diff --git a/examples/notebooks/titanic/Titanic.ipynb b/examples/notebooks/titanic/Titanic.ipynb index 7e4fce88a5..79a1135b51 100644 --- a/examples/notebooks/titanic/Titanic.ipynb +++ b/examples/notebooks/titanic/Titanic.ipynb @@ -5,54 +5,14 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:12:08.986555226Z", - "start_time": "2023-12-05T11:11:56.436113158Z" + "end_time": "2023-12-21T18:40:03.098043121Z", + "start_time": "2023-12-21T18:39:56.400786438Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%useLatestDescriptors\n", - "%use dataframe, lets-plot" + "%use dataframe, kandy" ] }, { @@ -60,678 +20,23 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2023-12-05T11:12:15.162136471Z", - "start_time": "2023-12-05T11:12:08.742280317Z" + "end_time": "2023-12-21T18:40:03.888697596Z", + "start_time": "2023-12-21T18:40:03.095976308Z" } }, "outputs": [ { "data": { - "text/html": [ - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "pclass | survived | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | homedest |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | Allen, Miss. Elisabeth Walton | null | 29.000000 | null | null | 24160 | 211.337500 | B5 | null | 2 | null | St Louis, MO |
1 | 1 | Allison, Master. Hudson Trevor | male | 0.916700 | 1 | 2 | 113781 | 151.550000 | C22 C26 | AA | 11 | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Miss. Helen Loraine | female | 2.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mr. Hudson Joshua Creighton | male | 30.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | 135 | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mrs. Hudson J C (Bessie Wald... | female | 25.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
name | type | count | unique | nulls | top | freq | mean | std | min | median | max |
---|---|---|---|---|---|---|---|---|---|---|---|
pclass | Int | 1309 | 3 | 0 | 3 | 709 | 2.294882 | 0.837836 | 1 | 3 | 3 |
survived | Int | 1309 | 2 | 0 | 0 | 809 | 0.381971 | 0.486055 | 0 | 0 | 1 |
name | String | 1309 | 1307 | 0 | Connolly, Miss. Kate | 2 | null | null | Abbing, Mr. Anthony | Kink, Mr. Vincenz | van Melkebeke, Mr. Philemon |
sex | String? | 1309 | 3 | 1 | male | 843 | null | null | female | male | male |
age | Double? | 1309 | 99 | 263 | 24.000000 | 47 | 29.881135 | 14.413500 | 0.166700 | 28.000000 | 80.000000 |
sibsp | Int? | 1309 | 8 | 1 | 0 | 890 | 0.499235 | 1.041965 | 0 | 0 | 8 |
parch | Int? | 1309 | 9 | 1 | 0 | 1001 | 0.385321 | 0.865826 | 0 | 0 | 9 |
ticket | String | 1309 | 929 | 0 | CA. 2343 | 11 | null | null | 110152 | 347082 | WE/P 5735 |
fare | Double? | 1309 | 282 | 1 | 8.050000 | 60 | 33.295479 | 51.758668 | 0.000000 | 14.454200 | 512.329200 |
cabin | String? | 1309 | 187 | 1014 | C23 C25 C27 | 6 | null | null | A10 | C62 C64 | T |
embarked | String? | 1309 | 5 | 3 | S | 912 | null | null | AA | S | S |
boat | String? | 1309 | 28 | 823 | 13 | 39 | null | null | 1 | 3 | D |
body | Int? | 1309 | 122 | 1188 | 135 | 1 | 160.809917 | 97.696922 | 1 | 155 | 328 |
homedest | String? | 1309 | 370 | 564 | New York, NY | 64 | null | null | ?Havana, Cuba | Lyndhurst, England | Zurich, Switzerland |
pclass | survived | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | homedest |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | Allen, Miss. Elisabeth Walton | null | 29.000000 | null | null | 24160 | 211.337500 | B5 | null | 2 | null | St Louis, MO |
