DMI_data_plot.ipynb

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    "# Measuring interfacial Dzyaloshinskii-Moriya interaction in ultra-thin magnetic films\n",
    "## M. Kuepferling, A. Casiraghi, G. Soares, G. Durin\n",
    "Istituto Nazionale di Ricerca Metrologica, Strada delle Cacce 91, 10135, Turin, Italy\n",
    "\n",
    "## F. Garcia-Sanchez\n",
    "Dep. of Applied Physics, University of Salamanca, Plaza de los Caidos s/n 37008, Salamanca, Spain\n",
    "\n",
    "## L. Chen, C.H. Back\n",
    "Technical University Munich, James-Frank-Str. 1, 85748 Garching, Germany\n",
    "\n",
    "## C.H. Marrows\n",
    "School of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, United Kingdom\n",
    "\n",
    "## S. Tacchi\n",
    "CNR, Istituto Officina dei Materiali - Perugia, c/o Dipartimento di Fisica e Geologia\\\\Università Perugia, Via A. Pascoli, 06123 Perugia, Italy}\n",
    "\n",
    "## G.Carlotti\n",
    "Dipartimento di Fisica e Geologia, Università di Perugia, Via Pascoli, 06123 Perugia, Italy\n",
    "\n",
    "The Dzyaloshinskii-Moriya interaction (DMI), being one of the origins of chiral magnetism, is currently attracting considerable attention in the research community focusing on applied magnetism and spintronics. For future applications, an accurate measurement of its strength is indispensable. Here we present a review of the state-of-the-art of measuring the coefficient of the Dzyaloshinskii-Moriya interaction, the DMI constant D, focusing on systems where the interaction arises from the interface between two materials (i.e. interfacial DMI). We give an overview of the experimental techniques as well as their theoretical background and models for the quantification of the DMI constant. The measurement techniques are divided into three categories: a) domain wall-based measurements, b) spin wave-based measurements and c) spin-orbit torque-based measurements. We analyze the advantages and disadvantages of each method and compare D values at different interfaces. The review aims to obtain a better understanding of the applicability of the different techniques to various stacks and of the origin of apparent disagreements among literature values.\n",
    "\n",
    "To be published on Review of Modern Physics   \n",
    "Pre-print available [on ArXiv](https://arxiv.org/abs/2009.11830)\n",
    "\n",
    "## This notebook generates figs. 28 and 29 of the paper, and other statistics"
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    "### Author: G. Durin\n",
    "\n",
    "#### Version: 0.9.1 Date: Oct 6, 2022\n",
    "\n",
    "Version for the accepted paper on Rev. of Modern Physics. First version published on GitHub\n"
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    "### Notes\n",
    "\n",
    "Running this notebook in JupyterLab or as old Notebook should give an error when a package is not installed.   \n",
    "Simply \"pip install package\" and restart the kernel\n",
    "\n",
    "The plots make use of bokeh, https://bokeh.org/\n",
    "\n",
    "The annular plots are based on this example: https://docs.bokeh.org/en/latest/docs/gallery/burtin.html\n",
    "\n",
    "*If you want to add your recent data on DMI in a thin film, please write to g.durin@inrim.it*"
   ]
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    "import io\n",
    "from IPython.display import display, Latex, HTML\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import Analyse_DMI as admi"
   ]
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.6.0/katex.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.1.min.js\"];\n  const css_urls = [\"https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.6.0/katex.min.css\"];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      (function(root, factory) {\n          factory(root[\"Bokeh\"]);\n      })(this, function(Bokeh) {\n        let define;\n        return (function outer(modules, entry) {\n        if (Bokeh != null) {\n          return Bokeh.register_plugin(modules, entry);\n        } else {\n          throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\");\n        }\n      })\n      ({\n        \"custom/main\": function(require, module, exports) {\n          const models = {\n            \"LatexLabel\": require(\"custom/analyse_dmi.latex_label\").LatexLabel\n          };\n          require(\"base\").register_models(models);\n          module.exports = models;\n        },\n        \"custom/analyse_dmi.latex_label\": function(require, module, exports) {\n      \"use strict\";\n      var _a;\n      Object.defineProperty(exports, \"__esModule\", { value: true });\n      exports.LatexLabel = exports.LatexLabelView = void 0;\n      const label_1 = require(\"models/annotations/label\");\n      class LatexLabelView extends label_1.LabelView {\n          render() {\n              //--- Start of copied section from ``Label.render`` implementation\n              var _b;\n              // Here because AngleSpec does units tranform and label doesn't support specs\n              let angle;\n              switch (this.model.angle_units) {\n                  case \"rad\": {\n                      angle = -this.model.angle;\n                      break;\n                  }\n                  case \"deg\": {\n                      angle = (-this.model.angle * Math.PI) / 180.0;\n                      break;\n                  }\n                  default:\n                      throw new Error(\"unreachable code\");\n              }\n              const panel = (_b = this.layout) !== null && _b !== void 0 ? _b : this.plot_view.layout.center_panel;\n              let sx = this.model.x_units == \"data\" ? this.coordinates.x_scale.compute(this.model.x) : panel.xview.compute(this.model.x);\n              let sy = this.model.y_units == \"data\" ? this.coordinates.y_scale.compute(this.model.y) : panel.yview.compute(this.model.y);\n              sx += this.model.x_offset;\n              sy -= this.model.y_offset;\n              //--- End of copied section from ``Label.render`` implementation\n              // Must render as superpositioned div (not on canvas) so that KaTex\n              // css can properly style the text\n              this._css_text(this.layer.ctx, \"\", sx, sy, angle);\n              // ``katex`` is loaded into the global window at runtime\n              // katex.renderToString returns a html ``span`` element\n              katex.render(this.model.text, this.el, { displayMode: true });\n          }\n      }\n      exports.LatexLabelView = LatexLabelView;\n      LatexLabelView.__name__ = \"LatexLabelView\";\n      class LatexLabel extends label_1.Label {\n          constructor(attrs) {\n              super(attrs);\n          }\n      }\n      exports.LatexLabel = LatexLabel;\n      _a = LatexLabel;\n      LatexLabel.__name__ = \"LatexLabel\";\n      (() => {\n          _a.prototype.default_view = LatexLabelView;\n      })();\n      //# sourceMappingURL=Analyse_DMI.py:LatexLabel.js.map\n      }\n      }, \"custom/main\");\n      ;\n      });\n\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import push_notebook, show, output_notebook, export_png\n",
    "from bokeh.layouts import column, row, gridplot\n",
    "from bokeh.plotting import figure, output_file, save, show\n",
    "from bokeh.models import Label\n",
    "from bokeh.resources import CDN\n",
    "from bokeh.embed import file_html, components\n",
    "from bokeh.util.warnings import BokehUserWarning \n",
    "import warnings \n",
    "warnings.simplefilter(action='ignore', category=BokehUserWarning)\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DMI data\n",
    "\n",
    "The DMI values have been extracted from the literature are reported in the included Excel file \"DMI.xlsx\".    \n",
    "Each sheet contains a method to evaluate the DMI, as shown below. The sheetname in the Excel file is the shortname below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Method Fullname</th>\n",
       "      <th>Chapter</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Method Shortname</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DW_current</th>\n",
       "      <td>Current-driven domain wall motion</td>\n",
       "      <td>II.B.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DW_field_creep</th>\n",
       "      <td>Field-driven domain wall motion (creep regime)</td>\n",
       "      <td>II.B.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DW_field_flow</th>\n",
       "      <td>Field-driven domain wall motion (flow regime)</td>\n",
       "      <td>II.B.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Domain_pattern</th>\n",
       "      <td>Equilibrium stripe domain pattern</td>\n",
       "      <td>II.B.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripe_annihilation</th>\n",
       "      <td>Magnetic stripe annihilation</td>\n",
       "      <td>II.B.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nucleation</th>\n",
       "      <td>Nucleation field</td>\n",
       "      <td>II.B.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stray_field</th>\n",
       "      <td>Domain wall stray fields</td>\n",
       "      <td>II.B.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BLS</th>\n",
       "      <td>Brillouin light scattering</td>\n",
       "      <td>III.C.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TR_MOKE</th>\n",
       "      <td>Time resolved magneto-optical imaging</td>\n",
       "      <td>III.C.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSWS</th>\n",
       "      <td>Propagating spin wave spectroscopy</td>\n",
       "      <td>III.C.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MASW</th>\n",
       "      <td>Magneto-acustic spin wave</td>\n",
       "      <td>III.C.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spin_orbit_torque</th>\n",
       "      <td>Spin Orbit Torque</td>\n",
       "      <td>IV.C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Method Fullname  Chapter\n",
       "Method Shortname                                                            \n",
       "DW_current                        Current-driven domain wall motion   II.B.1\n",
       "DW_field_creep       Field-driven domain wall motion (creep regime)   II.B.2\n",
       "DW_field_flow         Field-driven domain wall motion (flow regime)   II.B.2\n",
       "Domain_pattern                    Equilibrium stripe domain pattern   II.B.3\n",
       "Stripe_annihilation                    Magnetic stripe annihilation   II.B.4\n",
       "Nucleation                                         Nucleation field   II.B.5\n",
       "Stray_field                                Domain wall stray fields   II.B.6\n",
       "BLS                                      Brillouin light scattering  III.C.1\n",
       "TR_MOKE                       Time resolved magneto-optical imaging  III.C.2\n",
       "PSWS                             Propagating spin wave spectroscopy  III.C.3\n",
       "MASW                                      Magneto-acustic spin wave  III.C.3\n",
       "Spin_orbit_torque                                 Spin Orbit Torque     IV.C"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "available_methods = pd.read_excel(\"DMI_methods_description.xlsx\", index_col=0)\n",
    "available_methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This is an example of data available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Au</td>\n",
       "      <td>5.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-0.783</td>\n",
       "      <td>GEH-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Au</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.531</td>\n",
       "      <td>GEH-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.8</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.032</td>\n",
       "      <td>KHA-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.230</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.120</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.050</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.6</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.408</td>\n",
       "      <td>JAI-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.6</td>\n",
       "      <td>404020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.018</td>\n",
       "      <td>JAI-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "21     Co  0.9                                  Pt      5.0   Au   5.0        \n",
       "22     Co  0.9                                  Au      5.0   Pt   5.0        \n",
       "23  CoFeB  0.8      206020                      Ta      5.0  MgO   2.0        \n",
       "24  CoFeB  1.0      206020                       W      2.0  MgO   2.0        \n",
       "25  CoFeB  1.0      206020                       W      3.0  MgO   2.0        \n",
       "26  CoFeB  1.0      206020                     TaN      1.0  MgO   2.0        \n",
       "27  CoFeB  1.0      206020                      Hf      1.0  MgO   2.0        \n",
       "28  CoFeB  0.6      206020                       W      5.0  MgO   2.0        \n",
       "29  CoFeB  0.6      404020                       W      5.0  MgO   2.0   Ta   \n",
       "\n",
       "   ttop1     D     Ds     Ref  is_sign_given Note Repetitions  \n",
       "21       -0.87 -0.783  GEH-20              1                   \n",
       "22        0.59  0.531  GEH-20              1                   \n",
       "23        0.04  0.032  KHA-16              1                   \n",
       "24        0.23  0.230  SOU-16              1                   \n",
       "25        0.12  0.120  SOU-16              1                   \n",
       "26        0.05  0.050  SOU-16              1                   \n",
       "27        0.01  0.010  SOU-16              1                   \n",
       "28        0.68  0.408  JAI-17              1                   \n",
       "29   5.0  0.03  0.018  JAI-17              1                   "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filename of the DMI data (excel) \n",
    "filename_DMI = \"DMI.xlsx\"\n",
    "data = pd.ExcelFile(filename_DMI, engine='openpyxl')\n",
    "# See an example\n",
    "data.parse(\"DW_field_creep\",dtype={\"composition\": str}).fillna(\"\").iloc[21:30]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Legend \n",
    "\n",
    "- **fm**\n",
    "    : Ferromagnetic layer \n",
    "- **tfm**\n",
    "    : Thickness of ferromagnetic layer (nm)\n",
    "- **composition**\n",
    "    : Composition of ferromagnetic layer (206020) for CoFeB means $Co_{20}Fe_{60}B_{20}$\n",
    "- **bottom1, bottom, top, top1**, **tbottom1, tbottom, ttop, ttop1**, \n",
    "    : layers above and over the ferromagnetic layer with their thickness (in nm):   \n",
    "    line 29 reads $W(5)/Co_{40}Fe_{40}B_{20}(0.6)/MgO(2)/Ta(5)$\n",
    "- **D, Ds**\n",
    "    : DMI values, with $D_s = D * t$, where t is tfm\n",
    "- **Ref**\n",
    "    : label of the Reference (see below)\n",
    "- **is_sign_given**\n",
    "    : 1, True; 0, False\n",
    "- **Note**\n",
    "    : Any comment, not used in the code\n",
    "- **Repetitions**\n",
    "    : Number of repetions of the stack"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The references\n",
    "\n",
    "All the references are saved in another Excel file (\"dmi_paper.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Author</th>\n",
       "      <th>Title</th>\n",
       "      <th>Journal</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Number</th>\n",
       "      <th>Month</th>\n",
       "      <th>Pages</th>\n",
       "      <th>Year</th>\n",
       "      <th>Address</th>\n",
