Pandas is able to read both .csv files and .json files. Once the data is on-board in a pandas.Dataframe object, you may want to reshape or transform it in some way. In the example below, Dataframe.transpose() is used.
import pandas
url = "http://thekirbster.pythonanywhere.com/api/elements?elem=all"
df = pandas.read_json(url)
The website above is all open source. If you dig into the code at Github, you'll see how the HTTP request gets routed, by Flask, to the appropriate handler which, in this case, selects all rows from the Periodic_Table database, Elements table, and returns them in JSON format.
Pandas has taken that JSON data and turned it into a Dataframe object.
df # lets look at the data
Ac | Ag | Al | Am | Ar | As | At | Au | B | Ba | ... | Tm | Ts | U | V | W | Xe | Y | Yb | Zn | Zr | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 89 | 47 | 13 | 95 | 18 | 33 | 85 | 79 | 5 | 56 | ... | 69 | 117 | 92 | 23 | 74 | 54 | 39 | 70 | 30 | 40 |
1 | Ac | Ag | Al | Am | Ar | As | At | Au | B | Ba | ... | Tm | Ts | U | V | W | Xe | Y | Yb | Zn | Zr |
2 | Actinium | Silver | Aluminium | Americium | Argon | Arsenic | Astatine | Gold | Boron | Barium | ... | Thulium | Tennessine | Uranium | Vanadium | Tungsten | Xenon | Yttrium | Ytterbium | Zinc | Zirconium |
3 | 227 | 107.868 | 26.9815 | 243 | 39.9481 | 74.9216 | 210 | 196.967 | 10.81 | 137.328 | ... | 168.934 | 294 | 238.029 | 50.9415 | 183.841 | 131.294 | 88.9058 | 173.045 | 65.382 | 91.2242 |
4 | actinide | transition metal | post-transition metal | actinide | noble gas | metalloid | metalloid | transition metal | metalloid | alkaline earth metal | ... | lanthanide | unknown,probably metalloid | actinide | transition metal | transition metal | noble gas | transition metal | lanthanide | transition metal | transition metal |
5 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | ... | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 | 1493462392 |
6 | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU | ... | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU | KTU |
7 rows × 118 columns
newdf = df.transpose() # lets reshape the data some
newdf
0 | 1 | 2 | 3 | 4 | 5 | 6 | |
---|---|---|---|---|---|---|---|
Ac | 89 | Ac | Actinium | 227 | actinide | 1493462392 | KTU |
Ag | 47 | Ag | Silver | 107.868 | transition metal | 1493462392 | KTU |
Al | 13 | Al | Aluminium | 26.9815 | post-transition metal | 1493462392 | KTU |
Am | 95 | Am | Americium | 243 | actinide | 1493462392 | KTU |
Ar | 18 | Ar | Argon | 39.9481 | noble gas | 1493462392 | KTU |
As | 33 | As | Arsenic | 74.9216 | metalloid | 1493462392 | KTU |
At | 85 | At | Astatine | 210 | metalloid | 1493462392 | KTU |
Au | 79 | Au | Gold | 196.967 | transition metal | 1493462392 | KTU |
B | 5 | B | Boron | 10.81 | metalloid | 1493462392 | KTU |
Ba | 56 | Ba | Barium | 137.328 | alkaline earth metal | 1493462392 | KTU |
Be | 4 | Be | Beryllium | 9.01218 | alkaline earth metal | 1493462392 | KTU |
Bh | 107 | Bh | Bohrium | 270 | transition metal | 1493462392 | KTU |
Bi | 83 | Bi | Bismuth | 208.98 | post-transition metal | 1493462392 | KTU |
Bk | 97 | Bk | Berkelium | 247 | actinide | 1493462392 | KTU |
Br | 35 | Br | Bromine | 79.904 | diatomic nonmetal | 1493462392 | KTU |
C | 6 | C | Carbon | 12.011 | polyatomic nonmetal | 1493462392 | KTU |
Ca | 20 | Ca | Calcium | 40.0784 | alkaline earth metal | 1493462392 | KTU |
