n", "Publication: World Data Center for Paleoclimatology by ['M. Trachsel']\n", "- Paleo Table: Eur-LakeSilvaplana.Trachsel.2010.paleo1measurement1.csv\n" ] @@ -779,7 +779,7 @@ "\n", "Ocn-PedradeLume-CapeVerdeIslands.Moses.2006\n", "=========================\n", - "Publication: Evidence of multidecadal salinity variability in the eastern tropical North Atlantic by ['Peter K. Swart', 'Brad E. Rosenheim', 'Christopher S. Moses']\n", + "Publication: Evidence of multidecadal salinity variability in the eastern tropical North Atlantic by ['Brad E. Rosenheim', 'Christopher S. Moses', 'Peter K. Swart']\n", "Publication: World Data Center for Paleoclimatology by ['C.S. Moses']\n", "- Paleo Table: Ocn-PedradeLume-CapeVerdeIslands.Moses.2006.paleo1measurement1.csv\n" ] @@ -862,9 +862,9 @@ "\n", "Ocn-SinaiPeninsula,RedSea.Moustafa.2000\n", "=========================\n", - "Publication: Tropical sea surface temperatures for the past four centuries reconstructed from coral archives by ['Michael N. Evans', 'Henry C. Wu', 'Nerilie J. Abram', 'Cyril Giry', 'Jens Zinke', 'Casey P. Saenger', 'Jessica E. Tierney', 'Kevin J. Anchukaitis', 'K. Halimeda Kilbourne']\n", + "Publication: Mid-Holocene stable isotope record of corals from the northern Red Sea by ['Jürgen Pätzold', 'Yossi Loya', 'Gerold Wefer', 'Yaser Ahmed Moustafa']\n", + "Publication: Tropical sea surface temperatures for the past four centuries reconstructed from coral archives by ['Jens Zinke', 'Henry C. Wu', 'Kevin J. Anchukaitis', 'Nerilie J. Abram', 'Casey P. Saenger', 'Cyril Giry', 'Michael N. Evans', 'Jessica E. Tierney', 'K. Halimeda Kilbourne']\n", "Publication: PANGAEA by ['Y.A. Moustafa']\n", - "Publication: Mid-Holocene stable isotope record of corals from the northern Red Sea by ['Yossi Loya', 'Yaser Ahmed Moustafa', 'Jürgen Pätzold', 'Gerold Wefer']\n", "- Paleo Table: Ocn-SinaiPeninsula,RedSea.Moustafa.2000.paleo1measurement1.csv\n" ] }, @@ -947,7 +947,7 @@ "Eur-NorthernSpain.Martin-Chivelet.2011\n", "=========================\n", "Publication: World Data Center for Paleoclimatology by ['J. Martín-Chivelet']\n", - "Publication: Land surface temperature changes in northern Iberia since 4000 yr BP, based on δ13C of speleothems by ['R. Lawrence Edwards', 'María J. Turrero', 'Javier Martín-Chivelet', 'Ana I. Ortega', 'M. Belén Muñoz-García']\n", + "Publication: Land surface temperature changes in northern Iberia since 4000 yr BP, based on δ13C of speleothems by ['Javier Martín-Chivelet', 'M. Belén Muñoz-García', 'Ana I. Ortega', 'R. Lawrence Edwards', 'María J. Turrero']\n", "- Paleo Table: Eur-NorthernSpain.Martin-Chivelet.2011.paleo1measurement1.csv\n" ] }, @@ -972,47 +972,47 @@ " \n", " \n", " \n", - " year\n", " d18O\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 2000\n", " 0.94\n", + " 2000\n", " \n", " \n", " 1\n", - " 1987\n", " 0.80\n", + " 1987\n", " \n", " \n", " 2\n", - " 1983\n", " 0.23\n", + " 1983\n", " \n", " \n", " 3\n", - " 1978\n", " 0.17\n", + " 1978\n", " \n", " \n", " 4\n", - " 1975\n", " 0.51\n", + " 1975\n", " \n", " \n", "\n", "" ], "text/plain": [ - " year d18O\n", - "0 2000 0.94\n", - "1 1987 0.80\n", - "2 1983 0.23\n", - "3 1978 0.17\n", - "4 1975 0.51" + " d18O year\n", + "0 0.94 2000\n", + "1 0.80 1987\n", + "2 0.23 1983\n", + "3 0.17 1978\n", + "4 0.51 1975" ] }, "metadata": {}, @@ -1023,14 +1023,14 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- year [yr AD]\n", "- d18O [permil]\n", + "- year [yr AD]\n", "\n", "\n", "Arc-Kongressvatnet.D'Andrea.2012\n", "=========================\n", "Publication: World Data Center for Paleoclimatology by [\"W.J. D'Andrea\"]\n", - "Publication: Mild Little Ice Age and unprecedented recent warmth in an 1800 year lake sediment record from Svalbard by ['N. L. Balascio', 'S. R. Roof', 'M. Retelle', 'R. S. Bradley', 'D. A. Vaillencourt', 'A. Werner', \"W. J. D'Andrea\"]\n", + "Publication: Mild Little Ice Age and unprecedented recent warmth in an 1800 year lake sediment record from Svalbard by ['S. R. Roof', 'N. L. Balascio', \"W. J. D'Andrea\", 'A. Werner', 