       "      <th>Note</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Identifier</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ZHA-15a</th>\n",
       "      <td>Zhang, Vanessa Li; Di, Kai; Lim, Hock Siah; Ng...</td>\n",
       "      <td>In-plane angular dependence of the spin-wave n...</td>\n",
       "      <td>Appl. Phys. Lett.</td>\n",
       "      <td>107</td>\n",
       "      <td>2</td>\n",
       "      <td>jul</td>\n",
       "      <td>22402</td>\n",
       "      <td>2015</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZHA-18</th>\n",
       "      <td>Zhang, W.; Zhong, H.; Zang, R.; Zhang, Y.; Yu,...</td>\n",
       "      <td>Electrical field enhanced interfacial Dzyalosh...</td>\n",
       "      <td>Appl. Phys. Lett</td>\n",
       "      <td>113</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>122406</td>\n",
       "      <td>2018</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZHE-97</th>\n",
       "      <td>Zheludev, A.; Maslov, S.; Shirane, G.; Sasago,...</td>\n",
       "      <td>Field-Induced Commensurate-Incommensurate Phas...</td>\n",
       "      <td>Phys. Rev. Lett.</td>\n",
       "      <td>78</td>\n",
       "      <td>25</td>\n",
       "      <td>jun</td>\n",
       "      <td>4857--4860</td>\n",
       "      <td>1997</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZHE-99</th>\n",
       "      <td>Zheludev, A.; Maslov, S.; Shirane, G.; Tsukada...</td>\n",
       "      <td>Magnetic anisotropy and low-energy spin waves ...</td>\n",
       "      <td>Phys. Rev. B</td>\n",
       "      <td>59</td>\n",
       "      <td></td>\n",
       "      <td>May</td>\n",
       "      <td>11432--11444</td>\n",
       "      <td>1999</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZIE-18</th>\n",
       "      <td>Ziemys, Grazvydas; Ahrens, Valentin; Mendisch,...</td>\n",
       "      <td>Speeding up nanomagnetic logic by DMI enhanced...</td>\n",
       "      <td>AIP Adv.</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>May</td>\n",
       "      <td>56310</td>\n",
       "      <td>2018</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       Author  \\\n",
       "Identifier                                                      \n",
       "ZHA-15a     Zhang, Vanessa Li; Di, Kai; Lim, Hock Siah; Ng...   \n",
       "ZHA-18      Zhang, W.; Zhong, H.; Zang, R.; Zhang, Y.; Yu,...   \n",
       "ZHE-97      Zheludev, A.; Maslov, S.; Shirane, G.; Sasago,...   \n",
       "ZHE-99      Zheludev, A.; Maslov, S.; Shirane, G.; Tsukada...   \n",
       "ZIE-18      Ziemys, Grazvydas; Ahrens, Valentin; Mendisch,...   \n",
       "\n",
       "                                                        Title  \\\n",
       "Identifier                                                      \n",
       "ZHA-15a     In-plane angular dependence of the spin-wave n...   \n",
       "ZHA-18      Electrical field enhanced interfacial Dzyalosh...   \n",
       "ZHE-97      Field-Induced Commensurate-Incommensurate Phas...   \n",
       "ZHE-99      Magnetic anisotropy and low-energy spin waves ...   \n",
       "ZIE-18      Speeding up nanomagnetic logic by DMI enhanced...   \n",
       "\n",
       "                      Journal Volume Number Month         Pages  Year Address  \\\n",
       "Identifier                                                                      \n",
       "ZHA-15a     Appl. Phys. Lett.    107      2   jul         22402  2015           \n",
       "ZHA-18       Appl. Phys. Lett    113                     122406  2018           \n",
       "ZHE-97       Phys. Rev. Lett.     78     25   jun    4857--4860  1997           \n",
       "ZHE-99           Phys. Rev. B     59          May  11432--11444  1999           \n",
       "ZIE-18               AIP Adv.      8      5   May         56310  2018           \n",
       "\n",
       "           Note  \n",
       "Identifier       \n",
       "ZHA-15a          \n",
       "ZHA-18           \n",
       "ZHE-97           \n",
       "ZHE-99           \n",
       "ZIE-18           "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_refs = 'dmi_paper.xlsx'\n",
    "refs = pd.read_excel(file_refs, engine='openpyxl',index_col=0)\n",
    "refs.fillna(\"\").tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting up the variables and initialize the class\n",
    "\n",
    "To plot the data, we first need to select the methods of measurement we want to show. We must use the shortnames of the table \"available_methods\" above.\n",
    "\n",
    "We can also choose to plot the D values or $D_s = D * t$, with $t$ the FM thickness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['DW_current', 'DW_field_creep', 'DW_field_flow', 'Domain_pattern',\n",
      "       'Stripe_annihilation', 'Nucleation', 'Stray_field', 'BLS', 'TR_MOKE',\n",
      "       'PSWS', 'MASW', 'Spin_orbit_torque'],\n",
      "      dtype='object', name='Method Shortname')\n"
     ]
    }
   ],
   "source": [
    "print(available_methods.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Methods to be used in the pictures\n",
    "# If there no data, the method is deleted\n",
    "methods_to_use = ['DW_field_creep', 'DW_field_flow', 'DW_current', \n",
    "           'Domain_pattern', 'Stripe_annihilation', 'Nucleation',\n",
    "          'BLS', 'PSWS', 'Spin_orbit_torque', 'TR_MOKE', 'MASW']\n",
    "\n",
    "sel_D = \"Ds\" # Selection of the DMI value: \"D\" or \"Ds\"\n",
    "\n",
    "# Call the class\n",
    "dmi = admi.DMI(methods_to_use, filename_DMI, file_refs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the composition of the thin film multilayer (the \"stack\")  to plot\n",
    "\n",
    "A stack is defined as a tuple of 3 lists, as follow:   \n",
    "stack = ([list of bottom layers], [FM layer], [list of top layers])\n",
    "\n",
    "NOTE: *One of the two lists of bottom/top layers must be a single element*   \n",
    "stack_CoFeB = (['IrMn', 'Hf', 'Pt', 'Ta', 'TaN', 'W'], ['CoFeB'], ['MgO'])   \n",
    "stack_Co = (['Pt'], ['Co'], ['Ir', 'Ta', 'W', 'Pt', 'Au', 'Al', 'Gd', 'GdO', 'AlOx', 'MgO'])\n",
    "\n",
    "we are now ready to make the plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot1: CoFeB with MgO as top layer\n",
    "\n",
    "Hoove the mouse over the plot to get all the information about the stack, the D/D$_s$ value and the pubblication."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6 sectors to plot: ['W', 'TaN', 'Ta', 'Pt', 'Hf', 'IrMn']\n"
     ]
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Rev. B\",\"Adv. Mater.\",\"Nat. Commun.\",\"Phys. Rev. B\",\"Nat. Nanotechnol.\",\"Nat. Commun.\",\"Phys. Rev. Lett.\",\"Nat. Phys.\",\"Appl. Phys. Lett.\",\"Phys. Rev. Lett.\",\"Appl. Phys. Lett.\",\"Nat. Commun.\",\"Nat. Commun.\",\"Appl. Phys. Lett.\",\"Nat. Commun.\",\"Nat. Commun.\",\"Appl. Phys. Lett.\",\"Appl. Phys. Lett.\",\"Nat. Commun.\",\"Appl. Phys. Lett.\",\"Phys. Rev. B\",\"Phys. Rev. Appl.\",\"Phys. Rev. B\",\"Nat. Commun.\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Nat. Commun.\",\"Nat. Commun.\",\"Nat. Commun.\",\"Phys. Rev. Lett.\",\"Nat. Commun.\",\"Phys. Rev. B\",\"Phys. Rev. Lett.\",\"Appl. Phys. Lett.\",\"Appl. Phys. Lett.\",\"Phys. Rev. Lett.\",\"Phys. Rev. B\",\"Nat. Commun.\",\"Appl. Phys. Lett.\",\"Nat. Commun.\",\"Nat. Commun.\",\"Phys. Rev. Lett.\",\"Nat. Commun.\",\"Phys. Rev. B\",\"Appl. Phys. Lett.\",\"Phys. Rev. B\",\"Nat. Commun.\",\"Nat. Commun.\",\"Phys. Rev. Lett.\",\"Phys. Rev. Lett.\",\"Appl. Phys. Lett.\",\"Sci. Rep.\",\"Sci. Rep.\",\"Phys. Rev. B\",\"Appl. Phys. Lett.\",\"Phys. Rev. B\",\"J. Phys. 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of spin torque efficiencies in heterostructures with perpendicular magnetic anisotropy\",\"Current-Induced Skyrmion Generation through Morphological Thermal Transitions in Chiral Ferromagnetic Heterostructures\",\"Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy\",\"Measurement of interfacial Dzyaloshinskii-Moriya interaction from static domain imaging\",\"Field-free deterministic ultrafast creation of magnetic skyrmions by spin\\u2013orbit torques\",\"Spin-orbit torque-driven skyrmion dynamics revealed by time-resolved X-ray microscopy\",\"Interfacial Dzyaloshinskii-Moriya Interaction: Effect of 5 d Band Filling and Correlation with Spin Mixing Conductance\",\"Skyrmion Hall effect revealed by direct time-resolved X-ray microscopy\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Direct Observation of the Dzyaloshinskii-Moriya Interaction in a Pt/Co/Ni Film\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Investigation of the Dzyaloshinskii-Moriya interaction and room temperature skyrmions in W/CoFeB/MgO thin films and microwires\",\"Investigation of the Dzyaloshinskii-Moriya interaction and room temperature skyrmions in W/CoFeB/MgO thin films and microwires\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Current-Induced Spin-Orbit Torque and Field-Free Switching in Mo-Based Magnetic Heterostructures\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Dzyaloshinskii-Moriya Interaction across an Antiferromagnet-Ferromagnet Interface\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Dzyaloshinskii-Moriya Interaction across an Antiferromagnet-Ferromagnet Interface\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Dzyaloshinskii-Moriya Interaction across an Antiferromagnet-Ferromagnet Interface\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interfacial Dzyaloshinskii-Moriya Interaction: Effect of 5 d Band Filling and Correlation with Spin Mixing Conductance\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Role of B diffusion in the interfacial Dzyaloshinskii-Moriya interaction in Ta/Co$_20$Fe$_60$B$_20$/MgO nanowires\",\"Tuning Slonczewski-like torque and Dzyaloshinskii-Moriya interaction by inserting a Pt spacer layer in Ta/CoFeB/MgO structures\",\"Probing the Dzyaloshinskii-Moriya interaction in CoFeB ultrathin films using domain wall creep and Brillouin light spectroscopy\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interface control of the magnetic chirality in CoFeB/MgO heterostructures with heavy-metal underlayers\",\"Interfacial Dzyaloshinskii-Moriya Interaction: Effect of 5 d Band Filling and Correlation with Spin Mixing Conductance\",\"Dzyaloshinskii-Moriya Interaction across an Antiferromagnet-Ferromagnet Interface\",\"Effect of annealing on the interfacial Dzyaloshinskii-Moriya interaction in Ta/CoFeB/MgO trilayers\",\"Observation of Magnetic Radial Vortex Nucleation in a Multilayer Stack with Tunable Anisotropy\",\"Observation of Magnetic Radial Vortex Nucleation in a Multilayer Stack with Tunable Anisotropy\",\"Enhancement of the 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O\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\",\"MgO\"],\"top1\":[\"\",\"Pt\",\"Ta\",\"Ta\",\"\",\"\",\"Ta\",\"\",\"Ta\",\"SiO2\",\"Ta\",\"\",\"\",\"Ta\",\"\",\"\",\"\",\"\",\"\",\"Ta\",\"Ta\",\"\",\"Ta\",\"\",\"Ta\",\"\",\"\",\"\",\"\",\"Ta\",\"\",\"Ta\",\"Ta\",\"Ta\",\"Ta\",\"Ta\",\"\",\"\",\"Ta\",\"\",\"\",\"Ta\",\"\",\"\",\"Ta\",\"\",\"\",\"\",\"Ta\",\"Ta\",\"\",\"\",\"\",\"\",\"Ta\",\"\",\"Pt\"],\"ttop\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[57]},\"ttop1\":[\"\",2.7,2.0,2.0,\"\",\"\",2.0,\"\",1.0,3.0,1.0,\"\",\"\",1.0,\"\",\"\",\"\",\"\",\"\",1.0,1.0,\"\",1.0,\"\",1.0,\"\",\"\",\"\",\"\",2.0,\"\",1.0,2.0,1.0,1.0,2.0,\"\",\"\",1.0,\"\",\"\",2.0,\"\",\"\",1.0,\"\",\"\",\"\",2.0,2.0,\"\",\"\",\"\",\"\",5.0,\"\",4.0]},\"selected\":{\"id\":\"1216\"},\"selection_policy\":{\"id\":\"1215\"}},\"id\":\"1115\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1180\"}},\"id\":\"1185\",\"type\":\"CDSView\"},{\"attributes\":{\"angle\":{\"field\":\"tick_angles\"},\"coordinates\":null,\"group\":null,\"source\":{\"id\":\"1112\"},\"text\":{\"field\":\"ns\"},\"text_align\":{\"value\":\"center\"},\"text_font_size\":{\"value\":\"8px\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"},\"y_offset\":{\"value\":30}},\"id\":\"1113\",\"type\":\"LabelSet\"},{\"attributes\":{\"end_angle\":{\"field\":\"end_angle\"},\"fill_color\":{\"field\":\"fill_color\"},\"hatch_color\":{\"field\":\"hatch_color\"},\"inner_radius\":{\"value\":70},\"line_color\":{\"field\":\"line_color\"},\"outer_radius\":{\"value\":275.4},\"start_angle\":{\"field\":\"start_angle\"},\"x\":{\"value\":0},\"y\":{\"value\":30}},\"id\":\"1095\",\"type\":\"AnnularWedge\"},{\"attributes\":{\"text_alpha\":{\"value\":0.2},\"text_baseline\":{\"value\":\"middle\"},\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"14px\"},\"x\":{\"value\":-195},\"y\":{\"value\":-290}},\"id\":\"1171\",\"type\":\"Text\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1180\"},\"glyph\":{\"id\":\"1181\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1183\"},\"nonselection_glyph\":{\"id\":\"1182\"},\"view\":{\"id\":\"1185\"}},\"id\":\"1184\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"text_align\":{\"value\":\"right\"},\"text_alpha\":{\"value\":0.2},\"text_baseline\":{\"value\":\"middle\"},\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"14px\"},\"x\":{\"value\":200},\"y\":{\"value\":-290}},\"id\":\"1183\",\"type\":\"Text\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"height\":{\"value\":15},\"width\":{\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1187\",\"type\":\"Rect\"},{\"attributes\":{\"source\":{\"id\":\"1115\"}},\"id\":\"1121\",\"type\":\"CDSView\"},{\"attributes\":{\"direction\":\"clock\",\"end_angle\":{\"field\":\"angle1\"},\"fill_color\":{\"field\":\"fill_color\"},\"hatch_color\":{\"value\":null},\"inner_radius\":{\"value\":70},\"outer_radius\":{\"field\":\"rads\"},\"start_angle\":{\"field\":\"angle0\"},\"x\":{\"value\":0},\"y\":{\"value\":30}},\"id\":\"1117\",\"type\":\"AnnularWedge\"}],\"root_ids\":[\"1067\"]},\"title\":\"Bokeh 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       "  const render_items = [{\"docid\":\"f9059b9d-c1fe-4a04-a4aa-8cb8979eb7cb\",\"notebook_comms_target\":\"1246\",\"root_ids\":[\"1067\"],\"roots\":{\"1067\":\"5c0cd359-cbc7-446e-8535-9767f53b805b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1067"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stack_CoFeB = (['IrMn', 'Hf', 'Pt', 'Ta', 'TaN', 'W'], ['CoFeB'], ['MgO'])\n",
    "\n",
    "(fig_CoFeB_XY, fig_CoFeB_anular), df_CoFeB = dmi.plotStack(stack_CoFeB, sel_D, figsizeX=(900,500),\n",
    "              visualization_library='bokeh', is_XY_to_plot=False, is_anular_to_plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$IrMn/CoFeB/MgO$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.018</td>\n",
       "      <td>-0.036</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>2.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.061</td>\n",
       "      <td>-0.122</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.070</td>\n",
       "      <td>-0.140</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.086</td>\n",
       "      <td>-0.172</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>6.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.100</td>\n",
       "      <td>-0.200</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>2.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>IrMn</td>\n",
       "      <td>7.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.130</td>\n",
       "      <td>-0.260</td>\n",
       "      <td>MA-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "73  CoFeB  2.0      206020                    IrMn      1.0  MgO   2.0   Ta   \n",
       "74  CoFeB  2.0      206020                    IrMn      2.5  MgO   2.0   Ta   \n",
       "75  CoFeB  2.0      206020                    IrMn      4.0  MgO   2.0   Ta   \n",
       "76  CoFeB  2.0      206020                    IrMn      5.0  MgO   2.0   Ta   \n",