Cd | 48 | Cd | Cadmium | 112.414 | transition metal | 1493462392 | KTU |
Ce | 58 | Ce | Cerium | 140.116 | lanthanide | 1493462392 | KTU |
Cf | 98 | Cf | Californium | 251 | actinide | 1493462392 | KTU |
Cl | 17 | Cl | Chlorine | 35.45 | diatomic nonmetal | 1493462392 | KTU |
Cm | 96 | Cm | Curium | 247 | actinide | 1493462392 | KTU |
Cn | 112 | Cn | Copernicium | 285 | transition metal | 1493462392 | KTU |
Co | 27 | Co | Cobalt | 58.9332 | transition metal | 1493462392 | KTU |
Cr | 24 | Cr | Chromium | 51.9962 | transition metal | 1493462392 | KTU |
Cs | 55 | Cs | Cesium | 132.905 | alkali metal | 1493462392 | KTU |
Cu | 29 | Cu | Copper | 63.5463 | transition metal | 1493462392 | KTU |
Db | 105 | Db | Dubnium | 268 | transition metal | 1493462392 | KTU |
Ds | 110 | Ds | Darmstadtium | 281 | unknown, probably transition metal | 1493462392 | KTU |
Dy | 66 | Dy | Dysprosium | 162.5 | lanthanide | 1493462392 | KTU |
... | ... | ... | ... | ... | ... | ... | ... |
Rg | 111 | Rg | Roentgenium | 282 | unknown, probably transition metal | 1493462392 | KTU |
Rh | 45 | Rh | Rhodium | 102.906 | transition metal | 1493462392 | KTU |
Rn | 86 | Rn | Radon | 222 | noble gas | 1493462392 | KTU |
Ru | 44 | Ru | Ruthenium | 101.072 | transition metal | 1493462392 | KTU |
S | 16 | S | Sulfur | 32.06 | polyatomic nonmetal | 1493462392 | KTU |
Sb | 51 | Sb | Antimony | 121.76 | metalloid | 1493462392 | KTU |
Sc | 21 | Sc | Scandium | 44.9559 | transition metal | 1493462392 | KTU |
Se | 34 | Se | Selenium | 78.9718 | polyatomic nonmetal | 1493462392 | KTU |
Sg | 106 | Sg | Seaborgium | 269 | transition metal | 1493462392 | KTU |
Si | 14 | Si | Silicon | 28.085 | metalloid | 1493462392 | KTU |
Sm | 62 | Sm | Samarium | 150.362 | lanthanide | 1493462392 | KTU |
Sn | 50 | Sn | Tin | 118.711 | post-transition metal | 1493462392 | KTU |
Sr | 38 | Sr | Strontium | 87.621 | alkaline earth metal | 1493462392 | KTU |
Ta | 73 | Ta | Tantalum | 180.948 | transition metal | 1493462392 | KTU |
Tb | 65 | Tb | Terbium | 158.925 | lanthanide | 1493462392 | KTU |
Tc | 43 | Tc | Technetium | 98 | transition metal | 1493462392 | KTU |
Te | 52 | Te | Tellurium | 127.603 | metalloid | 1493462392 | KTU |
Th | 90 | Th | Thorium | 232.038 | actinide | 1493462392 | KTU |
Ti | 22 | Ti | Titanium | 47.8671 | transition metal | 1493462392 | KTU |
Tl | 81 | Tl | Thallium | 204.38 | post-transition metal | 1493462392 | KTU |
Tm | 69 | Tm | Thulium | 168.934 | lanthanide | 1493462392 | KTU |
Ts | 117 | Ts | Tennessine | 294 | unknown,probably metalloid | 1493462392 | KTU |
U | 92 | U | Uranium | 238.029 | actinide | 1493462392 | KTU |
V | 23 | V | Vanadium | 50.9415 | transition metal | 1493462392 | KTU |
W | 74 | W | Tungsten | 183.841 | transition metal | 1493462392 | KTU |
Xe | 54 | Xe | Xenon | 131.294 | noble gas | 1493462392 | KTU |
Y | 39 | Y | Yttrium | 88.9058 | transition metal | 1493462392 | KTU |
Yb | 70 | Yb | Ytterbium | 173.045 | lanthanide | 1493462392 | KTU |
Zn | 30 | Zn | Zinc | 65.382 | transition metal | 1493462392 | KTU |
Zr | 40 | Zr | Zirconium | 91.2242 | transition metal | 1493462392 | KTU |
118 rows × 7 columns
The raw JSON data did not include column names, so the default numeric indexing is used. We have the ability to change those column names. Lets do it "in place" without creating a new Dataframe...