'M. Retelle', 'R. S. Bradley', 'D. A. Vaillencourt']\n", "- Paleo Table: Arc-Kongressvatnet.D'Andrea.2012.paleo1measurement1.csv\n" ] }, @@ -1055,53 +1055,53 @@ " \n", " \n", " \n", - " Uk37\n", - " year\n", " temperature\n", + " year\n", + " Uk37\n", " \n", " \n", " \n", " \n", " 0\n", - " -0.65\n", - " 2008\n", " 5.9\n", + " 2008\n", + " -0.65\n", " \n", " \n", " 1\n", - " -0.67\n", - " 2004\n", " 5.1\n", + " 2004\n", + " -0.67\n", " \n", " \n", " 2\n", - " -0.65\n", - " 2000\n", " 6.1\n", + " 2000\n", + " -0.65\n", " \n", " \n", " 3\n", - " -0.67\n", - " 1996\n", " 5.3\n", + " 1996\n", + " -0.67\n", " \n", " \n", " 4\n", - " -0.69\n", - " 1990\n", " 4.3\n", + " 1990\n", + " -0.69\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Uk37 year temperature\n", - "0 -0.65 2008 5.9\n", - "1 -0.67 2004 5.1\n", - "2 -0.65 2000 6.1\n", - "3 -0.67 1996 5.3\n", - "4 -0.69 1990 4.3" + " temperature year Uk37\n", + "0 5.9 2008 -0.65\n", + "1 5.1 2004 -0.67\n", + "2 6.1 2000 -0.65\n", + "3 5.3 1996 -0.67\n", + "4 4.3 1990 -0.69" ] }, "metadata": {}, @@ -1112,15 +1112,15 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- Uk37\n", - "- year [yr AD]\n", "- temperature [degC]\n", + "- year [yr AD]\n", + "- Uk37\n", "\n", "\n", "Eur-CoastofPortugal.Abrantes.2011\n", "=========================\n", + "Publication: Climate of the last millennium at the southern pole of the North Atlantic Oscillation: an inner-shelf sediment record of flooding and upwelling by ['L Witt', 'F Abrantes', 'AHL Voelker', 'C Lopes', 'B Montanari', 'C Santos', 'T Rodrigues']\n", "Publication: PANGAEA by ['F. Abrantes']\n", - "Publication: Climate of the last millennium at the southern pole of the North Atlantic Oscillation: an inner-shelf sediment record of flooding and upwelling by ['C Santos', 'AHL Voelker', 'C Lopes', 'B Montanari', 'L Witt', 'F Abrantes', 'T Rodrigues']\n", "- Paleo Table: Eur-CoastofPortugal.Abrantes.2011.paleo1measurement1.csv\n" ] }, @@ -1145,47 +1145,47 @@ " \n", " \n", " \n", - " year\n", " temperature\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 971.190\n", " 15.235\n", + " 971.190\n", " \n", " \n", " 1\n", - " 982.672\n", " 15.329\n", + " 982.672\n", " \n", " \n", " 2\n", - " 991.858\n", " 15.264\n", + " 991.858\n", " \n", " \n", " 3\n", - " 1001.044\n", " 15.376\n", + " 1001.044\n", " \n", " \n", " 4\n", - " 1010.230\n", " 15.400\n", + " 1010.230\n", " \n", " \n", "\n", "" ], "text/plain": [ - " year temperature\n", - "0 971.190 15.235\n", - "1 982.672 15.329\n", - "2 991.858 15.264\n", - "3 1001.044 15.376\n", - "4 1010.230 15.400" + " temperature year\n", + "0 15.235 971.190\n", + "1 15.329 982.672\n", + "2 15.264 991.858\n", + "3 15.376 1001.044\n", + "4 15.400 1010.230" ] }, "metadata": {}, @@ -1196,14 +1196,14 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- year [yr AD]\n", "- temperature [degC]\n", + "- year [yr AD]\n", "\n", "\n", "Eur-SpanishPyrenees.Dorado-Linan.2012\n", "=========================\n", + "Publication: Estimating 750 years of temperature variations and uncertainties in the Pyrenees by tree-ring reconstructions and climate simulations by ['I. Dorado Liñán', 'E. Gutiérrez', 'J. P. Montávez', 'M. Brunet', 'G. Helle', 'U. Büntgen', 'I. Heinrich', 'E. Zorita', 'J. J. Gómez-Navarro', 'F. González-Rouco']\n", "Publication: World Data Center for Paleoclimatology by ['I. Dorado-Linan']\n", - "Publication: Estimating 750 years of temperature variations and uncertainties in the Pyrenees by tree-ring reconstructions and climate simulations by ['J. P. Montávez', 'I. Heinrich', 'G. Helle', 'I. Dorado Liñán', 'M. Brunet', 'U. Büntgen', 'E. Gutiérrez', 'J. J. Gómez-Navarro', 'E. Zorita', 'F. González-Rouco']\n", "- Paleo Table: Eur-SpanishPyrenees.Dorado-Linan.2012.paleo1measurement1.csv\n" ] }, @@ -1228,47 +1228,47 @@ " \n", " \n", " \n", - " year\n", " ringWidth\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 1260\n", " -1.612\n", + " 1260\n", " \n", " \n", " 1\n", - " 1261\n", " -0.703\n", + " 1261\n", " \n", " \n", " 2\n", - " 1262\n", " -0.360\n", + " 1262\n", " \n", " \n", " 