       "77  CoFeB  2.0      206020                    IrMn      6.0  MgO   2.0   Ta   \n",
       "78  CoFeB  2.0      206020                    IrMn      7.5  MgO   2.0   Ta   \n",
       "\n",
       "    ttop1      D     Ds    Ref  is_sign_given Note Repetitions Method  \n",
       "73    2.0 -0.018 -0.036  MA-17              1                     BLS  \n",
       "74    2.0 -0.061 -0.122  MA-17              1                     BLS  \n",
       "75    2.0 -0.070 -0.140  MA-17              1                     BLS  \n",
       "76    2.0 -0.086 -0.172  MA-17              1                     BLS  \n",
       "77    2.0 -0.100 -0.200  MA-17              1                     BLS  \n",
       "78    2.0 -0.130 -0.260  MA-17              1                     BLS  "
      ]
     },
     "metadata": {},
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    {
     "data": {
      "text/latex": [
       "$$Hf/CoFeB/MgO$$"
      ],
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       "<IPython.core.display.Latex object>"
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       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
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       "      <th>ttop1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
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       "      <td></td>\n",
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       "      <td>0.01</td>\n",
       "      <td>SOU-16</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
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       "      <td>-0.37</td>\n",
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       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>3.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.26</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>TOR-14</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>4.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.10</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>5.9</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Hf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "27  CoFeB  1.0      206020                      Hf      1.0  MgO   2.0        \n",
       "12  CoFeB  1.0      206020                      Hf      2.6  MgO   2.0        \n",
       "13  CoFeB  1.0      206020                      Hf      3.5  MgO   2.0        \n",
       "14  CoFeB  1.0      206020                      Hf      4.7  MgO   2.0        \n",
       "15  CoFeB  1.0      206020                      Hf      5.9  MgO   2.0        \n",
       "69  CoFeB  1.0      206020                      Hf      1.0  MgO   2.0   Ta   \n",
       "\n",
       "   ttop1     D    Ds     Ref  is_sign_given Note Repetitions          Method  \n",
       "27        0.01  0.01  SOU-16              1                   DW_field_creep  \n",
       "12       -0.37 -0.37  TOR-14              1                       DW_current  \n",
       "13       -0.26 -0.26  TOR-14              1                       DW_current  \n",
       "14       -0.10 -0.10  TOR-14              1                       DW_current  \n",
       "15       -0.04 -0.04  TOR-14              1                       DW_current  \n",
       "69   1.0  0.15  0.15  SOU-16              1                              BLS  "
      ]
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     "data": {
      "text/latex": [
       "$$Pt/CoFeB/MgO$$"
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       "<IPython.core.display.Latex object>"
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
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       "      <th>is_sign_given</th>\n",
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       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.80</td>\n",
       "      <td>404020</td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.670</td>\n",
       "      <td>1.3300</td>\n",
       "      <td>WOO-17</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.80</td>\n",
       "      <td>602020</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.7</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.2000</td>\n",
       "      <td>BUT-17</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.86</td>\n",
       "      <td>206020</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.7</td>\n",
       "      <td>1.760</td>\n",
       "      <td>1.5136</td>\n",
       "      <td>LEM-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.80</td>\n",
       "      <td>602020</td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.600</td>\n",
       "      <td>1.2800</td>\n",
       "      <td>AGR-19</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.80</td>\n",
       "      <td>404020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.350</td>\n",
       "      <td>1.0800</td>\n",
       "      <td>WOO-17</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Ta(3)/[Pt(3)/Co40Fe40B20(0.8)/MgO(1.5)]x20/Ta(2)</td>\n",
       "      <td>Stripe_annihilation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.70</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.2</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.350</td>\n",
       "      <td>0.9450</td>\n",
       "      <td>LIT-17</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Ta(3)/[Pt(3.2)/CoFeB(0.8)/MgO(1.4)]x15</td>\n",
       "      <td>Stripe_annihilation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.80</td>\n",
       "      <td>404020</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>SiO2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.000</td>\n",
       "      <td>-0.8000</td>\n",
       "      <td>DI-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.970</td>\n",
       "      <td>-0.9700</td>\n",
       "      <td>MA-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.087</td>\n",
       "      <td>-0.0870</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.130</td>\n",
       "      <td>-0.1300</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.320</td>\n",
       "      <td>-0.3200</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.550</td>\n",
       "      <td>-0.5500</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.767</td>\n",
       "      <td>-0.7670</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.830</td>\n",
       "      <td>-0.8300</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.800</td>\n",
       "      <td>1.8000</td>\n",
       "      <td>PAI-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        fm   tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop  \\\n",
       "24   CoFeB  0.80      404020      Ta      3.0     Pt      3.0  MgO   1.5   \n",
       "25   CoFeB  0.80      602020      Pt      3.7     Pt      2.7  MgO   1.5   \n",
       "27   CoFeB  0.86      206020      Pt      1.0     Pt      2.7  MgO   1.5   \n",
       "31   CoFeB  0.80      602020      Ta      3.0     Pt      2.5  MgO   1.5   \n",
       "4    CoFeB  0.80      404020                      Pt      3.0  MgO   1.5   \n",
       "5    CoFeB  0.70                                  Pt      3.2  MgO   1.4   \n",
       "64   CoFeB  0.80      404020     MgO      2.0     Pt      2.0  MgO   2.0   \n",
       "90   CoFeB  1.00      206020                      Pt      5.0  MgO   2.0   \n",
       "97   CoFeB  1.00                  Ta      5.0     Pt      0.7  MgO   1.0   \n",
       "98   CoFeB  1.00                  Ta      5.0     Pt      1.0  MgO   1.0   \n",
       "99   CoFeB  1.00                  Ta      5.0     Pt      1.7  MgO   1.0   \n",
       "100  CoFeB  1.00                  Ta      5.0     Pt      2.0  MgO   1.0   \n",
       "101  CoFeB  1.00                  Ta      5.0     Pt      2.5  MgO   1.0   \n",
       "102  CoFeB  1.00                  Ta      5.0     Pt      3.0  MgO   1.0   \n",
       "103  CoFeB  1.00                  Ta      5.0     Pt      4.0  MgO   1.0   \n",
       "21   CoFeB  1.00                                  Pt      4.0  MgO   2.0   \n",
       "\n",
       "     top1 ttop1      D      Ds     Ref  is_sign_given Note  \\\n",
       "24     Ta   2.0  1.670  1.3300  WOO-17              0        \n",
       "25               1.500  1.2000  BUT-17              0        \n",
       "27     Pt   2.7  1.760  1.5136  LEM-18              0        \n",
       "31     Ta   2.0  1.600  1.2800  AGR-19              0        \n",
       "4                1.350  1.0800  WOO-17              0        \n",
       "5                1.350  0.9450  LIT-17              0        \n",
       "64   SiO2   3.0 -1.000 -0.8000   DI-15              1        \n",
       "90     Ta   2.0 -0.970 -0.9700   MA-18              1        \n",
       "97     Ta   1.0  0.050  0.0500  CHE-18              1        \n",
       "98     Ta   1.0 -0.087 -0.0870  CHE-18              1        \n",
       "99     Ta   1.0 -0.130 -0.1300  CHE-18              1        \n",
       "100    Ta   1.0 -0.320 -0.3200  CHE-18              1        \n",
       "101    Ta   1.0 -0.550 -0.5500  CHE-18              1        \n",
       "102    Ta   1.0 -0.767 -0.7670  CHE-18              1        \n",
       "103    Ta   1.0 -0.830 -0.8300  CHE-18              1        \n",
       "21               1.800  1.8000  PAI-16              0        \n",
       "\n",
       "                                          Repetitions               Method  \n",
       "24                                                 20       Domain_pattern  \n",
       "25                                                 15       Domain_pattern  \n",
       "27                                                 15       Domain_pattern  \n",
       "31                                                 13       Domain_pattern  \n",
       "4    Ta(3)/[Pt(3)/Co40Fe40B20(0.8)/MgO(1.5)]x20/Ta(2)  Stripe_annihilation  \n",
       "5              Ta(3)/[Pt(3.2)/CoFeB(0.8)/MgO(1.4)]x15  Stripe_annihilation  \n",
       "64                                                                     BLS  \n",
       "90                                                                     BLS  \n",
       "97                                                                     BLS  \n",
       "98                                                                     BLS  \n",
       "99                                                                     BLS  \n",
       "100                                                                    BLS  \n",
       "101                                                                    BLS  \n",
       "102                                                                    BLS  \n",
       "103                                                                    BLS  \n",
       "21                                                       Spin_orbit_torque  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$Ta/CoFeB/MgO$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
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     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.8</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.032</td>\n",
       "      <td>KHA-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.8</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.024</td>\n",
       "      <td>KAR-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.020</td>\n",
       "      <td>0.020</td>\n",
       "      <td>DIE-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>0.5</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.070</td>\n",
       "      <td>-0.070</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>0.7</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.065</td>\n",
       "      <td>-0.065</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.3</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.078</td>\n",
       "      <td>-0.078</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.060</td>\n",
       "      <td>LOC-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.8</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.030</td>\n",
       "      <td>-0.024</td>\n",
       "      <td>KAR-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.040</td>\n",
       "      <td>MA-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.130</td>\n",
       "      <td>CHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.5</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.000</td>\n",
       "      <td>BEN-20b</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>6.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.600</td>\n",
       "      <td>PAI-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.220</td>\n",
       "      <td>0.286</td>\n",
       "      <td>CHE-18a</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "23   CoFeB  0.8      206020                      Ta      5.0  MgO   2.0        \n",
       "30   CoFeB  0.8      206020                      Ta      5.0  MgO   2.0        \n",
       "31   CoFeB  1.0      206020                      Ta      5.0  MgO   2.0        \n",
       "16   CoFeB  1.0      206020                      Ta      0.5  MgO   2.0        \n",
       "17   CoFeB  1.0      206020                      Ta      0.7  MgO   2.0        \n",
       "18   CoFeB  1.0      206020                      Ta      1.3  MgO   2.0        \n",
       "29   CoFeB  1.0      206020                      Ta      5.0  MgO   2.0        \n",
       "30   CoFeB  0.8      206020                      Ta      5.0  MgO   2.0        \n",
       "87   CoFeB  1.0      206020                      Ta      5.0  MgO   2.0   Ta   \n",
       "96   CoFeB  1.0                                  Ta      5.0  MgO   1.0   Ta   \n",
       "109  CoFeB  1.5      206020                      Ta      1.0  MgO   2.4   Pt   \n",
       "22   CoFeB  1.0                                  Ta      6.0  MgO   2.0        \n",
       "24   CoFeB  1.3                                  Ta      3.0  MgO   1.0        \n",
       "\n",
       "    ttop1      D     Ds      Ref  is_sign_given Note Repetitions  \\\n",
       "23         0.040  0.032   KHA-16              1                    \n",
       "30         0.030  0.024   KAR-18              1                    \n",
       "31         0.020  0.020  DIE-19a              1                    \n",
       "16        -0.070 -0.070   TOR-14              1                    \n",
       "17        -0.065 -0.065   TOR-14              1                    \n",
       "18        -0.078 -0.078   TOR-14              1                    \n",
       "29         0.060  0.060   LOC-15              1                    \n",
       "30        -0.030 -0.024   KAR-18              1                    \n",
       "87    2.0  0.040  0.040    MA-18              1                    \n",
       "96    1.0  0.130  0.130   CHE-18              1                    \n",
       "109   4.0  0.080  0.000  BEN-20b              1                    \n",
       "22         0.600  0.600   PAI-16              0                    \n",
       "24         0.220  0.286  CHE-18a              0                    \n",
       "\n",
       "                Method  \n",
       "23      DW_field_creep  \n",
       "30      DW_field_creep  \n",
       "31      DW_field_creep  \n",
       "16          DW_current  \n",
       "17          DW_current  \n",
       "18          DW_current  \n",
       "29          DW_current  \n",
       "30          DW_current  \n",
       "87                 BLS  \n",
       "96                 BLS  \n",
       "109                BLS  \n",
       "22   Spin_orbit_torque  \n",
       "24   Spin_orbit_torque  "
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     "data": {