newdf.rename(columns={0: 'Protons', 1: 'Symbol', 2: "Name", 3:'Mass',
4:'Series', 5:'Updated', 6:'Initials'},
inplace=True)
newdf # now lets take another look
Protons | Symbol | Name | Mass | Series | Updated | Initials | |
---|---|---|---|---|---|---|---|
Ac | 89 | Ac | Actinium | 227 | actinide | 1493462392 | KTU |
Ag | 47 | Ag | Silver | 107.868 | transition metal | 1493462392 | KTU |
Al | 13 | Al | Aluminium | 26.9815 | post-transition metal | 1493462392 | KTU |
Am | 95 | Am | Americium | 243 | actinide | 1493462392 | KTU |
Ar | 18 | Ar | Argon | 39.9481 | noble gas | 1493462392 | KTU |
As | 33 | As | Arsenic | 74.9216 | metalloid | 1493462392 | KTU |
At | 85 | At | Astatine | 210 | metalloid | 1493462392 | KTU |
Au | 79 | Au | Gold | 196.967 | transition metal | 1493462392 | KTU |
B | 5 | B | Boron | 10.81 | metalloid | 1493462392 | KTU |
Ba | 56 | Ba | Barium | 137.328 | alkaline earth metal | 1493462392 | KTU |
Be | 4 | Be | Beryllium | 9.01218 | alkaline earth metal | 1493462392 | KTU |
Bh | 107 | Bh | Bohrium | 270 | transition metal | 1493462392 | KTU |
Bi | 83 | Bi | Bismuth | 208.98 | post-transition metal | 1493462392 | KTU |
Bk | 97 | Bk | Berkelium | 247 | actinide | 1493462392 | KTU |
Br | 35 | Br | Bromine | 79.904 | diatomic nonmetal | 1493462392 | KTU |
C | 6 | C | Carbon | 12.011 | polyatomic nonmetal | 1493462392 | KTU |
Ca | 20 | Ca | Calcium | 40.0784 | alkaline earth metal | 1493462392 | KTU |
Cd | 48 | Cd | Cadmium | 112.414 | transition metal | 1493462392 | KTU |
Ce | 58 | Ce | Cerium | 140.116 | lanthanide | 1493462392 | KTU |
Cf | 98 | Cf | Californium | 251 | actinide | 1493462392 | KTU |
Cl | 17 | Cl | Chlorine | 35.45 | diatomic nonmetal | 1493462392 | KTU |
Cm | 96 | Cm | Curium | 247 | actinide | 1493462392 | KTU |
Cn | 112 | Cn | Copernicium | 285 | transition metal | 1493462392 | KTU |
Co | 27 | Co | Cobalt | 58.9332 | transition metal | 1493462392 | KTU |
Cr | 24 | Cr | Chromium | 51.9962 | transition metal | 1493462392 | KTU |
Cs | 55 | Cs | Cesium | 132.905 | alkali metal | 1493462392 | KTU |
Cu | 29 | Cu | Copper | 63.5463 | transition metal | 1493462392 | KTU |
Db | 105 | Db | Dubnium | 268 | transition metal | 1493462392 | KTU |
Ds | 110 | Ds | Darmstadtium | 281 | unknown, probably transition metal | 1493462392 | KTU |
Dy | 66 | Dy | Dysprosium | 162.5 | lanthanide | 1493462392 | KTU |
... | ... | ... | ... | ... | ... | ... | ... |
Rg | 111 | Rg | Roentgenium | 282 | unknown, probably transition metal | 1493462392 | KTU |
Rh | 45 | Rh | Rhodium | 102.906 | transition metal | 1493462392 | KTU |
Rn | 86 | Rn | Radon | 222 | noble gas | 1493462392 | KTU |
Ru | 44 | Ru | Ruthenium | 101.072 | transition metal | 1493462392 | KTU |
S | 16 | S | Sulfur | 32.06 | polyatomic nonmetal | 1493462392 | KTU |
Sb | 51 | Sb | Antimony | 121.76 | metalloid | 1493462392 | KTU |
Sc | 21 | Sc | Scandium | 44.9559 | transition metal | 1493462392 | KTU |
Se | 34 | Se | Selenium | 78.9718 | polyatomic nonmetal | 1493462392 | KTU |
Sg | 106 | Sg | Seaborgium | 269 | transition metal | 1493462392 | KTU |