1 | 1 | Allison, Master. Hudson Trevor | male | 0.916700 | 1 | 2 | 113781 | 151.550000 | C22 C26 | AA | 11 | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Miss. Helen Loraine | female | 2.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mr. Hudson Joshua Creighton | male | 30.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | 135 | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mrs. Hudson J C (Bessie Wald... | female | 25.000000 | 1 | 2 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
1 | 1 | Anderson, Mr. Harry | male | 48.000000 | 0 | 0 | 19952 | 26.550000 | E12 | S | 3 | null | New York, NY |
1 | 1 | Andrews, Miss. Kornelia Theodosia | female | 63.000000 | 1 | 0 | 13502 | 77.958300 | D7 | S | 10 | null | Hudson, NY |
1 | 0 | Andrews, Mr. Thomas Jr | male | 39.000000 | 0 | 0 | 112050 | 0.000000 | A36 | S | null | null | Belfast, NI |
1 | 1 | Appleton, Mrs. Edward Dale (Charlotte... | female | 53.000000 | 2 | 0 | 11769 | 51.479200 | C101 | S | D | null | Bayside, Queens, NY |
1 | 0 | Artagaveytia, Mr. Ramon | male | 71.000000 | 0 | 0 | PC 17609 | 49.504200 | null | C | null | 22 | Montevideo, Uruguay |
1 | 0 | Astor, Col. John Jacob | male | 47.000000 | 1 | 0 | PC 17757 | 227.525000 | C62 C64 | C | null | 124 | New York, NY |
1 | 1 | Astor, Mrs. John Jacob (Madeleine Tal... | female | 18.000000 | 1 | 0 | PC 17757 | 227.525000 | C62 C64 | C | 4 | null | New York, NY |
1 | 1 | Aubart, Mme. Leontine Pauline | female | 24.000000 | 0 | 0 | PC 17477 | 69.300000 | B35 | C | 9 | null | Paris, France |
1 | 1 | Barber, Miss. Ellen "Nellie" | female | 26.000000 | 0 | 0 | 19877 | 78.850000 | null | S | 6 | null | null |
1 | 1 | Barkworth, Mr. Algernon Henry Wilson | male | 80.000000 | 0 | 0 | 27042 | 30.000000 | A23 | S | B | null | Hessle, Yorks |
1 | 0 | Baumann, Mr. John D | male | null | 0 | 0 | PC 17318 | 25.925000 | null | S | null | null | New York, NY |
1 | 0 | Baxter, Mr. Quigg Edmond | male | 24.000000 | 0 | 1 | PC 17558 | 247.520800 | B58 B60 | C | null | null | Montreal, PQ |
1 | 1 | Baxter, Mrs. James (Helene DeLaudenie... | female | 50.000000 | 0 | 1 | PC 17558 | 247.520800 | B58 B60 | C | 6 | null | Montreal, PQ |
1 | 1 | Bazzani, Miss. Albina | female | 32.000000 | 0 | 0 | 11813 | 76.291700 | D15 | C | 8 | null | null |
1 | 0 | Beattie, Mr. Thomson | male | 36.000000 | 0 | 0 | 13050 | 75.241700 | C6 | C | A | null | Winnipeg, MN |
pclass | survived | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | homedest |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | Allen, Miss. Elisabeth Walton | female | 29.000000 | 0.000000 | 0.000000 | 24160 | 211.337500 | B5 | S | 2 | null | St Louis, MO |
1 | 1 | Allison, Master. Hudson Trevor | male | 0.916700 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | AA | 11 | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Miss. Helen Loraine | female | 2.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mr. Hudson Joshua Creighton | male | 30.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | 135 | Montreal, PQ / Chesterville, ON |
1 | 0 | Allison, Mrs. Hudson J C (Bessie Wald... | female | 25.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON |
column | pclass | survived | age | sibsp | parch | fare |
---|---|---|---|---|---|---|
pclass | 1.000000 | -0.312469 | -0.366370 | 0.060832 | 0.018322 | -0.558477 |
survived | -0.312469 | 1.000000 | -0.050199 | -0.027825 | 0.082660 | 0.244208 |
age | -0.366370 | -0.050199 | 1.000000 | -0.190747 | -0.130872 | 0.171521 |
sibsp | 0.060832 | -0.027825 | -0.190747 | 1.000000 | 0.373587 | 0.160224 |
parch | 0.018322 | 0.082660 | -0.130872 | 0.373587 | 1.000000 | 0.221522 |
fare | -0.558477 | 0.244208 | 0.171521 | 0.160224 | 0.221522 | 1.000000 |
column | survived |
---|---|
pclass | -0.312469 |
age | -0.050199 |
sibsp | -0.027825 |
parch | 0.082660 |
fare | 0.244208 |
survived | 1.000000 |
pclass | survived |