      "text/latex": [
       "$$TaN/CoFeB/MgO$$"
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>0.4</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>1.2</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.17</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>2.1</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>5.1</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.19</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>6.6</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>TaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.31</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "26  CoFeB  1.0      206020                     TaN      1.0  MgO   2.0        \n",
       "19  CoFeB  1.0      206020                     TaN      0.4  MgO   2.0        \n",
       "20  CoFeB  1.0      206020                     TaN      1.2  MgO   2.0        \n",
       "21  CoFeB  1.0      206020                     TaN      2.1  MgO   2.0        \n",
       "22  CoFeB  1.0      206020                     TaN      3.6  MgO   2.0        \n",
       "23  CoFeB  1.0      206020                     TaN      5.1  MgO   2.0        \n",
       "24  CoFeB  1.0      206020                     TaN      6.6  MgO   2.0        \n",
       "68  CoFeB  1.0      206020                     TaN      1.0  MgO   1.0   Ta   \n",
       "\n",
       "   ttop1     D    Ds     Ref  is_sign_given Note Repetitions          Method  \n",
       "26        0.05  0.05  SOU-16              1                   DW_field_creep  \n",
       "19        0.04  0.04  TOR-14              1                       DW_current  \n",
       "20        0.17  0.17  TOR-14              1                       DW_current  \n",
       "21        0.20  0.20  TOR-14              1                       DW_current  \n",
       "22        0.20  0.20  TOR-14              1                       DW_current  \n",
       "23        0.19  0.19  TOR-14              1                       DW_current  \n",
       "24        0.15  0.15  TOR-14              1                       DW_current  \n",
       "68   1.0  0.31  0.31  SOU-16              1                              BLS  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$W/CoFeB/MgO$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.230</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.120</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.6</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.408</td>\n",
       "      <td>JAI-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.6</td>\n",
       "      <td>404020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.018</td>\n",
       "      <td>JAI-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>2.1</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.510</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>2.6</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.710</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>3.1</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.710</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>3.6</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.47</td>\n",
       "      <td>0.470</td>\n",
       "      <td>TOR-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.6</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.438</td>\n",
       "      <td>JAI-17</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Stripe_annihilation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.250</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.270</td>\n",
       "      <td>SOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>206020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.070</td>\n",
       "      <td>MA-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>CoFeB</td>\n",
       "      <td>0.9</td>\n",
       "      <td>404020</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>W</td>\n",
       "      <td>13.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td>0.630</td>\n",
       "      <td>KIM-18b</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "24   CoFeB  1.0      206020                       W      2.0  MgO   2.0        \n",
       "25   CoFeB  1.0      206020                       W      3.0  MgO   2.0        \n",
       "28   CoFeB  0.6      206020                       W      5.0  MgO   2.0        \n",
       "29   CoFeB  0.6      404020                       W      5.0  MgO   2.0   Ta   \n",
       "25   CoFeB  1.0      206020                       W      2.1  MgO   2.0        \n",
       "26   CoFeB  1.0      206020                       W      2.6  MgO   2.0        \n",
       "27   CoFeB  1.0      206020                       W      3.1  MgO   2.0        \n",
       "28   CoFeB  1.0      206020                       W      3.6  MgO   2.0        \n",
       "3    CoFeB  0.6      206020                       W      5.0  MgO   2.0        \n",
       "66   CoFeB  1.0      206020                       W      2.0  MgO   1.0   Ta   \n",
       "67   CoFeB  1.0      206020                       W      3.0  MgO   1.0   Ta   \n",
       "88   CoFeB  1.0      206020                       W      5.0  MgO   2.0   Ta   \n",
       "104  CoFeB  0.9      404020                       W     13.0  MgO   1.0   Ta   \n",
       "\n",
       "    ttop1     D     Ds      Ref  is_sign_given Note Repetitions  \\\n",
       "24         0.23  0.230   SOU-16              1                    \n",
       "25         0.12  0.120   SOU-16              1                    \n",
       "28         0.68  0.408   JAI-17              1                    \n",
       "29    5.0  0.03  0.018   JAI-17              1                    \n",
       "25         0.51  0.510   TOR-14              1                    \n",
       "26         0.71  0.710   TOR-14              1                    \n",
       "27         0.71  0.710   TOR-14              1                    \n",
       "28         0.47  0.470   TOR-14              1                    \n",
       "3          0.73  0.438   JAI-17              0                    \n",
       "66    1.0  0.25  0.250   SOU-16              1                    \n",
       "67    1.0  0.27  0.270   SOU-16              1                    \n",
       "88    2.0  0.07  0.070    MA-18              1                    \n",
       "104   2.0        0.630  KIM-18b              0                    \n",
       "\n",
       "                  Method  \n",
       "24        DW_field_creep  \n",
       "25        DW_field_creep  \n",
       "28        DW_field_creep  \n",
       "29        DW_field_creep  \n",
       "25            DW_current  \n",
       "26            DW_current  \n",
       "27            DW_current  \n",
       "28            DW_current  \n",
       "3    Stripe_annihilation  \n",
       "66                   BLS  \n",
       "67                   BLS  \n",
       "88                   BLS  \n",
       "104                  BLS  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the references\n",
    "dmi.print_stack_tables(stack_CoFeB, useJupyter=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot 2: Co with Pt as bottom layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 sectors to plot: ['MgO', 'AlOx', 'GdO', 'Gd', 'Al', 'Au', 'Pt', 'W', 'Ta', 'Ir']\n"
     ]
    },
    {
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Lett.\",\"AIP Adv.\",\"AIP Adv.\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"J. Appl. Phys.\",\"J. Phys.: Cond. Mat.\",\"J. Phys. D\",\"Phys. Rev. Lett.\",\"AIP Adv.\",\"J. Phys. D\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. Lett.\",\"Appl. Phys. Lett.\",\"Nat. Commun.\",\"Nat. Commun.\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Appl. Phys. Lett.\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Sci. Rep.\",\"Phys. Rev. B\",\"Phys. Rev. B\",\"Sci. Rep.\",\"Sci. Rep.\",\"Phys. Rev. B\",\"Sci. Rep.\",\"EPL\",\"J. Phys. D\",\"Npg Asia Mater.\",\"Phys. Rev. Research\",\"Phys. Rev. B\",\"Appl. Phys. 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of spin torque efficiencies in heterostructures with perpendicular magnetic anisotropy\",\"Wide-Range Probing of Dzyaloshinskii-Moriya Interaction\",\"Determination of magnetic domain-wall types using Dzyaloshinskii--Moriya interaction induced domain patterns\",\"Room-temperature chiral magnetic skyrmions in ultrathin magnetic nanostructures\",\"Magnetic domain texture and the Dzyaloshinskii-Moriya interaction in Pt/Co/IrMn and Pt/Co/FeMn thin films with perpendicular exchange bias\",\"Asymmetric Hysteresis for Probing Dzyaloshinskii--Moriya Interaction\",\"Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetized Pt/Co/AlO$_x$ ultrathin films measured by Brillouin light spectroscopy\",\"The sign of the interfacial Dzyaloshinskii--Moriya interaction in ultrathin amorphous and polycrystalline magnetic films\",\"Thickness dependence of the interfacial Dzyaloshinskii--Moriya interaction in inversion symmetry broken systems\",\"Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetized Pt/Co/AlO$_x$ ultrathin films measured by Brillouin light spectroscopy\",\"Magnetic domain texture and the Dzyaloshinskii-Moriya interaction in Pt/Co/IrMn and Pt/Co/FeMn thin films with perpendicular exchange bias\",\"Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetized Pt/Co/AlO$_x$ ultrathin films measured by Brillouin light spectroscopy\",\"Correlation between interfacial Dzyaloshinskii-Moriya interaction and interfacial magnetic anisotropy of Pt/Co/MgO structures\",\"Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetized Pt/Co/AlO$_x$ ultrathin films measured by Brillouin light spectroscopy\",\"Domain-wall motion and interfacial Dzyaloshinskii-Moriya interactions in Pt/Co/Ir(t$_Ir$)/Ta multilayers\",\"Interfacial Dzyaloshinskii-Moriya interaction in perpendicularly magnetized Pt/Co/AlO$_x$ ultrathin films measured by Brillouin light spectroscopy\",\"Determination of magnetic domain-wall types using Dzyaloshinskii--Moriya interaction induced domain patterns\",\"Velocity asymmetry of Dzyaloshinskii domain walls in the creep and flow regimes\",\"Interfacial Dzyaloshinskii-Moriya Interaction: Effect of 5 d Band Filling and Correlation with Spin Mixing Conductance\",\"Very large domain wall velocities in Pt/Co/GdOx and Pt/Co/Gd trilayers with Dzyaloshinskii-Moriya interaction\",\"The interfacial nature of proximity-induced magnetism and the Dzyaloshinskii-Moriya interaction at the Pt/Co interface\",\"The interfacial nature of proximity-induced magnetism and the Dzyaloshinskii-Moriya interaction at the Pt/Co interface\",\"Study of the velocity plateau of Dzyaloshinskii domain walls\",\"Velocity asymmetry of Dzyaloshinskii domain walls in the creep and flow regimes\",\"Very large domain wall velocities in Pt/Co/GdOx and Pt/Co/Gd trilayers with Dzyaloshinskii-Moriya interaction\",\"Study of the velocity plateau of Dzyaloshinskii domain walls\",\"Oxidation dependence of the Dzyaloshinskii-Moriya interaction in Pt/Co/MO$_x$ trilayers ( M=Al or Gd)\",\"Observation of room-temperature magnetic skyrmions and their current-driven dynamics in ultrathin metallic ferromagnets\",\"Chirality-Induced Asymmetric Magnetic Nucleation in Pt/Co/AlOx Ultrathin Microstructures\",\"Magnetic domain texture and the Dzyaloshinskii-Moriya interaction in Pt/Co/IrMn and Pt/Co/FeMn thin films with perpendicular exchange bias\",\"Very large domain wall velocities in Pt/Co/GdOx and Pt/Co/Gd trilayers with Dzyaloshinskii-Moriya interaction\",\"Determination of spin torque efficiencies in heterostructures with perpendicular magnetic anisotropy\",\"Chirality-induced antisymmetry in magnetic domain wall speed\",\"Perpendicular magnetic anisotropy and interfacial Dzyaloshinskii-Moriya interaction in as grown and annealed X/Co/Y ultrathin systems\",\"Observation of room-temperature magnetic skyrmions and their current-driven dynamics in ultrathin metallic ferromagnets\",\"Velocity asymmetry of Dzyaloshinskii domain walls in the creep and flow regimes\",\"Extraction of Dzyaloshinskii-Moriya interaction from propagating spin waves\",\"Influence of the capping layer material on the interfacial Dzyaloshinskii-Moriya interaction in Pt/Co/capping layer structures probed by Brillouin light scattering\",\"Perpendicular magnetic anisotropy and interfacial Dzyaloshinskii-Moriya interaction in as grown and annealed X/Co/Y ultrathin systems\",\"Determination of spin torque efficiencies in heterostructures with perpendicular magnetic anisotropy\",\"Tuning domain wall velocity with Dzyaloshinskii-Moriya interaction\",\"Domain-wall motion and interfacial Dzyaloshinskii-Moriya interactions in Pt/Co/Ir(t$_Ir$)/Ta multilayers\",\"Interfacial Dzyaloshinskii-Moriya interaction, interface-induced damping and perpendicular magnetic anisotropy in Pt/Co/W based multilayers\",\"Formation of N'eel-type skyrmions in an antidot lattice with perpendicular magnetic anisotropy\",\"Measuring and tailoring the Dzyaloshinskii-Moriya interaction in perpendicularly magnetized thin films\",\"Interfacial Dzyaloshinskii-Moriya interaction, interface-induced damping and perpendicular magnetic anisotropy in Pt/Co/W based multilayers\",\"Oxidation dependence of the Dzyaloshinskii-Moriya interaction in Pt/Co/MO$_x$ trilayers ( M=Al or Gd)\",\"Influence of the capping layer material on the interfacial Dzyaloshinskii-Moriya interaction in Pt/Co/capping layer structures probed by Brillouin light scattering\",\"Strength and length scale of the interaction between domain walls and pinning disorder in thin ferromagnetic films\",\"Chirality-induced antisymmetry in magnetic domain wall speed\",\"Tuning the Dzyaloshinskii-Moriya interaction in Pt/Co/MgO heterostructures through the MgO thickness\",\"Perpendicular magnetic anisotropy and interfacial Dzyaloshinskii-Moriya interaction in as grown and annealed X/Co/Y ultrathin systems\",\"Creep of chiral domain walls\",\"Domain-wall motion and interfacial Dzyaloshinskii-Moriya interactions in Pt/Co/Ir(t$_Ir$)/Ta multilayers\",\"Wide-Range Probing of Dzyaloshinskii-Moriya Interaction\",\"Enhancement of spin-orbit torque and modulation of Dzyaloshinskii-Moriya interaction in Pt100-xCrx/Co/AlOx trilayer\",\"Ferromagnetic layer thickness dependence of the Dzyaloshinskii-Moriya interaction and spin-orbit torques in PtCoAl$_x$\",\"Ferromagnetic layer thickness dependence of the Dzyaloshinskii-Moriya interaction and spin-orbit torques in PtCoAl$_x$\",\"Dzyaloshinskii-Moriya interaction and spin-orbit torque at the Ir/Co interface\",\"Magnetic properties and field-driven dynamics of chiral domain walls in epitaxial Pt/Co/Au$_x$/Pt$_1-x$ trilayers\",\"Oxidation dependence of the Dzyaloshinskii-Moriya interaction in Pt/Co/MO$_x$ trilayers ( M=Al or Gd)\",\"Measuring and tailoring the Dzyaloshinskii-Moriya interaction in perpendicularly magnetized thin films\",\"Interfacial Dzyaloshinskii-Moriya interaction, interface-induced damping and perpendicular magnetic anisotropy in Pt/Co/W based multilayers\",\"Perpendicular magnetic anisotropy and interfacial Dzyaloshinskii-Moriya interaction in as grown and annealed X/Co/Y ultrathin systems\",\"Current induced domain wall motion and tilting in Pt/Co/Ta structures with perpendicular magnetic anisotropy in the presence of the Dyzaloshinskii-Moriya interaction\",\"Manipulation of the Dzyaloshinskii-Moriya Interaction in Co/Pt Multilayers with Strain\",\"Ferromagnetic layer thickness dependence of the Dzyaloshinskii-Moriya interaction and spin-orbit torques in PtCoAl$_x$\",\"Current induced domain wall motion and tilting in Pt/Co/Ta structures with perpendicular magnetic anisotropy in the presence of the Dyzaloshinskii-Moriya interaction\",\"Dynamics of all-optically switched