3\n", - " 1263\n", " -0.767\n", + " 1263\n", " \n", " \n", " 4\n", - " 1264\n", " -0.601\n", + " 1264\n", " \n", " \n", "\n", "" ], "text/plain": [ - " year ringWidth\n", - "0 1260 -1.612\n", - "1 1261 -0.703\n", - "2 1262 -0.360\n", - "3 1263 -0.767\n", - "4 1264 -0.601" + " ringWidth year\n", + "0 -1.612 1260\n", + "1 -0.703 1261\n", + "2 -0.360 1262\n", + "3 -0.767 1263\n", + "4 -0.601 1264" ] }, "metadata": {}, @@ -1279,14 +1279,14 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- year [yr AD]\n", "- trsgi\n", + "- year [yr AD]\n", "\n", "\n", "Eur-FinnishLakelands.Helama.2014\n", "=========================\n", "Publication: World Data Center for Paleoclimatology by ['S. Helama']\n", - "Publication: A palaeotemperature record for the Finnish Lakeland based on microdensitometric variations in tree rings by ['Samuli Helama', 'Jari Holopainen', 'Hanna Mäkelä', 'Jouko Meriläinen', 'Taneli Kolström', 'Matti Vartiainen']\n", + "Publication: A palaeotemperature record for the Finnish Lakeland based on microdensitometric variations in tree rings by ['Taneli Kolström', 'Samuli Helama', 'Jari Holopainen', 'Matti Vartiainen', 'Hanna Mäkelä', 'Jouko Meriläinen']\n", "- Paleo Table: Eur-FinnishLakelands.Helama.2014.paleo1measurement1.csv\n" ] }, @@ -1368,7 +1368,7 @@ "\n", "Eur-NorthernScandinavia.Esper.2012\n", "=========================\n", - "Publication: Orbital forcing of tree-ring data by ['Daniel Nievergelt', 'Nils Fischer', 'Anne Verstege', 'Mauri Timonen', 'Sebastian Wagner', 'Steffen Holzkämper', 'Jan Esper', 'David C. Frank', 'Ulf Büntgen', 'Rob J. S. Wilson', 'Jürg Luterbacher', 'Eduardo Zorita']\n", + "Publication: Orbital forcing of tree-ring data by ['Jürg Luterbacher', 'Jan Esper', 'Eduardo Zorita', 'Daniel Nievergelt', 'Nils Fischer', 'Steffen Holzkämper', 'Mauri Timonen', 'David C. Frank', 'Ulf Büntgen', 'Rob J. S. Wilson', 'Anne Verstege', 'Sebastian Wagner']\n", "Publication: World Data Center for Paleoclimatology by ['J. Esper']\n", "- Paleo Table: Eur-NorthernScandinavia.Esper.2012.paleo1measurement1.csv\n" ] @@ -1394,47 +1394,47 @@ " \n", " \n", " \n", - " MXD\n", " year\n", + " MXD\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.460\n", " -138\n", + " 0.460\n", " \n", " \n", " 1\n", - " 1.305\n", " -137\n", + " 1.305\n", " \n", " \n", " 2\n", - " 0.755\n", " -136\n", + " 0.755\n", " \n", " \n", " 3\n", - " -0.100\n", " -135\n", + " -0.100\n", " \n", " \n", " 4\n", - " -0.457\n", " -134\n", + " -0.457\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MXD year\n", - "0 0.460 -138\n", - "1 1.305 -137\n", - "2 0.755 -136\n", - "3 -0.100 -135\n", - "4 -0.457 -134" + " year MXD\n", + "0 -138 0.460\n", + "1 -137 1.305\n", + "2 -136 0.755\n", + "3 -135 -0.100\n", + "4 -134 -0.457" ] }, "metadata": {}, @@ -1445,14 +1445,14 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- MXD\n", "- year [yr AD]\n", + "- MXD\n", "\n", "\n", "Eur-Stockholm.Leijonhufvud.2009\n", "=========================\n", + "Publication: Five centuries of Stockholm winter/spring temperatures reconstructed from documentary evidence and instrumental observations by ['Rob Wilson', 'Anders Moberg', 'Lotta Leijonhufvud', 'Dag Retsö', 'Johan Söderberg', 'Ulrica Söderlind']\n", "Publication: World Data Center for Paleoclimatology by ['L. Leijonhufvud']\n", - "Publication: Five centuries of Stockholm winter/spring temperatures reconstructed from documentary evidence and instrumental observations by ['Dag Retsö', 'Johan Söderberg', 'Rob Wilson', 'Anders Moberg', 'Lotta Leijonhufvud', 'Ulrica Söderlind']\n", "- Paleo Table: Eur-Stockholm.Leijonhufvud.2009.paleo1measurement1.csv\n" ] }, @@ -1477,47 +1477,47 @@ " \n", " \n", " \n", - " year\n", " temperature\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 1502\n", " -1.7212\n", + " 1502\n", " \n", " \n", " 1\n", - " 1503\n", " -1.6382\n", + " 1503\n", " \n", " \n", " 2\n", - " 1504\n", " -0.6422\n", + " 1504\n", " \n", " \n", " 3\n", - " 1505\n", " 0.1048\n", + " 1505\n", " \n", " \n", " 4\n", - " 1506\n", " -0.7252\n", + " 1506\n", " \n", " \n", "\n", "" ], "text/plain": [ - " year temperature\n", - "0 1502 -1.7212\n", - "1 1503 -1.6382\n", - "2 1504 -0.6422\n", - "3 1505 0.1048\n", - "4 1506 -0.7252" + " temperature year\n", + "0 -1.7212 1502\n", + "1 -1.6382 1503\n", + "2 -0.6422 1504\n", + "3 0.1048 1505\n", + "4 -0.7252 1506" ] }, "metadata": {}, @@ -1528,8 +1528,8 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- year [yr AD]\n", - "- temperature [degC]\n" + "- temperature [degC]\n", + "- year [yr AD]\n" ] } ], @@ -1608,7 +1608,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:00<00:00, 1.74it/s]" + "100%|██████████| 1/1 [00:00<00:00, 1.75it/s]" ] }, { @@ -1655,38 +1655,38 @@ " \n", " \n", " 0\n", - " -1.214870\n", - " 0.034884\n", - " 0.374212\n", - " 0.814633\n", + " -0.303637\n", + " 0.972003\n", + " -0.758921\n", + " -1.924070\n", " \n", " \n", " 1\n", - " 1.006401\n", - " -0.380296\n", - " 0.199751\n", - " -0.296262\n", + " -0.798301\n", + " -0.431769\n", + " 1.342539\n", + " -0.234970\n", " \n", " \n", " 2\n", - " -0.291744\n", - " -0.425899\n", - " -0.583914\n", - " 0.876235\n", + " -0.342608\n", + " -2.168300\n", + " 0.170522\n", + " 0.884602\n", " \n", " \n", " 3\n", - " -1.115534\n", - " 0.474679\n", - " -0.687251\n", - " 0.406229\n", + " -0.127563\n", + " -0.709825\n", + " -0.067036\n", + " 0.747706\n", " \n", " \n", " 4\n", - " 1.801796\n", - " -0.710398\n", - " -0.123302\n", - " 1.837779\n", + " -1.551063\n", + " -1.312118\n", + " -0.047366\n", + " -0.169749\n", " \n", " \n", "\n", @@ -1694,11 +1694,11 @@ ], "text/plain": [ " site ukprime37 age depth\n", - "0 -1.214870 0.034884 0.374212 0.814633\n", - "1 1.006401 -0.380296 0.199751 -0.296262\n", - "2 -0.291744 -0.425899 -0.583914 0.876235\n", - "3 -1.115534 0.474679 -0.687251 0.406229\n", - "4 1.801796 -0.710398 -0.123302 1.837779" + "0 -0.303637 0.972003 -0.758921 -1.924070\n", + "1 -0.798301 -0.431769 1.342539 -0.234970\n", + "2 -0.342608 -2.168300 0.170522 0.884602\n", + "3 -0.127563 -0.709825 -0.067036 0.747706\n", + "4 -1.551063 -1.312118 -0.047366 -0.169749" ] }, "metadata": {}, @@ -1835,7 +1835,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:00<00:00, 1.79it/s]" + "100%|██████████| 1/1 [00:00<00:00, 1.77it/s]" ] }, { @@ -1875,7 +1875,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:00<00:00, 1.80it/s]" + "100%|██████████| 1/1 [00:00<00:00, 1.86it/s]" ] }, { @@ -1887,7 +1887,7 @@ "\n", "ODP846.Lawrence.2006\n", "=========================\n", - "- Paleo Table: paleo0measurement2.csv\n" + "- Paleo Table: paleo0measurement1.csv\n" ] }, { @@ -1918,59 +1918,96 @@ " \n", " \n", " \n", + " event\n", + " depth cr\n", " depth\n", - " ukprime37\n", - " age\n", - " site\n", + " c. wuellerstorfi d13c\n", + " u. peregrina d18o\n", + " depth comp\n", + " sampleID\n", + " u. peregrina d13c\n", + " c. wuellerstorfi d18o\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.814633\n", - " 0.034884\n", - " 0.374212\n", - " -1.214870\n", + " 138-846B\n", + " 0.12\n", + " 0.12\n", + " 3.38\n", + " 0.14\n", + " 12.0\n", + " 138-846B-1H-1\n", + " NaN\n", + " 0.12\n", " \n", " \n", " 1\n", - " -0.296262\n", - " -0.380296\n", - " 0.199751\n", - " 1.006401\n", + " 138-846B\n", + " 0.23\n", + " 0.23\n", + " 3.46\n", + " 0.01\n", + " 23.0\n", + " 138-846B-1H-1\n", + " NaN\n", + " 0.23\n", " \n", " \n", " 2\n", - " 0.876235\n", - " -0.425899\n", - " -0.583914\n", - " -0.291744\n", + " 138-846B\n", + " 0.33\n", + " 0.33\n", + " 3.65\n", + " -0.10\n", + " 33.0\n", + " 138-846B-1H-1\n", + " NaN\n", + " 0.33\n", " \n", " \n", " 3\n", - " 0.406229\n", - " 0.474679\n", - " -0.687251\n", - " -1.115534\n", + " 138-846B\n", + " 0.33\n", + " 0.33\n", + " 3.88\n", + " -0.06\n", + " 33.0\n", + " 138-846B-1H-1\n", + " NaN\n", + " 0.33\n", " \n", " \n", " 4\n", - " 1.837779\n", - " -0.710398\n", - " -0.123302\n", - " 1.801796\n", + " 138-846B\n", + " 0.43\n", + " 0.43\n", + " 4.14\n", + " -0.17\n", + " 43.0\n", + " 138-846B-1H-1\n", + " NaN\n", + " 0.43\n", " \n", " \n", "\n", "" ], "text/plain": [ - " depth ukprime37 age site\n", - "0 0.814633 0.034884 0.374212 -1.214870\n", - "1 -0.296262 -0.380296 0.199751 1.006401\n", - "2 0.876235 -0.425899 -0.583914 -0.291744\n", - "3 0.406229 0.474679 -0.687251 -1.115534\n", - "4 1.837779 -0.710398 -0.123302 1.801796" + " event depth cr depth c. wuellerstorfi d13c u. peregrina d18o \\\n", + "0 138-846B 0.12 0.12 3.38 0.14 \n", + "1 138-846B 0.23 0.23 3.46 0.01 \n", + "2 138-846B 0.33 0.33 3.65 -0.10 \n", + "3 138-846B 0.33 0.33 3.88 -0.06 \n", + "4 138-846B 0.43 0.43 4.14 -0.17 \n", + "\n", + " depth comp sampleID u. peregrina d13c c. wuellerstorfi d18o \n", + "0 12.0 138-846B-1H-1 NaN 0.12 \n", + "1 23.0 138-846B-1H-1 NaN 0.23 \n", + "2 33.0 138-846B-1H-1 NaN 0.33 \n", + "3 33.0 138-846B-1H-1 NaN 0.33 \n", + "4 43.0 138-846B-1H-1 NaN 0.43 " ] }, "metadata": {}, @@ -1980,12 +2017,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Missing Value: NaN\n", - "- depth [m]\n", - "- ukprime37 [unitless]\n", - "- age\n", - "- site [unitless]\n", - "- Paleo Table: paleo0measurement1.csv\n" + "Missing Value: nan\n", + "- event [unitless]\n", + "- depth cr\n", + "- depth [m]\n", + "- c. wuellerstorfi d13c\n", + "- u. peregrina d18o\n", + "- depth comp\n", + "- sampleID [unitless]\n", + "- u. peregrina d13c\n", + "- c. wuellerstorfi d18o\n", + "- Paleo Table: paleo0measurement2.csv\n" ] }, { @@ -2009,96 +2051,59 @@ " \n", " \n", " \n", - " depth cr\n", - " event\n", + " age\n", + " ukprime37\n", + " site\n", " depth\n", - " sampleID\n", - " u. peregrina d18o\n", - " u. peregrina d13c\n", - " c. wuellerstorfi d18o\n", - " c. wuellerstorfi d13c\n", - " depth comp\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.12\n", - " 138-846B\n", - " 0.12\n", - " 138-846B-1H-1\n", - " 0.14\n", - " NaN\n", - " 0.12\n", - " 3.38\n", - " 12.0\n", + " -0.758921\n", + " 0.972003\n", + " -0.303637\n", + " -1.924070\n", " \n", " \n", " 1\n", - " 0.23\n", - " 138-846B\n", - " 0.23\n", - " 138-846B-1H-1\n", - " 0.01\n", - " NaN\n", - " 0.23\n", - " 3.46\n", - " 23.0\n", + " 1.342539\n", + " -0.431769\n", + " -0.798301\n", + " -0.234970\n", " \n", " \n", " 2\n", - " 0.33\n", - " 138-846B\n", - " 0.33\n", - " 138-846B-1H-1\n", - " -0.10\n", - " NaN\n", - " 0.33\n", - " 3.65\n", - " 33.0\n", + " 0.170522\n", + " -2.168300\n", + " -0.342608\n", + " 0.884602\n", " \n", " \n", " 3\n", - " 0.33\n", - " 138-846B\n", - " 0.33\n", - " 138-846B-1H-1\n", - " -0.06\n", - " NaN\n", - " 0.33\n", - " 3.88\n", - " 33.0\n", + " -0.067036\n", + " -0.709825\n", + " -0.127563\n", + " 0.747706\n", " \n", " \n", " 4\n", - " 0.43\n", - " 138-846B\n", - " 0.43\n", - " 138-846B-1H-1\n", - " -0.17\n", - " NaN\n", - " 0.43\n", - " 4.14\n", - " 43.0\n", + " -0.047366\n", + " -1.312118\n", + " -1.551063\n", + " -0.169749\n", " \n", " \n", "\n", "" ], "text/plain": [ - " depth cr event depth sampleID u. peregrina d18o \\\n", - "0 0.12 138-846B 0.12 138-846B-1H-1 0.14 \n", - "1 0.23 138-846B 0.23 138-846B-1H-1 0.01 \n", - "2 0.33 138-846B 0.33 138-846B-1H-1 -0.10 \n", - "3 0.33 138-846B 0.33 138-846B-1H-1 -0.06 \n", - "4 0.43 138-846B 0.43 138-846B-1H-1 -0.17 \n", - "\n", - " u. peregrina d13c c. wuellerstorfi d18o c. wuellerstorfi d13c depth comp \n", - "0 NaN 0.12 3.38 12.0 \n", - "1 NaN 0.23 3.46 23.0 \n", - "2 NaN 0.33 3.65 33.0 \n", - "3 NaN 0.33 3.88 33.0 \n", - "4 NaN 0.43 4.14 43.0 " + " age ukprime37 site depth\n", + "0 -0.758921 0.972003 -0.303637 -1.924070\n", + "1 1.342539 -0.431769 -0.798301 -0.234970\n", + "2 0.170522 -2.168300 -0.342608 0.884602\n", + "3 -0.067036 -0.709825 -0.127563 0.747706\n", + "4 -0.047366 -1.312118 -1.551063 -0.169749" ] }, "metadata": {}, @@ -2108,16 +2113,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Missing Value: nan\n", - "- depth cr\n", - "- event [unitless]\n", + "Missing Value: NaN\n", + "- age\n", + "- ukprime37 [unitless]\n", + "- site [unitless]\n", "- depth [m]\n", - "- sampleID [unitless]\n", - "- u. peregrina d18o\n", - "- u. peregrina d13c\n", - "- c. wuellerstorfi d18o\n", - "- c. wuellerstorfi d13c\n", - "- depth comp\n", "- Paleo Table: paleo0measurement0.csv\n" ] }, @@ -2142,96 +2142,96 @@ " \n", " \n", " \n", - " section\n", + " c37 