Si | 14 | Si | Silicon | 28.085 | metalloid | 1493462392 | KTU |
Sm | 62 | Sm | Samarium | 150.362 | lanthanide | 1493462392 | KTU |
Sn | 50 | Sn | Tin | 118.711 | post-transition metal | 1493462392 | KTU |
Sr | 38 | Sr | Strontium | 87.621 | alkaline earth metal | 1493462392 | KTU |
Ta | 73 | Ta | Tantalum | 180.948 | transition metal | 1493462392 | KTU |
Tb | 65 | Tb | Terbium | 158.925 | lanthanide | 1493462392 | KTU |
Tc | 43 | Tc | Technetium | 98 | transition metal | 1493462392 | KTU |
Te | 52 | Te | Tellurium | 127.603 | metalloid | 1493462392 | KTU |
Th | 90 | Th | Thorium | 232.038 | actinide | 1493462392 | KTU |
Ti | 22 | Ti | Titanium | 47.8671 | transition metal | 1493462392 | KTU |
Tl | 81 | Tl | Thallium | 204.38 | post-transition metal | 1493462392 | KTU |
Tm | 69 | Tm | Thulium | 168.934 | lanthanide | 1493462392 | KTU |
Ts | 117 | Ts | Tennessine | 294 | unknown,probably metalloid | 1493462392 | KTU |
U | 92 | U | Uranium | 238.029 | actinide | 1493462392 | KTU |
V | 23 | V | Vanadium | 50.9415 | transition metal | 1493462392 | KTU |
W | 74 | W | Tungsten | 183.841 | transition metal | 1493462392 | KTU |
Xe | 54 | Xe | Xenon | 131.294 | noble gas | 1493462392 | KTU |
Y | 39 | Y | Yttrium | 88.9058 | transition metal | 1493462392 | KTU |
Yb | 70 | Yb | Ytterbium | 173.045 | lanthanide | 1493462392 | KTU |
Zn | 30 | Zn | Zinc | 65.382 | transition metal | 1493462392 | KTU |
Zr | 40 | Zr | Zirconium | 91.2242 | transition metal | 1493462392 | KTU |
118 rows × 7 columns
Now is your chance to practice retrieving "slices" of the data using df.loc or df.iloc.
newdf.iloc[0:10, 0:3] # you may need to do some data cleaning as well
Protons | Symbol | Name | |
---|---|---|---|
Ac | 89 | Ac | Actinium |
Ag | 47 | Ag | Silver |
Al | 13 | Al | Aluminium |
Am | 95 | Am | Americium |
Ar | 18 | Ar | Argon |
As | 33 | As | Arsenic |
At | 85 | At | Astatine |
Au | 79 | Au | Gold |
B | 5 | B | Boron |
Ba | 56 | Ba | Barium |
newdf.sort_values('Protons')
Protons | Symbol | Name | Mass | Series | Updated | Initials | |
---|---|---|---|---|---|---|---|
H | 1 | H | Hydrogen | 1.008 | diatomic nonmetal | 1498013115 | KTU |
He | 2 | He | Helium | 4.0026 | noble gas | 1493462392 | KTU |
Li | 3 | Li | Lithium | 6.94 | alkali metal | 1493462392 | KTU |
Be | 4 | Be | Beryllium | 9.01218 | alkaline earth metal | 1493462392 | KTU |
B | 5 | B | Boron | 10.81 | metalloid | 1493462392 | KTU |
C | 6 | C | Carbon | 12.011 | polyatomic nonmetal | 1493462392 | KTU |
N | 7 | N | Nitrogen | 14.007 | diatomic nonmetal | 1493462392 | KTU |
O | 8 | O | Oxygen | 15.999 | diatomic nonmetal | 1493462392 | KTU |
F | 9 | F | Fluorine | 18.9984 | diatomic nonmetal | 1493462392 | KTU |
Ne | 10 | Ne | Neon | 20.1798 | noble gas | 1493462392 | KTU |
Na | 11 | Na | Sodium | 22.9898 | alkali metal | 1493462392 | KTU |
Mg | 12 | Mg | Magnesium | 24.305 | alkaline earth metal | 1493462392 | KTU |
Al | 13 | Al | Aluminium | 26.9815 | post-transition metal | 1493462392 | KTU |