magnetic domains in Co/Gd heterostructures with Dzyaloshinskii-Moriya interaction\",\"Dzyaloshinskii-Moriya interaction and spin-orbit torque at the Ir/Co interface\",\"Observation of room-temperature magnetic skyrmions in Pt/Co/W structures with a large spin-orbit coupling\",\"Creep of chiral domain walls\",\"Manipulation of the Dzyaloshinskii-Moriya Interaction in Co/Pt Multilayers with Strain\",\"Tuning domain wall velocity with Dzyaloshinskii-Moriya interaction\",\"Magnetic microscopy and topological stability of homochiral N'eel domain walls in a Pt/Co/AlO$_x$ trilayer\",\"Correlation of the Dzyaloshinskii-Moriya interaction with Heisenberg exchange and orbital asphericity\",\"Dynamics of all-optically switched magnetic domains in Co/Gd heterostructures with Dzyaloshinskii-Moriya interaction\",\"Creep of chiral domain walls\",\"Magnetic properties, domain-wall creep motion, and the Dzyaloshinskii-Moriya interaction in Pt/Co/Ir thin films\",\"Determination of magnetic domain-wall types using Dzyaloshinskii--Moriya interaction induced domain patterns\",\"Magnetic properties, domain-wall creep motion, and the Dzyaloshinskii-Moriya interaction in Pt/Co/Ir thin films\",\"Extraction of Dzyaloshinskii-Moriya interaction from propagating spin waves\",\"Tunable chiral spin texture in magnetic domain-walls\",\"Measuring and tailoring the Dzyaloshinskii-Moriya interaction in perpendicularly magnetized thin films\",\"Magnetic properties and field-driven dynamics of chiral domain walls in epitaxial Pt/Co/Au$_x$/Pt$_1-x$ trilayers\",\"Tunable chiral spin texture in magnetic domain-walls\",\"Tunable chiral spin texture in magnetic domain-walls\",\"Asymmetric magnetic domain-wall motion by the Dzyaloshinskii-Moriya interaction\",\"Tunable chiral spin texture in magnetic domain-walls\",\"Very large domain wall velocities in Pt/Co/GdOx and Pt/Co/Gd trilayers with Dzyaloshinskii-Moriya interaction\",\"Influence of the capping layer material on the interfacial Dzyaloshinskii-Moriya interaction in Pt/Co/capping layer structures probed by Brillouin light scattering\",\"Chirality-induced antisymmetry in magnetic domain wall speed\",\"Strength and length scale of the interaction 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       "  const render_items = [{\"docid\":\"1a25b14d-4028-4c62-9a7d-eb5999d9d926\",\"notebook_comms_target\":\"1733\",\"root_ids\":[\"1504\"],\"roots\":{\"1504\":\"02fba159-8554-4c6c-ad3e-462fad1ccc43\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1504"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stack = (['Pt'], ['Co'], ['Ir', 'Ta', 'W', 'Pt', 'Au', 'Al', 'Gd', 'GdO', 'AlOx', 'MgO'])\n",
    "# Play with marker_type = shapes|filling and the alpha\n",
    "\n",
    "(fig_PtCoX_XY,  fig_PtCoX_Anular), df_PtCoX = dmi.plotStack(stack, sel_D, figsizeX=(900,500),\n",
    "              visualization_library='bokeh', is_XY_to_plot=False, is_anular_to_plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Ir$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.70</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>HRA-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.70</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>0.69</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>-0.8600</td>\n",
       "      <td>HRA-14</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.56</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>5.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-0.1736</td>\n",
       "      <td>SHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.05</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>5.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.1260</td>\n",
       "      <td>SHE-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>4.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.29</td>\n",
       "      <td>-0.2300</td>\n",
       "      <td>HAR-19</td>\n",
       "      <td>1</td>\n",
       "      <td>Co: 0.8-1</td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.60</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.5</td>\n",
       "      <td>-0.3000</td>\n",
       "      <td>AJE-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>4.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.69</td>\n",
       "      <td>-2.0300</td>\n",
       "      <td>HAN-16</td>\n",
       "      <td>1</td>\n",
       "      <td>Edge</td>\n",
       "      <td></td>\n",
       "      <td>Nucleation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.50</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.4</td>\n",
       "      <td>Ir</td>\n",
       "      <td>2.50</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.6</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-1.5100</td>\n",
       "      <td>ROW-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>3.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.8000</td>\n",
       "      <td>BEL-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Ir</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-0.88</td>\n",
       "      <td>-0.7000</td>\n",
       "      <td>SHA-19</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.50</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>3.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.3</td>\n",
       "      <td>-0.7600</td>\n",
       "      <td>BEN-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.50</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>3.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.5300</td>\n",
       "      <td>BEN-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Co</td>\n",
       "      <td>4.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>LUC-20</td>\n",
       "      <td>1</td>\n",
       "      <td>Co: 4-26</td>\n",
       "      <td></td>\n",
       "      <td>PSWS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.3080</td>\n",
       "      <td>KHA-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.7040</td>\n",
       "      <td>KHA-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ir</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2.06</td>\n",
       "      <td>2.0600</td>\n",
       "      <td>KHA-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.90</td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.6</td>\n",
       "      <td>Ir</td>\n",
       "      <td>0.60</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3600</td>\n",
       "      <td>ISH-19</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>3.0</td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.90</td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.6</td>\n",
       "      <td>Ir</td>\n",
       "      <td>0.60</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6300</td>\n",
       "      <td>ISH-19</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm   tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "2   Co  0.70                                  Pt      5.0  Ir  0.23   Pt   \n",
       "3   Co  0.70                                  Pt      5.0  Ir  0.69   Pt   \n",
       "6   Co  0.56                                  Pt      4.0  Ir  5.00        \n",
       "7   Co  1.05                                  Pt      4.0  Ir  5.00        \n",
       "17  Co  0.80                  Ta      4.0     Pt      4.0  Ir  4.00        \n",
       "6   Co  0.60                                  Pt      2.0  Ir  2.00        \n",
       "2   Co  1.20                                  Pt      4.0  Ir  4.00        \n",
       "16  Co  2.50                                  Pt      5.4  Ir  2.50   Pt   \n",
       "29  Co  1.00                  Ta      3.0     Pt      3.0  Ir  3.00        \n",
       "46  Co  0.80                  Ta      2.0     Pt      2.2  Ir  2.00   Ta   \n",
       "50  Co  2.50                  Ta      3.0     Pt      3.0  Ir  3.00        \n",
       "51  Co  2.50                  Ta      3.0     Pt      3.0  Ir  3.00        \n",
       "0   Co  4.00                  Ta      4.0     Pt      4.0  Ir  3.00   Pt   \n",
       "7   Co  1.20                                  Pt      4.0  Ir  1.00        \n",
       "8   Co  1.20                                  Pt      4.0  Ir  2.00        \n",
       "9   Co  1.00                                  Pt      4.0  Ir  1.00        \n",
       "15  Co  0.90                  Pt      2.0     Pt      0.6  Ir  0.60  MgO   \n",
       "17  Co  0.90                  Pt      2.0     Pt      0.6  Ir  0.60  MgO   \n",
       "\n",
       "   ttop1     D      Ds      Ref  is_sign_given       Note Repetitions  \\\n",
       "2    3.0  0.08  0.0600   HRA-14              1                          \n",
       "3    3.0 -1.23 -0.8600   HRA-14              1                          \n",
       "6        -0.31 -0.1736   SHE-18              1                          \n",
       "7        -0.12 -0.1260   SHE-18              1                          \n",
       "17       -0.29 -0.2300   HAR-19              1  Co: 0.8-1               \n",
       "6         -0.5 -0.3000   AJE-17              1                          \n",
       "2        -1.69 -2.0300   HAN-16              1       Edge               \n",
       "16   2.6  -0.6 -1.5100   ROW-17              1                          \n",
       "29        -0.8 -0.8000  BEL-19a              1                          \n",
       "46   4.0 -0.88 -0.7000   SHA-19              1                          \n",
       "50        -0.3 -0.7600   BEN-20              1                          \n",
       "51        -0.2 -0.5300   BEN-20              1                          \n",
       "0    3.0       -1.0000   LUC-20              1   Co: 4-26               \n",
       "7         1.09  1.3080   KHA-18              0                          \n",
       "8         1.42  1.7040   KHA-18              0                          \n",
       "9         2.06  2.0600   KHA-18              0                          \n",
       "15   2.0   0.4  0.3600   ISH-19              0                    3.0   \n",
       "17   2.0   0.7  0.6300   ISH-19              0                          \n",
       "\n",
       "               Method  \n",
       "2      DW_field_creep  \n",
       "3      DW_field_creep  \n",
       "6      DW_field_creep  \n",
       "7      DW_field_creep  \n",
       "17     DW_field_creep  \n",
       "6       DW_field_flow  \n",
       "2          Nucleation  \n",
       "16                BLS  \n",
       "29                BLS  \n",
       "46                BLS  \n",
       "50                BLS  \n",
       "51                BLS  \n",
       "0                PSWS  \n",
       "7   Spin_orbit_torque  \n",
       "8   Spin_orbit_torque  \n",
       "9   Spin_orbit_torque  \n",
       "15  Spin_orbit_torque  \n",
       "17  Spin_orbit_torque  "
      ]
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    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Ta$$"
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.12</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>SHA-19</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.350</td>\n",
       "      <td>WOO-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.000</td>\n",
       "      <td>WOO-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>Stripe_annihilation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.92</td>\n",
       "      <td>-1.840</td>\n",
       "      <td>CHO-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.8</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.80</td>\n",
       "      <td>-1.640</td>\n",
       "      <td>SHA-19</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.78</td>\n",
       "      <td>-0.860</td>\n",
       "      <td>SAH-19</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.01</td>\n",
       "      <td>0.505</td>\n",
       "      <td>YUN-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.375</td>\n",
       "      <td>YUN-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>6.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.350</td>\n",
       "      <td>YUN-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>8.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.700</td>\n",
       "      <td>YUN-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1 ttop1  \\\n",
       "14  Co  0.8                                  Pt      2.2  Ta   4.0              \n",
       "3   Co  0.9                  Ta      3.0     Pt      3.0  Ta   4.0              \n",
       "1   Co  0.9                  Ta      3.0     Pt      3.0  Ta   4.0              \n",
       "12  Co  2.0                                  Pt      4.0  Ta   4.0              \n",
       "45  Co  0.8                  Ta      2.0     Pt      2.2  Ta   4.0              \n",
       "47  Co  1.1                                  Pt      3.0  Ta   4.0              \n",
       "3   Co  0.5                                  Pt      4.0  Ta   2.0              \n",
       "4   Co  0.5                                  Pt      4.0  Ta   4.0              \n",
       "5   Co  0.5                                  Pt      4.0  Ta   6.0              \n",
       "6   Co  0.5                                  Pt      4.0  Ta   8.0              \n",
       "\n",
       "       D     Ds     Ref  is_sign_given Note Repetitions               Method  \n",
       "14 -1.12 -0.900  SHA-19              1                        DW_field_creep  \n",
       "3   1.50  1.350  WOO-16              0               15       Domain_pattern  \n",
       "1   1.10  1.000  WOO-16              0               15  Stripe_annihilation  \n",
       "12 -0.92 -1.840  CHO-17              1                                   BLS  \n",
       "45 -1.80 -1.640  SHA-19              1                                   BLS  \n",
       "47 -0.78 -0.860  SAH-19              1               12                  BLS  \n",
       "3   1.01  0.505  YUN-18              0                     Spin_orbit_torque  \n",
       "4   0.75  0.375  YUN-18              0                     Spin_orbit_torque  \n",
       "5   0.70  0.350  YUN-18              0                     Spin_orbit_torque  \n",
       "6   1.40  0.700  YUN-18              0                     Spin_orbit_torque  "
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     "data": {
      "text/latex": [
       "$$Pt/Co/W$$"
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       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>W</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.342</td>\n",
       "      <td>LIN-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>W</td>\n",
       "      <td>2.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.35</td>\n",
       "      <td>-1.220</td>\n",
       "      <td>KIM-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.5</td>\n",
       "      <td>W</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.55</td>\n",
       "      <td>-0.550</td>\n",
       "      <td>BEN-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.5</td>\n",
       "      <td>W</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.85</td>\n",
       "      <td>-0.850</td>\n",
       "      <td>BEN-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>[Pt(1.5)Co(1)W(1.5)]x3</td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.5</td>\n",
       "      <td>W</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.90</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>BEN-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>[Pt(1.5)Co(1)W(1.5)]x7</td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1 ttop1  \\\n",
       "10  Co  1.8                                  Pt      5.0   W   1.0   Pt   1.0   \n",
       "10  Co  0.9                                  Pt      2.5   W   2.5              \n",