total\n", + " temp muller\n", + " deleteMe\n", " site\n", + " section\n", " temp prahl\n", " ukprime37\n", - " c37 total\n", - " depth\n", - " deleteMe\n", - " temp muller\n", " age\n", + " depth\n", " \n", " \n", " \n", " \n", " 0\n", - " 1H-1\n", + " 2.37\n", + " 23.545\n", + " 15-16\n", " 846B\n", + " 1H-1\n", " 23.0\n", " 0.821\n", - " 2.37\n", - " 0.16\n", - " 15-16\n", - " 23.545\n", " 5.228\n", + " 0.16\n", " \n", " \n", " 1\n", - " 1H-1\n", + " 2.10\n", + " 23.648\n", + " 25-26\n", " 846B\n", + " 1H-1\n", " 23.1\n", " 0.824\n", - " 2.10\n", - " 0.26\n", - " 25-26\n", - " 23.648\n", " 8.947\n", + " 0.26\n", " \n", " \n", " 2\n", - " 1H-1\n", + " 1.87\n", + " 23.752\n", + " 35-36\n", " 846B\n", + " 1H-1\n", " 23.2\n", " 0.828\n", - " 1.87\n", - " 0.36\n", - " 35-36\n", - " 23.752\n", " 11.966\n", + " 0.36\n", " \n", " \n", " 3\n", - " 1H-1\n", + " 2.74\n", + " 22.515\n", + " 45-46\n", " 846B\n", + " 1H-1\n", " 22.0\n", " 0.787\n", - " 2.74\n", - " 0.46\n", - " 45-46\n", - " 22.515\n", " 14.427\n", + " 0.46\n", " \n", " \n", " 4\n", - " 1H-1\n", + " 3.75\n", + " 22.206\n", + " 55-56\n", " 846B\n", + " 1H-1\n", " 21.7\n", " 0.777\n", - " 3.75\n", - " 0.56\n", - " 55-56\n", - " 22.206\n", " 16.502\n", + " 0.56\n", " \n", " \n", "\n", "" ], "text/plain": [ - " section site temp prahl ukprime37 c37 total depth deleteMe \\\n", - "0 1H-1 846B 23.0 0.821 2.37 0.16 15-16 \n", - "1 1H-1 846B 23.1 0.824 2.10 0.26 25-26 \n", - "2 1H-1 846B 23.2 0.828 1.87 0.36 35-36 \n", - "3 1H-1 846B 22.0 0.787 2.74 0.46 45-46 \n", - "4 1H-1 846B 21.7 0.777 3.75 0.56 55-56 \n", + " c37 total temp muller deleteMe site section temp prahl ukprime37 \\\n", + "0 2.37 23.545 15-16 846B 1H-1 23.0 0.821 \n", + "1 2.10 23.648 25-26 846B 1H-1 23.1 0.824 \n", + "2 1.87 23.752 35-36 846B 1H-1 23.2 0.828 \n", + "3 2.74 22.515 45-46 846B 1H-1 22.0 0.787 \n", + "4 3.75 22.206 55-56 846B 1H-1 21.7 0.777 \n", "\n", - " temp muller age \n", - "0 23.545 5.228 \n", - "1 23.648 8.947 \n", - "2 23.752 11.966 \n", - "3 22.515 14.427 \n", - "4 22.206 16.502 " + " age depth \n", + "0 5.228 0.16 \n", + "1 8.947 0.26 \n", + "2 11.966 0.36 \n", + "3 14.427 0.46 \n", + "4 16.502 0.56 " ] }, "metadata": {}, @@ -2242,15 +2242,15 @@ "output_type": "stream", "text": [ "Missing Value: nan\n", - "- section [unitless]\n", + "- c37 total\n", + "- temp muller\n", + "- deleteMe [cm]\n", "- site [unitless]\n", + "- section [unitless]\n", "- temp prahl\n", "- ukprime37 [unitless]\n", - "- c37 total\n", - "- depth [m]\n", - "- deleteMe [cm]\n", - "- temp muller\n", - "- age\n" + "- age\n", + "- depth [m]\n" ] } ], @@ -2498,28 +2498,28 @@ " \n", " \n", " 0\n", - " 0.503543\n", - " -0.729000\n", + " 0.561119\n", + " -1.499768\n", " \n", " \n", " 1\n", - " 0.928305\n", - " 1.839691\n", + " -0.929443\n", + " -0.169344\n", " \n", " \n", " 2\n", - " 0.512589\n", - " -0.004273\n", + " 0.414730\n", + " 1.894262\n", " \n", " \n", " 3\n", - " -2.415368\n", - " -1.414838\n", + " -0.651496\n", + " 0.996514\n", " \n", " \n", " 4\n", - " 2.158841\n", - " 0.712292\n", + " -0.263709\n", + " 0.307729\n", " \n", " \n", "\n", @@ -2527,11 +2527,11 @@ ], "text/plain": [ " site/hole ukprime37\n", - "0 0.503543 -0.729000\n", - "1 0.928305 1.839691\n", - "2 0.512589 -0.004273\n", - "3 -2.415368 -1.414838\n", - "4 2.158841 0.712292" + "0 0.561119 -1.499768\n", + "1 -0.929443 -0.169344\n", + "2 0.414730 1.894262\n", + "3 -0.651496 0.996514\n", + "4 -0.263709 0.307729" ] }, "metadata": {}, @@ -2575,28 +2575,28 @@ " \n", " \n", " 0\n", - " -0.977363\n", - " -0.027980\n", + " -1.349216\n", + " -1.102813\n", " \n", " \n", " 1\n", - " 1.041971\n", - " -0.450650\n", + " 0.060254\n", + " 1.451194\n", " \n", " \n", " 2\n", - " 0.960247\n", - " -0.200802\n", + " -1.436060\n", + " -0.960168\n", " \n", " \n", " 3\n", - " -2.516197\n", - " 1.215636\n", + " 0.746369\n", + " -2.491131\n", " \n", " \n", " 4\n", - " 0.814137\n", - " -0.705652\n", + " 1.431329\n", + " -0.530799\n", " \n", " \n", "\n", @@ -2604,11 +2604,11 @@ ], "text/plain": [ " site Uk37\n", - "0 -0.977363 -0.027980\n", - "1 1.041971 -0.450650\n", - "2 0.960247 -0.200802\n", - "3 -2.516197 1.215636\n", - "4 0.814137 -0.705652" + "0 -1.349216 -1.102813\n", + "1 0.060254 1.451194\n", + "2 -1.436060 -0.960168\n", + "3 0.746369 -2.491131\n", + "4 1.431329 -0.530799" ] }, "metadata": {}, @@ -2660,344 +2660,14 @@ "\n", "# Create a lipd from the newly created Dataset ds\n", "lipd1 = LiPD()\n", - "lipd1.load_datasets([dataset1])" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
