From 615b7382978b140044b5cbc68f0fe225a5fe469d Mon Sep 17 00:00:00 2001 From: Shyue Ping Ong Date: Wed, 20 Nov 2024 13:00:35 -0800 Subject: [PATCH] Remove useless notebook. --- notebooks/PT.ipynb | 2530 -------------------------------------------- 1 file changed, 2530 deletions(-) delete mode 100644 notebooks/PT.ipynb diff --git a/notebooks/PT.ipynb b/notebooks/PT.ipynb deleted file mode 100644 index 80ca7b1..0000000 --- a/notebooks/PT.ipynb +++ /dev/null @@ -1,2530 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "0", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for He. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Ne. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Ar. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Rf. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Db. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Sg. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Bh. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Hs. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Mt. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Ds. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Rg. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Cn. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Nh. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Fl. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Mc. Setting to NaN. This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n", - "/Users/shyue/repos/pymatgen/src/pymatgen/core/periodic_table.py:294: UserWarning:\n", - "\n", - "No Pauling electronegativity for Lv. Setting to NaN. 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This has no physical meaning, and is mainly done to avoid errors caused by the code expecting a float.\n", - "\n" - ] - } - ], - "source": [ - "from __future__ import annotations\n", - "\n", - "import pandas as pd\n", - "import plotly.express as px\n", - "from pymatgen.core.periodic_table import Element\n", - "\n", - "\n", - "# Define periodic table data\n", - "def get_period(el):\n", - " if el.is_actinoid or el.is_lanthanoid:\n", - " return el.row + 3\n", - " return el.row\n", - "\n", - "\n", - "def get_group(el):\n", - " if el.is_actinoid:\n", - " return el.group + el.Z - 89\n", - " if el.is_lanthanoid:\n", - " return el.group + el.Z - 57\n", - " return el.group\n", - "\n", - "\n", - "def get_category(el):\n", - " if el.Z > 92:\n", - " return \"transuranic\"\n", - " for cat in [\"alkali\", \"alkaline\", \"actinoid\", \"lanthanoid\", \"halogen\", \"noble_gas\", \"metal\", \"chalcogen\"]:\n", - " if getattr(el, f\"is_{cat}\"):\n", - " return cat\n", - " return \"\"\n", - "\n", - "\n", - "df = pd.DataFrame(\n", - " [\n", - " {\n", - " \"symbol\": el.symbol,\n", - " \"name\": el.long_name,\n", - " \"Z\": el.Z,\n", - " \"X\": el.X,\n", - " \"group\": get_group(el),\n", - " \"period\": get_period(el),\n", - " \"category\": get_category(el),\n", - " }\n", - " for el in Element\n", - " ]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "customdata": [ - [ - 1, - "Hydrogen", - "
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H
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H
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H
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He
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3
Li
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Be
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B
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N
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O
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Ca
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Rb
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Y
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Tc
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Ru
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Rh
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Sn
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I
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Cs
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La
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Ce
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Pr
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Nd
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Pm
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Hf
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Ta
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W
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Re
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Pb
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Bi
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Po
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At
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Rn
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Fr
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Pa
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103
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104
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105
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106
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107
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108
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Mt
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110
Ds
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111
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112
Cn
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113
Nh
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114
Fl
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115
Mc
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116
Lv
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117
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B
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C
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N
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O
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Mg
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Al
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14
Si
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P
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S
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17
Cl
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18
Ar
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K
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20
Ca
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21
Sc
", - "
22
Ti
", - "
23
V
", - "
24
Cr
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25
Mn
", - "
26
Fe
", - "
27
Co
", - "
28
Ni
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29
Cu
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30
Zn
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31
Ga
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32
Ge
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33
As
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34
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35
Br
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36
Kr
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37
Rb
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38
Sr
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39
Y
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40
Zr
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41
Nb
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42
Mo
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43
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44
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45
Rh
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46
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47
Ag
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48
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49
In
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50
Sn
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51
Sb
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52
Te
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53
I
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54
Xe
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55
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56
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57
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59
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60
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61
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62
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63
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67
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68
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69
Tm
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70
Yb
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Lu
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72
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73
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74
W
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75
Re
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76
Os
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77
Ir
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78
Pt
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79
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80
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81
Tl
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82
Pb
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83
Bi
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84
Po
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85
At
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86
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87
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88
Ra
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91
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92
U
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93
Np
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94
Pu
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95
Am
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96
Cm
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97
Bk
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98
Cf
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99
Es
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100
Fm
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101
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102
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103
Lr
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105
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107
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109
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", - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Define color mapping for categories\n", - "category_colors = {\n", - " \"metalloid\": \"lightblue\",\n", - " \"noble_gas\": \"lightgreen\",\n", - " \"alkali\": \"pink\",\n", - " \"alkaline\": \"orange\",\n", - " \"metal\": \"yellow\",\n", - " \"chalcogen\": \"purple\",\n", - " \"halogen\": \"purple\",\n", - " \"actinoid\": \"lightgray\",\n", - " \"lanthanoid\": \"lightcoral\",\n", - " \"transuranic\": \"grey\",\n", - " \"\": \"lightgrey\",\n", - "}\n", - "\n", - "# Create hover text for each element\n", - "df[\"label\"] = df.apply(lambda row: f\"
{row['Z']}
{row['symbol']}
\", axis=1)\n", - "\n", - "# Create the plot\n", - "fig = px.scatter(\n", - " df,\n", - " x=\"group\",\n", - " y=\"period\",\n", - " color=\"X\",\n", - " text=\"label\",\n", - " hover_name=\"X\",\n", - " hover_data={\"Z\": False, \"name\": False, \"label\": False, \"X\": False, \"group\": False, \"period\": False},\n", - ")\n", - "\n", - "fig.update_traces(marker=dict(symbol=\"square\", size=40, line=dict(color=\"black\", width=1)))\n", - "\n", - "\n", - "# Update layout\n", - "fig.update_layout(\n", - " title=\"Interactive Periodic Table\",\n", - " xaxis=dict(title=\"Group\", dtick=1),\n", - " yaxis=dict(title=\"Period\", dtick=1, autorange=\"reversed\"),\n", - " showlegend=False,\n", - " plot_bgcolor=\"white\",\n", - " width=1100,\n", - " height=650,\n", - ")\n", - "\n", - "# Show the plot\n", - "fig.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2", - "metadata": {}, - "outputs": [], - "source": [ - "print(df.to_string())" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}