       "33  Co  1.0                                  Pt      1.5   W   1.5              \n",
       "34  Co  1.0                                  Pt      1.5   W   1.5              \n",
       "35  Co  1.0                                  Pt      1.5   W   1.5              \n",
       "\n",
       "       D     Ds      Ref  is_sign_given Note             Repetitions  \\\n",
       "10  0.19  0.342   LIN-18              0                                \n",
       "10 -1.35 -1.220   KIM-18              1                                \n",
       "33 -0.55 -0.550  BEN-19a              1                                \n",
       "34 -0.85 -0.850  BEN-19a              1       [Pt(1.5)Co(1)W(1.5)]x3   \n",
       "35 -0.90 -0.900  BEN-19a              1       [Pt(1.5)Co(1)W(1.5)]x7   \n",
       "\n",
       "            Method  \n",
       "10  DW_field_creep  \n",
       "10      DW_current  \n",
       "33             BLS  \n",
       "34             BLS  \n",
       "35             BLS  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Pt$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "      <td></td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.042</td>\n",
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       "      <th>15</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.60</td>\n",
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       "      <td>Co</td>\n",
       "      <td>0.90</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
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       "      <td></td>\n",
       "      <td>0.0</td>\n",
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       "      <td>DW_field_creep</td>\n",
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       "      <th>4</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
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       "      <td>Pt</td>\n",
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       "      <th>8</th>\n",
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       "      <td>Co</td>\n",
       "      <td>0.36</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.040</td>\n",
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       "      <td></td>\n",
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       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.50</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.50</td>\n",
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       "      <td>2.0</td>\n",
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       "      <td></td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.020</td>\n",
       "      <td>FRA-14</td>\n",
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       "      <th>11</th>\n",
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       "      <td>0.50</td>\n",
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       "      <td>Pt</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
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       "      <td>KIM-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>AGR-19</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[Pt(2.5-7.5)/Co(0.8)/Pt(1.5)]x13</td>\n",
       "      <td>Domain_pattern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.000</td>\n",
       "      <td>BEL-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.500</td>\n",
       "      <td>GUS-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.320</td>\n",
       "      <td>GUS-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Co</td>\n",
       "      <td>4.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.100</td>\n",
       "      <td>LUC-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>PSWS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm   tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "0   Co  0.30                                  Pt      2.5  Pt   1.5        \n",
       "1   Co  0.70                                  Pt      5.0  Pt   3.0        \n",
       "4   Co  0.40                                  Pt      2.0  Pt   2.0        \n",
       "11  Co  0.60                                  Pt      3.0  Pt   3.0        \n",
       "15  Co  0.60                  Ta      4.0     Pt      4.0  Pt   4.0        \n",
       "20  Co  0.90                                  Pt      5.0  Pt   5.0        \n",
       "4   Co  1.00                                  Pt      4.0  Pt   4.0        \n",
       "8   Co  0.60                                  Pt      2.0  Pt   2.0        \n",
       "0   Co  0.36                                  Pt      4.0  Pt   1.0        \n",
       "1   Co  0.36                                  Pt      4.0  Pt   2.0        \n",
       "2   Co  0.50                                  Pt      4.0  Pt   2.0        \n",
       "3   Co  0.50                                  Pt      2.0  Pt   4.0        \n",
       "11  Co  0.50                                  Pt      2.5  Pt   1.5        \n",
       "16  Co  0.80                                  Pt      2.5  Pt   1.5        \n",
       "32  Co  1.00                  Ta      3.0     Pt      3.0  Pt   3.0        \n",
       "48  Co  1.20                  Ta      2.5     Pt      2.2  Pt   2.0        \n",
       "49  Co  1.20                  Ta      2.5     Pt      0.4  Pt   2.0        \n",
       "1   Co  4.00                  Ta      4.0     Pt      4.0  Pt   3.0        \n",
       "\n",
       "   ttop1     D     Ds      Ref  is_sign_given Note  \\\n",
       "0         0.11  0.033    JE-13              1        \n",
       "1         0.83  0.581   HRA-14              1        \n",
       "4         0.33  0.132   KIM-15              1        \n",
       "11       -0.07 -0.042   SHA-18              1        \n",
       "15        -1.2 -0.710   HAR-19              1        \n",
       "20         0.0  0.000   GEH-20              0        \n",
       "4          0.0  0.000   PHA-16              1        \n",
       "8          0.0  0.000   AJE-17              0        \n",
       "0        -0.24 -0.090   FRA-14              1        \n",
       "1         -0.1 -0.040   FRA-14              1        \n",
       "2        -0.09 -0.040   FRA-14              1        \n",
       "3        -0.03 -0.020   FRA-14              1        \n",
       "11         0.0  0.000   KIM-18              1        \n",
       "16         0.0  0.000   AGR-19              0        \n",
       "32        0.08  0.000  BEL-19a              1        \n",
       "48        0.42  0.500   GUS-20              1        \n",
       "49        0.27  0.320   GUS-20              1        \n",
       "1              -0.100   LUC-20              1        \n",
       "\n",
       "                         Repetitions          Method  \n",
       "0                                     DW_field_creep  \n",
       "1                                     DW_field_creep  \n",
       "4                                     DW_field_creep  \n",
       "11                                    DW_field_creep  \n",
       "15                                    DW_field_creep  \n",
       "20                                    DW_field_creep  \n",
       "4                                      DW_field_flow  \n",
       "8                                      DW_field_flow  \n",
       "0                                         DW_current  \n",
       "1                                         DW_current  \n",
       "2                                         DW_current  \n",
       "3                                         DW_current  \n",
       "11                                        DW_current  \n",
       "16  [Pt(2.5-7.5)/Co(0.8)/Pt(1.5)]x13  Domain_pattern  \n",
       "32                                               BLS  \n",
       "48                                               BLS  \n",
       "49                                               BLS  \n",
       "1                                               PSWS  "
      ]
     },
     "metadata": {},
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    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Au$$"
      ],
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       "<IPython.core.display.Latex object>"
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       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Au</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
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       "      <td>-0.600</td>\n",
       "      <td>SHA-18</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Au</td>\n",
       "      <td>5.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-0.783</td>\n",
       "      <td>GEH-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.4</td>\n",
       "      <td>Au</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.6</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>-1.510</td>\n",
       "      <td>ROW-17</td>\n",
       "      <td>1</td>\n",
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       "      <td></td>\n",
       "      <td>BLS</td>\n",
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       "    fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1 ttop1  \\\n",
       "13  Co  0.6                                  Pt      3.0  Au   3.0              \n",
       "21  Co  0.9                                  Pt      5.0  Au   5.0              \n",
       "15  Co  2.5                                  Pt      5.4  Au   2.5   Pt   2.6   \n",
       "\n",
       "       D     Ds     Ref  is_sign_given Note Repetitions          Method  \n",
       "13 -1.00 -0.600  SHA-18              1                   DW_field_creep  \n",
       "21 -0.87 -0.783  GEH-20              1                   DW_field_creep  \n",
       "15 -0.60 -1.510  ROW-17              1                              BLS  "
      ]
     },
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    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Al$$"
      ],
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       "<IPython.core.display.Latex object>"
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       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
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       "      <th>ttop</th>\n",
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       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Al</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.52</td>\n",
       "      <td>-0.912</td>\n",
       "      <td>AJE-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Al</td>\n",
       "      <td>2.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.87</td>\n",
       "      <td>-0.780</td>\n",
       "      <td>KIM-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
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       "   fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1 ttop1  \\\n",
       "5  Co  0.6                                  Pt      2.0  Al   2.0              \n",
       "8  Co  0.9                                  Pt      2.5  Al   2.5              \n",
       "\n",
       "      D     Ds     Ref  is_sign_given Note Repetitions         Method  \n",
       "5 -1.52 -0.912  AJE-17              1                   DW_field_flow  \n",
       "8 -0.87 -0.780  KIM-18              1                      DW_current  "
      ]
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    {
     "data": {
      "text/latex": [
       "$$Pt/Co/Gd$$"
      ],
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       "      <th></th>\n",
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       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.8</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>4.0</td>\n",
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       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>4.0</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.37</td>\n",
       "      <td>CAO-20a</td>\n",
       "      <td>0</td>\n",
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       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.24</td>\n",
       "      <td>CAO-20a</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.48</td>\n",
       "      <td>-1.48</td>\n",
       "      <td>VAN-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.52</td>\n",
       "      <td>-1.52</td>\n",
       "      <td>PHA-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>4.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.45</td>\n",
       "      <td>-1.45</td>\n",
       "      <td>KRI-19</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>VAN-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1 ttop1  \\\n",
       "16  Co  0.8                  Ta      4.0     Pt      4.0  Gd   3.0   Pt   2.0   \n",
       "18  Co  1.0                  Ta      4.0     Pt      4.0  Gd   3.0   Pt   4.0   \n",
       "19  Co  1.0                  Ta      4.0     Pt      4.0  Gd   3.0   Ta   4.0   \n",
       "0   Co  1.0                                  Pt      5.0  Gd   5.0              \n",
       "3   Co  1.0                                  Pt      4.0  Gd   3.0              \n",
       "13  Co  1.0                                  Pt      4.0  Gd   4.0              \n",
       "4   Co  1.0                                  Pt      5.0  Gd   2.0              \n",
       "\n",
       "       D    Ds      Ref  is_sign_given         Note Repetitions  \\\n",
       "16 -0.42 -0.34   HAR-19              1  Co: 0.8-1.2               \n",
       "18  0.37  0.37  CAO-20a              0                            \n",
       "19  0.24  0.24  CAO-20a              0                            \n",
       "0  -1.48 -1.48   VAN-15              1                            \n",
       "3  -1.52 -1.52   PHA-16              1                            \n",
       "13 -1.45 -1.45   KRI-19              1                            \n",
       "4  -1.00 -1.00   VAN-15              1                            \n",
       "\n",
       "            Method  \n",
       "16  DW_field_creep  \n",
       "18  DW_field_creep  \n",
       "19  DW_field_creep  \n",
       "0    DW_field_flow  \n",
       "3    DW_field_flow  \n",
       "13   DW_field_flow  \n",
       "4       DW_current  "
      ]
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       "$$Pt/Co/GdO$$"
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       "      <th></th>\n",
       "      <th>fm</th>\n",
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       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <td>GdO</td>\n",
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       "      <td></td>\n",
       "      <td>DW_field_flow</td>\n",
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       "      <th>12</th>\n",
       "      <td>Co</td>\n",
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       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <td></td>\n",
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       "      <td>-0.60</td>\n",
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       "      <td>DW_field_flow</td>\n",
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       "      <th>14</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <td>KRI-19</td>\n",
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       "      <td>DW_field_flow</td>\n",
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       "      <th>6</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GdO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Al</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.60</td>\n",
       "      <td>-1.60</td>\n",