dsnametitleauthorsdoiyearpubyearjournalvolumeissuepagestypepublisherreportciteKeyeditioninstitution
0ODP846.Lawrence.2006High-latitude influence on the eastern equator...D. Pate M.A. Hall T.D. Herbert N.J. Shackleton...None2004.0NoneNatureNoneNoneNoneNoneNoneNoneNoneNoneNone
1ODP846.Lawrence.2006Evolution of the Eastern Tropical Pacific Thro...K. T. Lawrence10.1126/science.11203952006.0NoneScienceNoneNoneNoneNoneNoneNoneNoneNoneNone
2ODP846.Lawrence.2006A Pliocene-Pleistocene stack of 57 globally di...Lorraine E. Lisiecki Maureen E. Raymo10.1029/2004PA0010712005.0NonePaleoceanographyNoneNoneNoneNoneNoneNoneNoneNoneNone
3ODP846.Lawrence.2006Pleiocene stable isotope stratigraphy of ODP S...D. Pate T.D. Herbert Z. Liu N.J. Shackleton M....None1995.0NoneProceedinds of the Ocean Drilling Program Scie...NoneNoneNoneNoneNoneNoneNoneNoneNone
4ODP846.Lawrence.2006The Role of Uncertainty in Estimating Lead/Lag...D. Khider M. Kienast L. E. Lisiecki S. Ahn C. ...10.1002/2016PA0030572017.0NonePaleoceanographyNoneNoneNoneNoneNoneNoneNoneNoneNone
5ODP846.Lawrence.2006Benthic Foraminiferal Stable Isotope Stratigra...A.C. Mix J. Le N.J. Shackleton10.2973/odp.proc.sr.138.160.19951995.0NoneProceedings of the Ocean Drilling Program, 138...NoneNoneNoneNoneNoneNoneNoneNoneNone
6TestDataset.2024Sample Publication TitleDeborah Khider Varun RatnakarNoneNaNNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNone
\n", - "
" - ], - "text/plain": [ - " dsname title \\\n", - "0 ODP846.Lawrence.2006 High-latitude influence on the eastern equator... \n", - "1 ODP846.Lawrence.2006 Evolution of the Eastern Tropical Pacific Thro... \n", - "2 ODP846.Lawrence.2006 A Pliocene-Pleistocene stack of 57 globally di... \n", - "3 ODP846.Lawrence.2006 Pleiocene stable isotope stratigraphy of ODP S... \n", - "4 ODP846.Lawrence.2006 The Role of Uncertainty in Estimating Lead/Lag... \n", - "5 ODP846.Lawrence.2006 Benthic Foraminiferal Stable Isotope Stratigra... \n", - "6 TestDataset.2024 Sample Publication Title \n", - "\n", - " authors \\\n", - "0 D. Pate M.A. Hall T.D. Herbert N.J. Shackleton... \n", - "1 K. T. Lawrence \n", - "2 Lorraine E. Lisiecki Maureen E. Raymo \n", - "3 D. Pate T.D. Herbert Z. Liu N.J. Shackleton M.... \n", - "4 D. Khider M. Kienast L. E. Lisiecki S. Ahn C. ... \n", - "5 A.C. Mix J. Le N.J. Shackleton \n", - "6 Deborah Khider Varun Ratnakar \n", - "\n", - " doi year pubyear \\\n", - "0 None 2004.0 None \n", - "1 10.1126/science.1120395 2006.0 None \n", - "2 10.1029/2004PA001071 2005.0 None \n", - "3 None 1995.0 None \n", - "4 10.1002/2016PA003057 2017.0 None \n", - "5 10.2973/odp.proc.sr.138.160.1995 1995.0 None \n", - "6 None NaN None \n", - "\n", - " journal volume issue pages type \\\n", - "0 Nature None None None None \n", - "1 Science None None None None \n", - "2 Paleoceanography None None None None \n", - "3 Proceedinds of the Ocean Drilling Program Scie... None None None None \n", - "4 Paleoceanography None None None None \n", - "5 Proceedings of the Ocean Drilling Program, 138... None None None None \n", - "6 None None None None None \n", - "\n", - " publisher report citeKey edition institution \n", - "0 None None None None None \n", - "1 None None None None None \n", - "2 None None None None None \n", - "3 None None None None None \n", - "4 None None None None None \n", - "5 None None None None None \n", - "6 None None None None None " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "query = \"\"\"PREFIX le: \n", - "select ?dsname ?title (GROUP_CONCAT(?authorName) as ?authors) \n", - " ?doi ?year ?pubyear ?journal ?volume ?issue ?pages ?type ?publisher ?report ?citeKey ?edition ?institution \n", - " where { \n", - " ?ds a le:Dataset .\n", - " ?ds le:hasName ?dsname .\n", - " ?ds le:hasPublication ?pub .\n", - " OPTIONAL{?pub le:hasDOI ?doi .}\n", - " OPTIONAL{\n", - " ?pub le:hasAuthor ?author .\n", - " ?author le:hasName ?authorName .\n", - " }\n", - " OPTIONAL{?pub le:hasYear ?year .}\n", - " OPTIONAL{?pub le:hasTitle ?title .}\n", - " OPTIONAL{?pub le:hasJournal ?journal .}\n", - " }\n", - " GROUP BY ?pub\n", - "\"\"\"\n", - "result, df = lipd1.query(query)\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