---|---|
1 | 0.619195 |
2 | 0.429603 |
3 | 0.255289 |
sex | survived |
---|---|
male | 0.190985 |
female | 0.727468 |
sibsp | survived |
---|---|
0.000000 | 0.346801 |
1.000000 | 0.510972 |
2.000000 | 0.452381 |
3.000000 | 0.300000 |
4.000000 | 0.136364 |
5.000000 | 0.000000 |
8.000000 | 0.000000 |
parch | survived |
---|---|
0.000000 | 0.335329 |
1.000000 | 0.588235 |
2.000000 | 0.504425 |
3.000000 | 0.625000 |
4.000000 | 0.166667 |
5.000000 | 0.166667 |
6.000000 | 0.000000 |
9.000000 | 0.000000 |
age | count |
---|---|
0.166700 | 1 |
0.333300 | 1 |
0.416700 | 1 |
0.666700 | 1 |
0.750000 | 3 |
0.833300 | 3 |
0.916700 | 2 |
1.000000 | 10 |
2.000000 | 12 |
3.000000 | 7 |
4.000000 | 10 |
5.000000 | 5 |
6.000000 | 6 |
7.000000 | 4 |
8.000000 | 6 |
9.000000 | 10 |
10.000000 | 4 |
11.000000 | 4 |
11.500000 | 1 |
12.000000 | 3 |
age | survived | |
---|---|---|
1 | 0 | |
0.166700 | 1 | 0 |
0.333300 | 0 | 1 |
0.416700 | 1 | 0 |
0.666700 | 1 | 0 |
0.750000 | 2 | 1 |
0.833300 | 3 | 0 |
0.916700 | 2 | 0 |
1.000000 | 7 | 3 |
2.000000 | 4 | 8 |
3.000000 | 5 | 2 |
4.000000 | 7 | 3 |
5.000000 | 4 | 1 |
6.000000 | 3 | 3 |
7.000000 | 2 | 2 |
8.000000 | 4 | 2 |
9.000000 | 4 | 6 |
10.000000 | 0 | 4 |
11.000000 | 1 | 3 |
11.500000 | 0 | 1 |
12.000000 | 3 | 0 |
survived | age |
---|---|
1 | 0.166700 |
0 | 0.333300 |
1 | 0.416700 |
1 | 0.666700 |
1 | 0.750000 |
1 | 0.750000 |
0 | 0.750000 |
1 | 0.833300 |
1 | 0.833300 |
1 | 0.833300 |
1 | 0.916700 |
1 | 0.916700 |
1 | 1.000000 |
1 | 1.000000 |
1 | 1.000000 |
1 | 1.000000 |
0 | 1.000000 |
1 | 1.000000 |
0 | 1.000000 |
1 | 1.000000 |
survived | name | age | sibsp | parch | ticket | fare | cabin | boat | body | homedest | pclass | sex | embarked | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | female | male | S | AA | C | Q | |||||||||||
1 | Allen, Miss. Elisabeth Walton | 29.000000 | 0.000000 | 0.000000 | 24160 | 211.337500 | B5 | 2 | null | St Louis, MO | true | false | false | true | false | true | false | false | false |
1 | Allison, Master. Hudson Trevor | 0.916700 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | 11 | null | Montreal, PQ / Chesterville, ON | true | false | false | false | true | false | true | false | false |
0 | Allison, Miss. Helen Loraine | 2.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | null | null | Montreal, PQ / Chesterville, ON | true | false | false | true | false | true | false | false | false |
0 | Allison, Mr. Hudson Joshua Creighton | 30.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | null | 135 | Montreal, PQ / Chesterville, ON | true | false | false | false | true | true | false | false | false |
0 | Allison, Mrs. Hudson J C (Bessie Wald... | 25.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | null | null | Montreal, PQ / Chesterville, ON | true | false | false | true | false | true | false | false | false |
survived | pclass | sibsp | parch | age | fare | sex | embarked | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | female | male | S | AA | C | Q | |||||
1.000000 | true | false | false | 0.000000 | 0.000000 | 29.000000 | 211.337500 | true | false | true | false | false | false |
1.000000 | true | false | false | 1.000000 | 2.000000 | 0.916700 | 151.550000 | false | true | false | true | false | false |
0.000000 | true | false | false | 1.000000 | 2.000000 | 2.000000 | 151.550000 | true | false | true | false | false | false |
0.000000 | true | false | false | 1.000000 | 2.000000 | 30.000000 | 151.550000 | false | true | true | false | false | false |
0.000000 | true | false | false | 1.000000 | 2.000000 | 25.000000 | 151.550000 | true | false | true | false | false | false |