       "      <td>VAN-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "    fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "2   Co  1.0                                  Pt      4.0  GdO   4.0        \n",
       "12  Co  1.0                                  Pt      4.0  GdO   1.0        \n",
       "14  Co  1.0                                  Pt      4.0  GdO   4.0        \n",
       "6   Co  1.0                                  Pt      5.0  GdO   2.0   Al   \n",
       "\n",
       "   ttop1     D    Ds     Ref  is_sign_given Note Repetitions         Method  \n",
       "2        -1.48 -1.48  PHA-16              1                   DW_field_flow  \n",
       "12       -0.60 -0.60  SOU-19              1                   DW_field_flow  \n",
       "14       -1.50 -1.50  KRI-19              1                   DW_field_flow  \n",
       "6    2.0 -1.60 -1.60  VAN-15              1                             BLS  "
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       "$$Pt/Co/AlOx$$"
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       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>10</th>\n",
       "      <td>Co</td>\n",
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       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <th>11</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>30.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>-1.790</td>\n",
       "      <td>-1.432</td>\n",
       "      <td>SOU-19</td>\n",
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       "      <th>5</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.93</td>\n",
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       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>2.0</td>\n",
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       "      <td></td>\n",
       "      <td>-0.540</td>\n",
       "      <td>-0.500</td>\n",
       "      <td>LOC-17</td>\n",
       "      <td>1</td>\n",
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       "      <td></td>\n",
       "      <td>DW_current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.480</td>\n",
       "      <td>-0.630</td>\n",
       "      <td>LOC-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_current</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.37</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.470</td>\n",
       "      <td>-0.640</td>\n",
       "      <td>LOC-17</td>\n",
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       "      <th>0</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>3.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.330</td>\n",
       "      <td>0.270</td>\n",
       "      <td>BEN-15</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
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       "      <td>Co</td>\n",
       "      <td>0.60</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
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       "      <td></td>\n",
       "      <td>-2.200</td>\n",
       "      <td>-1.320</td>\n",
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       "      <th>0</th>\n",
       "      <td>Co</td>\n",
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       "      <td>3.0</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-2.710</td>\n",
       "      <td>-1.630</td>\n",
       "      <td>BEL-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-2.180</td>\n",
       "      <td>-1.750</td>\n",
       "      <td>BEL-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.90</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.880</td>\n",
       "      <td>-1.690</td>\n",
       "      <td>BEL-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.95</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.760</td>\n",
       "      <td>-1.670</td>\n",
       "      <td>BEL-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.20</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.570</td>\n",
       "      <td>-1.884</td>\n",
       "      <td>BEL-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.200</td>\n",
       "      <td>1.800</td>\n",
       "      <td>CHO-15</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.70</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.200</td>\n",
       "      <td>-1.600</td>\n",
       "      <td>KIM-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.80</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-1.300</td>\n",
       "      <td>-2.340</td>\n",
       "      <td>KIM-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.60</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.8</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.435</td>\n",
       "      <td>-0.696</td>\n",
       "      <td>KIM-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.60</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.8</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.570</td>\n",
       "      <td>-2.512</td>\n",
       "      <td>KIM-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.80</td>\n",
       "      <td></td>\n",
       "      <td>CrPt</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>0.4</td>\n",
       "      <td>AlOx</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.870</td>\n",
       "      <td>0.696</td>\n",
       "      <td>QUA-20</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    fm   tfm composition bottom1 tbottom1 bottom  tbottom   top  ttop top1  \\\n",
       "1   Co  0.80                                  Pt      4.0  AlOx   3.0        \n",
       "10  Co  0.80                                  Pt     30.0  AlOx   1.0        \n",
       "11  Co  0.80                                  Pt     30.0  AlOx   3.0        \n",
       "5   Co  0.93                                  Pt      4.0  AlOx   2.0        \n",
       "6   Co  1.31                                  Pt      4.0  AlOx   2.0        \n",
       "7   Co  1.37                                  Pt      4.0  AlOx   2.0        \n",
       "0   Co  0.80                                  Pt      3.0  AlOx   3.0        \n",
       "0   Co  0.60                                  Pt      3.0  AlOx   2.0        \n",
       "0   Co  0.60                  Ta      3.0     Pt      3.0  AlOx   2.0   Pt   \n",
       "1   Co  0.80                  Ta      3.0     Pt      3.0  AlOx   2.0   Pt   \n",
       "2   Co  0.90                  Ta      3.0     Pt      3.0  AlOx   2.0   Pt   \n",
       "3   Co  0.95                  Ta      3.0     Pt      3.0  AlOx   2.0   Pt   \n",
       "4   Co  1.20                  Ta      3.0     Pt      3.0  AlOx   2.0   Pt   \n",
       "5   Co  2.00                                  Pt      4.0  AlOx   2.0        \n",
       "7   Co  1.70                                  Pt      4.0  AlOx   2.0        \n",
       "8   Co  1.80                  Ta      4.0     Pt      4.0  AlOx   2.0        \n",
       "13  Co  1.60                  Ta      4.0     Pt      0.8  AlOx   2.0   Pt   \n",
       "14  Co  1.60                  Ta      4.0     Pt      4.8  AlOx   2.0   Pt   \n",
       "20  Co  0.80                CrPt      8.0     Pt      0.4  AlOx   2.0        \n",
       "\n",
       "   ttop1      D     Ds     Ref  is_sign_given  Note Repetitions  \\\n",
       "1        -1.630 -1.304  PHA-16              1                     \n",
       "10       -1.000 -0.800  SOU-19              1                     \n",
       "11       -1.790 -1.432  SOU-19              1                     \n",
       "5        -0.540 -0.500  LOC-17              1                     \n",
       "6        -0.480 -0.630  LOC-17              1                     \n",
       "7        -0.470 -0.640  LOC-17              1                     \n",
       "0         0.330  0.270  BEN-15              0                     \n",
       "0        -2.200 -1.320  PIZ-14              1  Edge               \n",
       "0    3.0 -2.710 -1.630  BEL-15              1                     \n",
       "1    3.0 -2.180 -1.750  BEL-15              1                     \n",
       "2    3.0 -1.880 -1.690  BEL-15              1                     \n",
       "3    3.0 -1.760 -1.670  BEL-15              1                     \n",
       "4    3.0 -1.570 -1.884  BEL-15              1                     \n",
       "5         1.200  1.800  CHO-15              0                     \n",
       "7        -1.200 -1.600  KIM-15              1                     \n",
       "8        -1.300 -2.340  KIM-15              1                     \n",
       "13   1.0 -0.435 -0.696  KIM-17              1                     \n",
       "14   1.0 -1.570 -2.512  KIM-17              1                     \n",
       "20        0.870  0.696  QUA-20              0                     \n",
       "\n",
       "                 Method  \n",
       "1         DW_field_flow  \n",
       "10        DW_field_flow  \n",
       "11        DW_field_flow  \n",
       "5            DW_current  \n",
       "6            DW_current  \n",
       "7            DW_current  \n",
       "0   Stripe_annihilation  \n",
       "0            Nucleation  \n",
       "0                   BLS  \n",
       "1                   BLS  \n",
       "2                   BLS  \n",
       "3                   BLS  \n",
       "4                   BLS  \n",
       "5                   BLS  \n",
       "7                   BLS  \n",
       "8                   BLS  \n",
       "13                  BLS  \n",
       "14                  BLS  \n",
       "20    Spin_orbit_torque  "
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$Pt/Co/MgO$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>0.65</td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.7700</td>\n",
       "      <td>CAO-18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.50</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.2400</td>\n",
       "      <td>KIM-18c</td>\n",
       "      <td>0</td>\n",
       "      <td>Bubble</td>\n",
       "      <td></td>\n",
       "      <td>Nucleation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.06</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>-2.1730</td>\n",
       "      <td>BOU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.59</td>\n",
       "      <td>-1.5900</td>\n",
       "      <td>MA-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.95</td>\n",
       "      <td>-0.9500</td>\n",
       "      <td>BEL-19a</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.40</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>5.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.6800</td>\n",
       "      <td>KIM-19a</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.20</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.9500</td>\n",
       "      <td>BEN-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Co</td>\n",
       "      <td>2.10</td>\n",
       "      <td></td>\n",
       "      <td>Ta</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Pt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.60</td>\n",
       "      <td>-1.1700</td>\n",
       "      <td>BEN-20</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Co</td>\n",
       "      <td>1.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>PAI-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.65</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.45</td>\n",
       "      <td>0.9425</td>\n",
       "      <td>PAI-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Co</td>\n",
       "      <td>0.65</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.00</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.2935</td>\n",
       "      <td>PAI-16</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Spin_orbit_torque</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "    fm   tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "8   Co  1.00                                  Pt      3.0  MgO  0.65   Pt   \n",
       "3   Co  0.50                                  Pt      2.0  MgO  2.00        \n",
       "9   Co  1.06                  Ta      3.0     Pt      3.0  MgO  2.00   Ta   \n",
       "20  Co  1.00                                  Pt      5.0  MgO  2.00   Ta   \n",
       "31  Co  1.00                  Ta      3.0     Pt      3.0  MgO  1.00        \n",
       "43  Co  1.40                  Ta      5.0     Pt      5.0  MgO  2.00   Ta   \n",
       "55  Co  2.20                  Ta      3.0     Pt      3.0  MgO  1.00        \n",
       "56  Co  2.10                  Ta      3.0     Pt      3.0  MgO  1.00        \n",
       "0   Co  1.00                                  Pt      4.0  MgO  2.00        \n",
       "1   Co  0.65                                  Pt      4.0  MgO  2.00        \n",
       "2   Co  0.65                                  Pt      4.0  MgO  2.00        \n",
       "\n",
       "   ttop1     D      Ds      Ref  is_sign_given    Note Repetitions  \\\n",
       "8    5.0  0.77  0.7700   CAO-18              0                       \n",
       "3         0.48  0.2400  KIM-18c              0  Bubble               \n",
       "9    2.0 -2.05 -2.1730   BOU-16              1                       \n",
       "20   2.0 -1.59 -1.5900    MA-18              1                       \n",
       "31       -0.95 -0.9500  BEL-19a              1                       \n",
       "43   3.0  1.20  1.6800  KIM-19a              0                       \n",
       "55       -0.50 -0.9500   BEN-20              1                       \n",
       "56       -0.60 -1.1700   BEN-20              1                       \n",
       "0         3.00  3.0000   PAI-16              0                       \n",
       "1         1.45  0.9425   PAI-16              0                       \n",
       "2         1.99  1.2935   PAI-16              0                       \n",
       "\n",
       "               Method  \n",
       "8      DW_field_creep  \n",
       "3          Nucleation  \n",
       "9                 BLS  \n",
       "20                BLS  \n",
       "31                BLS  \n",
       "43                BLS  \n",
       "55                BLS  \n",
       "56                BLS  \n",
       "0   Spin_orbit_torque  \n",
       "1   Spin_orbit_torque  \n",
       "2   Spin_orbit_torque  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the references\n",
    "dmi.print_stack_tables(stack, useJupyter=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot3:  CoNi with Pt as bottom layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 sectors to plot: ['Ir', 'Ta', 'Cu', 'Pt', 'MgO']\n"
     ]
    },
    {
     "data": {
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       "  <div class=\"bk-root\" id=\"242135ca-84b7-49e0-ac9a-9d9091bba560\" data-root-id=\"1994\"></div>\n"
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       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
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       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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      "application/vnd.bokehjs_exec.v0+json": ""
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     "output_type": "display_data"
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   ],
   "source": [
    "stack_CoNi = (['Pt'], ['CoNi'], ['MgO', 'Pt', 'Cu', 'Ta', 'Ir'])\n",
    "(fig_PtCoNiX_XY, fig_PtCoNiX_Anular), df_PtCoNiX = dmi.plotStack(stack_CoNi, sel_D, figsizeX=(900,500),\n",
    "              visualization_library='bokeh', is_XY_to_plot=False, is_anular_to_plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$Pt/CoNi/MgO$$"
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       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