archiveType
0Marine sediment
1Coral
\n", - "
" - ], - "text/plain": [ - " archiveType\n", - "0 Marine sediment\n", - "1 Coral" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "query = \"\"\"PREFIX le: \n", - " SELECT distinct ?archiveType WHERE {\n", - " ?ds a le:Dataset .\n", - " ?ds le:hasArchiveType ?archiveTypeObj .\n", - " ?archiveTypeObj rdfs:label ?archiveType .\n", - " }\n", - "\"\"\"\n", - "result, df = lipd1.query(query)\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ + "lipd1.load_datasets([dataset1])\n", "lipd1.create_lipd(dataset1.getName(), \"./TestDataset.2024.lpd\")\n", "pass" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -3011,7 +2681,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:00<00:00, 72.69it/s]" + "100%|██████████| 1/1 [00:00<00:00, 74.43it/s]" ] }, { @@ -3024,8 +2694,8 @@ "TestDataset.2024\n", "=========================\n", "Funding: ['NSF Grant 23423A']\n", - "Publication: Sample Publication Title by ['Varun Ratnakar', 'Deborah Khider']\n", - "- Paleo Table: paleo0measurement2.csv\n" + "Publication: Sample Publication Title by ['Deborah Khider', 'Varun Ratnakar']\n", + "- Paleo Table: paleo0measurement1.csv\n" ] }, { @@ -3056,47 +2726,47 @@ " \n", " \n", " \n", + " ukprime37\n", " site\n", - " Uk37\n", " \n", " \n", " \n", " \n", " 0\n", - " -0.977363\n", - " -0.027980\n", + " -1.499768\n", + " 0.561119\n", " \n", " \n", " 1\n", - " 1.041971\n", - " -0.450650\n", + " -0.169344\n", + " -0.929443\n", " \n", " \n", " 2\n", - " 0.960247\n", - " -0.200802\n", + " 1.894262\n", + " 0.414730\n", " \n", " \n", " 3\n", - " -2.516197\n", - " 1.215636\n", + " 0.996514\n", + " -0.651496\n", " \n", " \n", " 4\n", - " 0.814137\n", - " -0.705652\n", + " 0.307729\n", + " -0.263709\n", " \n", " \n", "\n", "" ], "text/plain": [ - " site Uk37\n", - "0 -0.977363 -0.027980\n", - "1 1.041971 -0.450650\n", - "2 0.960247 -0.200802\n", - "3 -2.516197 1.215636\n", - "4 0.814137 -0.705652" + " ukprime37 site\n", + "0 -1.499768 0.561119\n", + "1 -0.169344 -0.929443\n", + "2 1.894262 0.414730\n", + "3 0.996514 -0.651496\n", + "4 0.307729 -0.263709" ] }, "metadata": {}, @@ -3107,9 +2777,9 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- site\n", - "- Uk37 [cm3]\n", - "- Paleo Table: paleo0measurement1.csv\n" + "- ukprime37\n", + "- site/hole [unitless]\n", + "- Paleo Table: paleo0measurement2.csv\n" ] }, { @@ -3134,46 +2804,46 @@ " \n", " \n", " site\n", - " ukprime37\n", + " Uk37\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.503543\n", - " -0.729000\n", + " -1.349216\n", + " -1.102813\n", " \n", " \n", " 1\n", - " 0.928305\n", - " 1.839691\n", + " 0.060254\n", + " 1.451194\n", " \n", " \n", " 2\n", - " 0.512589\n", - " -0.004273\n", + " -1.436060\n", + " -0.960168\n", " \n", " \n", " 3\n", - " -2.415368\n", - " -1.414838\n", + " 0.746369\n", + " -2.491131\n", " \n", " \n", " 4\n", - " 2.158841\n", - " 0.712292\n", + " 1.431329\n", + " -0.530799\n", " \n", " \n", "\n", "" ], "text/plain": [ - " site ukprime37\n", - "0 0.503543 -0.729000\n", - "1 0.928305 1.839691\n", - "2 0.512589 -0.004273\n", - "3 -2.415368 -1.414838\n", - "4 2.158841 0.712292" + " site Uk37\n", + "0 -1.349216 -1.102813\n", + "1 0.060254 1.451194\n", + "2 -1.436060 -0.960168\n", + "3 0.746369 -2.491131\n", + "4 1.431329 -0.530799" ] }, "metadata": {}, @@ -3184,8 +2854,8 @@ "output_type": "stream", "text": [ "Missing Value: NaN\n", - "- site/hole [unitless]\n", - "- ukprime37\n" + "- site\n", + "- Uk37 [cm3]\n" ] } ],