Si | 14 | Si | Silicon | 28.085 | metalloid | 1493462392 | KTU |
P | 15 | P | Phosphorus | 30.9738 | polyatomic nonmetal | 1493462392 | KTU |
S | 16 | S | Sulfur | 32.06 | polyatomic nonmetal | 1493462392 | KTU |
Cl | 17 | Cl | Chlorine | 35.45 | diatomic nonmetal | 1493462392 | KTU |
Ar | 18 | Ar | Argon | 39.9481 | noble gas | 1493462392 | KTU |
K | 19 | K | Potassium | 39.0983 | alkali metal | 1493462392 | KTU |
Ca | 20 | Ca | Calcium | 40.0784 | alkaline earth metal | 1493462392 | KTU |
Sc | 21 | Sc | Scandium | 44.9559 | transition metal | 1493462392 | KTU |
Ti | 22 | Ti | Titanium | 47.8671 | transition metal | 1493462392 | KTU |
V | 23 | V | Vanadium | 50.9415 | transition metal | 1493462392 | KTU |
Cr | 24 | Cr | Chromium | 51.9962 | transition metal | 1493462392 | KTU |
Mn | 25 | Mn | Manganese | 54.938 | transition metal | 1493462392 | KTU |
Fe | 26 | Fe | Iron | 55.8452 | transition metal | 1493462392 | KTU |
Co | 27 | Co | Cobalt | 58.9332 | transition metal | 1493462392 | KTU |
Ni | 28 | Ni | Nickel | 58.6934 | transition metal | 1493462392 | KTU |
Cu | 29 | Cu | Copper | 63.5463 | transition metal | 1493462392 | KTU |
Zn | 30 | Zn | Zinc | 65.382 | transition metal | 1493462392 | KTU |
... | ... | ... | ... | ... | ... | ... | ... |
Ac | 89 | Ac | Actinium | 227 | actinide | 1493462392 | KTU |
Th | 90 | Th | Thorium | 232.038 | actinide | 1493462392 | KTU |
Pa | 91 | Pa | Protactinium | 231.036 | actinide | 1493462392 | KTU |
U | 92 | U | Uranium | 238.029 | actinide | 1493462392 | KTU |
Np | 93 | Np | Neptunium | 237 | actinide | 1493462392 | KTU |
Pu | 94 | Pu | Plutonium | 244 | actinide | 1493462392 | KTU |
Am | 95 | Am | Americium | 243 | actinide | 1493462392 | KTU |
Cm | 96 | Cm | Curium | 247 | actinide | 1493462392 | KTU |
Bk | 97 | Bk | Berkelium | 247 | actinide | 1493462392 | KTU |
Cf | 98 | Cf | Californium | 251 | actinide | 1493462392 | KTU |
Es | 99 | Es | Einsteinium | 252 | actinide | 1493462392 | KTU |
Fm | 100 | Fm | Fermium | 257 | actinide | 1493462392 | KTU |
Md | 101 | Md | Mendelevium | 258 | actinide | 1493462392 | KTU |
No | 102 | No | Nobelium | 259 | actinide | 1493462392 | KTU |
Lr | 103 | Lr | Lawrencium | 266 | actinide | 1493462392 | KTU |
Rf | 104 | Rf | Rutherfordium | 267 | transition metal | 1493462392 | KTU |
Db | 105 | Db | Dubnium | 268 | transition metal | 1493462392 | KTU |
Sg | 106 | Sg | Seaborgium | 269 | transition metal | 1493462392 | KTU |
Bh | 107 | Bh | Bohrium | 270 | transition metal | 1493462392 | KTU |
Hs | 108 | Hs | Hassium | 269 | transition metal | 1493462392 | KTU |
Mt | 109 | Mt | Meitnerium | 278 | unknown, probably transition metal | 1493462392 | KTU |
Ds | 110 | Ds | Darmstadtium | 281 | unknown, probably transition metal | 1493462392 | KTU |
Rg | 111 | Rg | Roentgenium | 282 | unknown, probably transition metal | 1493462392 | KTU |
Cn | 112 | Cn | Copernicium | 285 | transition metal | 1493462392 | KTU |
Nh | 113 | Nh | Nihonium | 286 | unknown, probably transition metal | 1493462392 | KTU |
Fl | 114 | Fl | Flerovium | 289 | post-transition metal | 1493462392 | KTU |