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       "      <th>ttop1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.045</td>\n",
       "      <td>YU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>3.2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>MgO</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.44</td>\n",
       "      <td>-1.408</td>\n",
       "      <td>DI-15</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BLS</td>\n",
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       "       fm  tfm composition bottom1 tbottom1 bottom  tbottom  top  ttop top1  \\\n",
       "32   CoNi  0.9                                  Pt      4.0  MgO   2.0        \n",
       "113  CoNi  3.2                                  Pt      4.0  MgO   2.0        \n",
       "\n",
       "    ttop1     D     Ds    Ref  is_sign_given Note Repetitions          Method  \n",
       "32        -0.05 -0.045  YU-16              1                   DW_field_creep  \n",
       "113       -0.44 -1.408  DI-15              1                              BLS  "
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     "data": {
      "text/latex": [
       "$$Pt/CoNi/Pt$$"
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <td>YU-16</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
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       "      fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "34  CoNi  0.9                                  Pt      4.0  Pt   2.0        \n",
       "\n",
       "   ttop1    D    Ds    Ref  is_sign_given Note Repetitions          Method  \n",
       "34        0.2  0.18  YU-16              1                   DW_field_creep  "
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       "$$Pt/CoNi/Cu$$"
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       "      <th>33</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
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       "      <td>-0.12</td>\n",
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       "      <td>YU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
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       "      fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "33  CoNi  0.9                                  Pt      4.0  Cu   2.0        \n",
       "\n",
       "   ttop1     D     Ds    Ref  is_sign_given Note Repetitions          Method  \n",
       "33       -0.12 -0.108  YU-16              1                   DW_field_creep  "
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       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>0.9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Ta</td>\n",
       "      <td>2.0</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.39</td>\n",
       "      <td>-0.351</td>\n",
       "      <td>YU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>1.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Ta</td>\n",
       "      <td>0.5</td>\n",
       "      <td>TaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>LAU-16</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>1.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Ta</td>\n",
       "      <td>0.5</td>\n",
       "      <td>TaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-0.666</td>\n",
       "      <td>PEL-17</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>1.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>1.2</td>\n",
       "      <td>Ta</td>\n",
       "      <td>0.8</td>\n",
       "      <td>TaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.52</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>LAU-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "35  CoNi  0.9                                  Pt      4.0  Ta   2.0        \n",
       "36  CoNi  1.8                                  Pt      2.5  Ta   0.5  TaN   \n",
       "37  CoNi  1.8                                  Pt      2.5  Ta   0.5  TaN   \n",
       "38  CoNi  1.8                                  Pt      1.2  Ta   0.8  TaN   \n",
       "\n",
       "   ttop1     D     Ds     Ref  is_sign_given Note Repetitions          Method  \n",
       "35       -0.39 -0.351   YU-16              1                   DW_field_creep  \n",
       "36   3.0 -0.21 -0.378  LAU-16              1                   DW_field_creep  \n",
       "37   6.0 -0.37 -0.666  PEL-17              1                   DW_field_creep  \n",
       "38   6.0 -0.52 -0.936  LAU-18              1                   DW_field_creep  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$Pt/CoNi/Ir$$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fm</th>\n",
       "      <th>tfm</th>\n",
       "      <th>composition</th>\n",
       "      <th>bottom1</th>\n",
       "      <th>tbottom1</th>\n",
       "      <th>bottom</th>\n",
       "      <th>tbottom</th>\n",
       "      <th>top</th>\n",
       "      <th>ttop</th>\n",
       "      <th>top1</th>\n",
       "      <th>ttop1</th>\n",
       "      <th>D</th>\n",
       "      <th>Ds</th>\n",
       "      <th>Ref</th>\n",
       "      <th>is_sign_given</th>\n",
       "      <th>Note</th>\n",
       "      <th>Repetitions</th>\n",
       "      <th>Method</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>CoNi</td>\n",
       "      <td>1.8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Pt</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Ir</td>\n",
       "      <td>2.5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>-0.31</td>\n",
       "      <td>-0.558</td>\n",
       "      <td>LAU-18</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DW_field_creep</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      fm  tfm composition bottom1 tbottom1 bottom  tbottom top  ttop top1  \\\n",
       "40  CoNi  1.8                                  Pt      2.5  Ir   2.5        \n",
       "\n",
       "   ttop1     D     Ds     Ref  is_sign_given Note Repetitions          Method  \n",
       "40       -0.31 -0.558  LAU-18              1                   DW_field_creep  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the references\n",
    "dmi.print_stack_tables(stack_CoNi, useJupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['IrMn_Hf_Pt_Ta_TaN_W__CoFeB__MgO', 'Pt__Co__Ir_Ta_W_Pt_Au_Al_Gd_GdO_AlOx_MgO', 'Pt__CoNi__MgO_Pt_Cu_Ta_Ir'])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmi.n_experiments.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['IrMn', 'Hf', 'Pt', 'Ta', 'TaN', 'W'], ['CoFeB'], ['MgO']\n",
      "       DW_field_creep  DW_current  Domain_pattern  Stripe_annihilation  BLS  Spin_orbit_torque\n",
      "W                   4           4               0                    1    4                  0\n",
      "TaN                 1           6               0                    0    1                  0\n",
      "Ta                  3           5               0                    0    3                  2\n",
      "Pt                  0           0               4                    2    9                  1\n",
      "Hf                  1           4               0                    0    1                  0\n",
      "IrMn                0           0               0                    0    6                  0\n",
      "Total               9          19               4                    3   24                  3\n",
      "********************************************************************************\n",
      "['Pt'], ['Co'], ['Ir', 'Ta', 'W', 'Pt', 'Au', 'Al', 'Gd', 'GdO', 'AlOx', 'MgO']\n",
      "       DW_field_creep  DW_field_flow  DW_current  Domain_pattern  Stripe_annihilation  Nucleation  BLS  PSWS  Spin_orbit_torque\n",
      "MgO                 1              0           0               0                    0           1    6     0                  3\n",
      "AlOx                0              3           3               0                    1           1   10     0                  1\n",
      "GdO                 0              3           0               0                    0           0    1     0                  0\n",
      "Gd                  3              3           1               0                    0           0    0     0                  0\n",
      "Al                  0              1           1               0                    0           0    0     0                  0\n",
      "Au                  2              0           0               0                    0           0    1     0                  0\n",
      "Pt                  6              2           5               1                    0           0    3     1                  0\n",
      "W                   1              0           1               0                    0           0    3     0                  0\n",
      "Ta                  1              0           0               1                    1           0    3     0                  4\n",
      "Ir                  5              1           0               0                    0           1    5     1                  5\n",
      "Total              19             13          11               2                    2           3   32     2                 13\n",
      "********************************************************************************\n",
      "['Pt'], ['CoNi'], ['MgO', 'Pt', 'Cu', 'Ta', 'Ir']\n",
      "       DW_field_creep  BLS\n",
      "Ir                  1    0\n",
      "Ta                  4    0\n",
      "Cu                  1    0\n",
      "Pt                  1    0\n",
      "MgO                 1    1\n",
      "Total               8    1\n",
      "********************************************************************************\n"
     ]
    }
   ],
   "source": [
    "dmi.print_experiments()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Print n most popular stacks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>n</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bottom</th>\n",
       "      <th>fm</th>\n",
       "      <th>top</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Pt</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">Co</th>\n",
       "      <th>AlOx</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pt</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Pt</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Co</th>\n",
       "      <th>MgO</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <th>Co</th>\n",
       "      <th>Pt</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TaN</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Pt</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Co</th>\n",
       "      <th>Gd</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ru</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IrMn</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>Pt</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hf</th>\n",
       "      <th>CoFeB</th>\n",
       "      <th>MgO</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Pt</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Co</th>\n",
       "      <th>Cu</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Co</th>\n",
       "      <th>Ir</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Pt</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Co</th>\n",
       "      <th>IrMn</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GdO</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    n\n",
       "bottom fm    top     \n",
       "Pt     Co    AlOx  19\n",
       "             Ir    18\n",
       "             Pt    18\n",
       "       CoFeB MgO   16\n",
       "Ta     CoFeB MgO   13\n",
       "W      CoFeB MgO   13\n",
       "Pt     Co    MgO   11\n",
       "             Ta    10\n",
       "Ir     Co    Pt     8\n",
       "TaN    CoFeB MgO    8\n",
       "Pt     Co    Gd     7\n",
       "             Ru     6\n",
       "IrMn   CoFeB MgO    6\n",
       "Ta     CoFeB Pt     6\n",
       "Hf     CoFeB MgO    6\n",
       "Pt     Co    Cu     6\n",
       "             W      5\n",
       "       Co    Ir     4\n",
       "Pt     Co    IrMn   4\n",
       "             GdO    4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print the most popular stacks\n",
    "dmi.print_most_popular_stacks(nfirst=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>bottom</th>\n",
       "      <th>top</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Pt</th>\n",
       "      <th>AlOx</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pt</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MgO</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <th>Pt</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Pt</th>\n",
       "      <th>Gd</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cu</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ru</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              n\n",
       "bottom top     \n",
       "Pt     AlOx  19\n",
       "       Ir    18\n",
       "       Pt    18\n",
       "       MgO   11\n",
       "       Ta    10\n",
       "Ir     Pt     8\n",
       "Pt     Gd     7\n",
       "       Cu     6\n",
       "       Ru     6\n",
       "       W      5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print the most popular stacks for Co\n",
    "dmi.print_most_popular_stacks('Co',nfirst=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Pt</th>\n",
       "      <th>MgO</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <th>MgO</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <th>MgO</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TaN</th>\n",
       "      <th>MgO</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hf</th>\n",
       "      <th>MgO</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IrMn</th>\n",
       "      <th>MgO</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <th>Pt</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pt</th>\n",
       "      <th>Ti</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <th>Ta</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <th>MgO</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             n\n",
       "bottom top    \n",
       "Pt     MgO  16\n",
       "W      MgO  13\n",
       "Ta     MgO  13\n",
       "TaN    MgO   8\n",
       "Hf     MgO   6\n",
       "IrMn   MgO   6\n",
       "Ta     Pt    6\n",
       "Pt     Ti    4\n",
       "Ta     Ta    3\n",
       "Ir     MgO   2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print the most popular stacks for CoFeB\n",
    "dmi.print_most_popular_stacks('CoFeB',nfirst=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>n</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bottom</th>\n",
       "      <th>top</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Pt</th>\n",
       "      <th>Ta</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MgO</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ir</th>\n",
       "      <th>Pt</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Pt</th>\n",
       "      <th>Cu</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ir</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pt</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            n\n",
       "bottom top   \n",
       "Pt     Ta   4\n",
       "       MgO  2\n",
       "Ir     Pt   1\n",
       "       Ta   1\n",
       "Pt     Cu   1\n",
       "       Ir   1\n",
       "       Pt   1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Print the most popular stacks for CoNi\n",
    "dmi.print_most_popular_stacks('CoNi',nfirst=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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