pclass | survived | name | sex | age | sibsp | parch | ticket | fare | cabin | embarked | boat | body | homedest | familyNumber |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | Allen, Miss. Elisabeth Walton | female | 29.000000 | 0.000000 | 0.000000 | 24160 | 211.337500 | B5 | S | 2 | null | St Louis, MO | 0.000000 |
1 | 1 | Allison, Master. Hudson Trevor | male | 0.916700 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | AA | 11 | null | Montreal, PQ / Chesterville, ON | 3.000000 |
1 | 0 | Allison, Miss. Helen Loraine | female | 2.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON | 3.000000 |
1 | 0 | Allison, Mr. Hudson Joshua Creighton | male | 30.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | 135 | Montreal, PQ / Chesterville, ON | 3.000000 |
1 | 0 | Allison, Mrs. Hudson J C (Bessie Wald... | female | 25.000000 | 1.000000 | 2.000000 | 113781 | 151.550000 | C22 C26 | S | null | null | Montreal, PQ / Chesterville, ON | 3.000000 |
column | survived |
---|---|
familyNumber | 0.026876 |
column | age |
---|---|
familyNumber | -0.196996 |
survived | name | title |
---|---|---|
1 | Allen, Miss. Elisabeth Walton | Miss |
1 | Allison, Master. Hudson Trevor | Master |
0 | Allison, Miss. Helen Loraine | Miss |
0 | Allison, Mr. Hudson Joshua Creighton | Mr |
0 | Allison, Mrs. Hudson J C (Bessie Wald... | Mrs |
1 | Anderson, Mr. Harry | Mr |
1 | Andrews, Miss. Kornelia Theodosia | Miss |
0 | Andrews, Mr. Thomas Jr | Mr |
1 | Appleton, Mrs. Edward Dale (Charlotte... | Mrs |
0 | Artagaveytia, Mr. Ramon | Mr |
0 | Astor, Col. John Jacob | Col |
1 | Astor, Mrs. John Jacob (Madeleine Tal... | Mrs |
1 | Aubart, Mme. Leontine Pauline | Mme |
1 | Barber, Miss. Ellen "Nellie" | Miss |
1 | Barkworth, Mr. Algernon Henry Wilson | Mr |
0 | Baumann, Mr. John D | Mr |
0 | Baxter, Mr. Quigg Edmond | Mr |
1 | Baxter, Mrs. James (Helene DeLaudenie... | Mrs |
1 | Bazzani, Miss. Albina | Miss |
0 | Beattie, Mr. Thomson | Mr |
title | count |
---|---|
Mr | 757 |
Miss | 260 |
Mrs | 197 |
Master | 61 |
Dr | 8 |
Rev | 8 |
Col | 4 |
Major | 2 |
Mlle | 2 |
Ms | 2 |
Mme | 1 |
Capt | 1 |
Lady | 1 |
Sir | 1 |
Dona | 1 |
Jonkheer | 1 |
the Countess | 1 |
Don | 1 |
title | count |
---|---|
Mr | 757 |
Miss | 264 |
Mrs | 198 |
Master | 61 |
Rare Title | 29 |
title | survived |
---|---|
Miss | 0.306069 |
Master | 0.057318 |
Mr | -0.528775 |
Mrs | 0.352536 |
Rare Title | -0.000915 |
title | survived |
---|---|
Miss | 0.306069 |
Master | 0.057318 |
Mr | -0.528775 |
Mrs | 0.352536 |
Rare Title | -0.000915 |
title | survived | count |
---|---|---|
Master | 0 | 30 |
Master | 1 | 31 |
Miss | 0 | 85 |
Miss | 1 | 179 |
Mr | 0 | 634 |
Mr | 1 | 123 |
Mrs | 0 | 42 |
Mrs | 1 | 156 |
Rare Title | 0 | 18 |
Rare Title | 1 | 11 |
survived | name | surname |
---|---|---|
1 | Allen, Miss. Elisabeth Walton | Allen |
1 | Allison, Master. Hudson Trevor | Allison |
0 | Allison, Miss. Helen Loraine | Allison |
0 | Allison, Mr. Hudson Joshua Creighton | Allison |
0 | Allison, Mrs. Hudson J C (Bessie Wald... | Allison |
surname | count |
---|---|
Andersson | 11 |
Sage | 11 |
Asplund | 8 |
Goodwin | 8 |
Davies | 7 |
Brown | 6 |
Carter | 6 |
Fortune | 6 |
Smith | 6 |
Ford | 6 |
Johnson | 6 |
Panula | 6 |
Rice | 6 |
Skoog | 6 |
Ryerson | 5 |
Williams | 5 |
Kelly | 5 |
Lefebre | 5 |
Palsson | 5 |
Thomas | 5 |
firstSymbol | survived |
---|---|
A | -0.017914 |
B | 0.050554 |
C | 0.009037 |
D | 0.051711 |
E | -0.034629 |
F | 0.000400 |
G | -0.044483 |
H | 0.042187 |
I | -0.008329 |
J | -0.026790 |
K | -0.014219 |
L | -0.021071 |
M | 0.019041 |
N | 0.028698 |
O | 0.000128 |
P | -0.058996 |
R | -0.021941 |
S | -0.020043 |
T | 0.052264 |
U | -0.021737 |