Mc | 115 | Mc | Moscovium | 289 | unknown, probably post transition metal | 1493462392 | KTU |
Lv | 116 | Lv | Livermorium | 293 | unknown, probably post transition metal | 1493462392 | KTU |
Ts | 117 | Ts | Tennessine | 294 | unknown,probably metalloid | 1493462392 | KTU |
Og | 118 | Og | Oganesson | 294 | unknown, predicted to be noble gas | 1493462392 | KTU |
118 rows × 7 columns
type(newdf.Protons)
pandas.core.series.Series
%matplotlib inline
from matplotlib import pyplot as plt
x_axis = newdf.Protons
y_axis = newdf.Mass
plt.scatter(x_axis, y_axis)
plt.title('Protons versus Atomic Mass')
plt.xlabel('Protons')
plt.ylabel('Mass')
plt.show()
That's right, atoms get heavier the more protons they have. They have at least as many neutrons as protons, usually, and sometimes more. Remember some elements have isotopes, meaning differing numbers of neutrons for the same atomic number (number of protons, or positive charges in the nucleus).
newdf.Initials[1:5]
Ag KTU Al KTU Am KTU Ar KTU Name: Initials, dtype: object
sorted = newdf.sort_values('Protons')
sorted
Protons | Symbol | Name | Mass | Series | Updated | Initials | |
---|---|---|---|---|---|---|---|
H | 1 | H | Hydrogen | 1.008 | diatomic nonmetal | 1498013115 | KTU |
He | 2 | He | Helium | 4.0026 | noble gas | 1493462392 | KTU |
Li | 3 | Li | Lithium | 6.94 | alkali metal | 1493462392 | KTU |
Be | 4 | Be | Beryllium | 9.01218 | alkaline earth metal | 1493462392 | KTU |
B | 5 | B | Boron | 10.81 | metalloid | 1493462392 | KTU |
C | 6 | C | Carbon | 12.011 | polyatomic nonmetal | 1493462392 | KTU |
N | 7 | N | Nitrogen | 14.007 | diatomic nonmetal | 1493462392 | KTU |
O | 8 | O | Oxygen | 15.999 | diatomic nonmetal | 1493462392 | KTU |
F | 9 | F | Fluorine | 18.9984 | diatomic nonmetal | 1493462392 | KTU |
Ne | 10 | Ne | Neon | 20.1798 | noble gas | 1493462392 | KTU |
Na | 11 | Na | Sodium | 22.9898 | alkali metal | 1493462392 | KTU |
Mg | 12 | Mg | Magnesium | 24.305 | alkaline earth metal | 1493462392 | KTU |
Al | 13 | Al | Aluminium | 26.9815 | post-transition metal | 1493462392 | KTU |
Si | 14 | Si | Silicon | 28.085 | metalloid | 1493462392 | KTU |
P | 15 | P | Phosphorus | 30.9738 | polyatomic nonmetal | 1493462392 | KTU |
S | 16 | S | Sulfur | 32.06 | polyatomic nonmetal | 1493462392 | KTU |
Cl | 17 | Cl | Chlorine | 35.45 | diatomic nonmetal | 1493462392 | KTU |
Ar | 18 | Ar | Argon | 39.9481 | noble gas | 1493462392 | KTU |
K | 19 | K | Potassium | 39.0983 | alkali metal | 1493462392 | KTU |
Ca | 20 | Ca | Calcium | 40.0784 | alkaline earth metal | 1493462392 | KTU |
Sc | 21 | Sc | Scandium | 44.9559 | transition metal | 1493462392 | KTU |
Ti | 22 | Ti | Titanium | 47.8671 | transition metal | 1493462392 | KTU |
V | 23 | V | Vanadium | 50.9415 | transition metal | 1493462392 | KTU |
Cr | 24 | Cr | Chromium | 51.9962 | transition metal | 1493462392 | KTU |
Mn | 25 | Mn | Manganese | 54.938 | transition metal | 1493462392 | KTU |
Fe | 26 | Fe | Iron | 55.8452 | transition metal | 1493462392 | KTU |
Co | 27 | Co | Cobalt | 58.9332 | transition metal | 1493462392 | KTU |
Ni | 28 | Ni | Nickel | 58.6934 | transition metal | 1493462392 | KTU |
Cu | 29 | Cu | Copper | 63.5463 | transition metal | 1493462392 | KTU |
Zn | 30 | Zn | Zinc | 65.382 | transition metal | 1493462392 | KTU |
... | ... | ... | ... | ... | ... | ... | ... |
Ac | 89 | Ac | Actinium | 227 | actinide | 1493462392 | KTU |
Th | 90 | Th | Thorium | 232.038 | actinide | 1493462392 | KTU |
Pa | 91 | Pa | Protactinium | 231.036 | actinide | 1493462392 | KTU |
U | 92 | U | Uranium | 238.029 | actinide | 1493462392 | KTU |
Np | 93 | Np | Neptunium | 237 | actinide | 1493462392 | KTU |
Pu | 94 | Pu | Plutonium | 244 | actinide | 1493462392 | KTU |
Am | 95 | Am | Americium | 243 | actinide | 1493462392 | KTU |
Cm | 96 | Cm | Curium | 247 | actinide | 1493462392 | KTU |
Bk | 97 | Bk | Berkelium | 247 | actinide | 1493462392 | KTU |
Cf | 98 | Cf | Californium | 251 | actinide | 1493462392 | KTU |
Es | 99 | Es | Einsteinium | 252 | actinide | 1493462392 | KTU |
Fm | 100 | Fm | Fermium | 257 | actinide | 1493462392 | KTU |
Md | 101 | Md | Mendelevium | 258 | actinide | 1493462392 | KTU |
No | 102 | No | Nobelium | 259 | actinide | 1493462392 | KTU |
Lr | 103 | Lr | Lawrencium | 266 | actinide | 1493462392 | KTU |
Rf | 104 | Rf | Rutherfordium | 267 | transition metal | 1493462392 | KTU |
Db | 105 | Db | Dubnium | 268 | transition metal | 1493462392 | KTU |
Sg | 106 | Sg | Seaborgium | 269 | transition metal | 1493462392 | KTU |
Bh | 107 | Bh | Bohrium | 270 | transition metal | 1493462392 | KTU |
Hs | 108 | Hs | Hassium | 269 | transition metal | 1493462392 | KTU |
Mt | 109 | Mt | Meitnerium | 278 | unknown, probably transition metal | 1493462392 | KTU |
Ds | 110 | Ds | Darmstadtium | 281 | unknown, probably transition metal | 1493462392 | KTU |
Rg | 111 | Rg | Roentgenium | 282 | unknown, probably transition metal | 1493462392 | KTU |
Cn | 112 | Cn | Copernicium | 285 | transition metal | 1493462392 | KTU |
Nh | 113 | Nh | Nihonium | 286 | unknown, probably transition metal | 1493462392 | KTU |
Fl | 114 | Fl | Flerovium | 289 | post-transition metal | 1493462392 | KTU |
Mc | 115 | Mc | Moscovium | 289 | unknown, probably post transition metal | 1493462392 | KTU |
Lv | 116 | Lv | Livermorium | 293 | unknown, probably post transition metal | 1493462392 | KTU |
Ts | 117 | Ts | Tennessine | 294 | unknown,probably metalloid | 1493462392 | KTU |
Og | 118 | Og | Oganesson | 294 | unknown, predicted to be noble gas | 1493462392 | KTU |
118 rows × 7 columns
sorted[sorted["Protons"] > 22].head()
Protons | Symbol | Name | Mass | Series | Updated | Initials | |
---|---|---|---|---|---|---|---|
V | 23 | V | Vanadium | 50.9415 | transition metal | 1493462392 | KTU |
Cr | 24 | Cr | Chromium | 51.9962 | transition metal | 1493462392 | KTU |
Mn | 25 | Mn | Manganese | 54.938 | transition metal | 1493462392 | KTU |
Fe | 26 | Fe | Iron | 55.8452 | transition metal | 1493462392 | KTU |
Co | 27 | Co | Cobalt | 58.9332 | transition metal | 1493462392 | KTU |