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Remove duplicates dicts from list (Python), #python #ipython. Source for solutions - https://stackoverflow.com/questions/9427163/remove-duplicate-dict-in-list-in-python
Raw
README.md

Explanation

I wanted to find the best solution to remove duplicate dictionaries from list.

best means here, clean code, readable and fast.

Unhashable values

The fastest solution, in case where some values of the dict itself, are unhashable too:

def test_unique_simple_loop(l):
    b = []
    for i in range(0, len(l)):
        if l[i] not in l[i+1:]:
            b.append(l[i])
    return b

The benchmark results are changing for each running, but in the overall, this solution was the fastest I found, very close to test_unique_with_enumerate too.

Dicts, all values are hashable

The fastest solutions in case, there are no unhashable values in the dicts are:

def test_unique_with_tuple(l):
    return [dict(t) for t in {tuple(d.items()) for d in l}]

def test_unique_with_frozenset(l):
    return {frozenset(item.items()): item for item in l}.values()

The speed here is much faster of course, we don't copy the list, and don't need to do another loop with changes before removing duplicates like the previous example.

1000 loops, best of 3: 350 µs per loop

Thanks

Awesome stackoverflow q&a with a lot of solutions, I tried most of them, the check what's better.

https://stackoverflow.com/questions/9427163/remove-duplicate-dict-in-list-in-python

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Raw
Duplicate_dicts_in_list.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import copy\n",
"from collections import namedtuple, Hashable\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"f = \"mock_data.json\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def load_data():\n",
" global data\n",
" with open(f) as reader:\n",
" data = json.load(reader)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def convert_to_hashable(l):\n",
" for d in l:\n",
" for k, v in d.iteritems():\n",
" if not isinstance(v, Hashable):\n",
" d[k] = tuple(v)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Hashable"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_named_tuple(l):\n",
" entry = namedtuple('Entry', l[0].keys())\n",
" return [e._asdict() for e in list(set([entry(**d) for d in l]))]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_frozenset(l):\n",
" return {frozenset(item.items()): item for item in l}.values()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_tuple(l):\n",
" return [dict(t) for t in {tuple(d.items()) for d in l}]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_new_set(l):\n",
" unique = set()\n",
" for d in l:\n",
" t = tuple(d.iteritems())\n",
" unique.add(t)\n",
" return [dict(x) for x in unique]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"### Unhashable"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_named_tuple_unhashable(l):\n",
" l = copy.deepcopy(l)\n",
" convert_to_hashable(l)\n",
" entry = namedtuple('Entry', l[0].keys())\n",
" return test_unique_with_named_tuple(l)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_frozenset_unhashable(l):\n",
" l = copy.deepcopy(l)\n",
" convert_to_hashable(l)\n",
" return test_unique_with_frozenset(l)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_tuple_unhashable(l):\n",
" l = copy.deepcopy(l)\n",
" convert_to_hashable(l)\n",
" return test_unique_with_tuple(l)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_new_set_unhashable(l):\n",
" l = copy.deepcopy(l)\n",
" convert_to_hashable(l)\n",
" return test_unique_with_new_set(l)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_with_enumerate(l):\n",
" return [i for n, i in enumerate(l) if i not in l[n + 1:]]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def test_unique_simple_loop(l):\n",
" b = []\n",
" for i in range(0, len(l)):\n",
" if l[i] not in l[i+1:]:\n",
" b.append(l[i])\n",
" return b"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"load_data()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"### test unhashable"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 8.81 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_frozenset_unhashable(data)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 8.59 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_tuple_unhashable(data)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 12.8 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_named_tuple_unhashable(data)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 8.24 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_new_set_unhashable(data)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 3.55 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_enumerate(data)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 3.83 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_simple_loop(data)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# tests all-hashable"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"convert_to_hashable(data) # change data itself, so it's values which were unhashable (list), are converted to tuple"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000 loops, best of 3: 352 µs per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_frozenset(data)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000 loops, best of 3: 350 µs per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_tuple(data)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 3.67 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_named_tuple(data)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The slowest run took 5.12 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
"1000 loops, best of 3: 471 µs per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_new_set(data)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 3.69 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_with_enumerate(data)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 loops, best of 3: 3.59 ms per loop\n"
]
}
],
"source": [
"%timeit test_unique_simple_loop(data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Raw
mock_data.json
[{"id":1,"first_name":"Helyn","last_name":"Tallow","email":["[email protected]","[email protected]"],"friends":["Fredericka","Johnnie","Joyan"]},
{"id":2,"first_name":"Tiphanie","last_name":"Pirri","email":["[email protected]","[email protected]"],"friends":["Elset","Ninnetta","Tish"]},
{"id":3,"first_name":"Mada","last_name":"Ewing","email":["[email protected]","[email protected]"],"friends":["Bessy","Elmira","Bessie"]},
{"id":4,"first_name":"Ross","last_name":"Jacob","email":["[email protected]","[email protected]"],"friends":["Kienan","Haley","Reiko"]},
{"id":5,"first_name":"Asher","last_name":"Bowmer","email":["[email protected]","[email protected]"],"friends":["Myriam","Gypsy","Jarrad"]},
{"id":6,"first_name":"Astrid","last_name":"Jakoubek","email":["[email protected]","[email protected]"],"friends":["Smith","Oren","Jobey"]},
{"id":7,"first_name":"Ede","last_name":"Nisius","email":["[email protected]","[email protected]"],"friends":["Cooper","Karoline","Giacobo"]},
{"id":8,"first_name":"Mair","last_name":"O'Coskerry","email":["[email protected]","[email protected]"],"friends":["Amalle","Inger","Karrie"]},
{"id":9,"first_name":"Ad","last_name":"Bennie","email":["[email protected]","[email protected]"],"friends":["Rozamond","Briano","Moe"]},
{"id":10,"first_name":"Harwell","last_name":"Droogan","email":["[email protected]","[email protected]"],"friends":["Willis","Karine","Wallie"]},
{"id":11,"first_name":"Hinda","last_name":"Canlin","email":["[email protected]","[email protected]"],"friends":["Lorri","Tessy","Latia"]},
{"id":12,"first_name":"Morgun","last_name":"Smittoune","email":["[email protected]","[email protected]"],"friends":["Roobbie","Kore","Hubie"]},
{"id":13,"first_name":"Albrecht","last_name":"Farnes","email":["[email protected]","[email protected]"],"friends":["Jordain","Jarvis","Krystle"]},
{"id":14,"first_name":"Saunder","last_name":"Bennoe","email":["[email protected]","[email protected]"],"friends":["Clementina","Gavrielle","Joby"]},
{"id":15,"first_name":"Lotty","last_name":"Olrenshaw","email":["[email protected]","[email protected]"],"friends":["Ebony","Laryssa","Florette"]},
{"id":16,"first_name":"Stephie","last_name":"Peasey","email":["[email protected]","[email protected]"],"friends":["Dorolice","Roana","Winonah"]},
{"id":17,"first_name":"Garold","last_name":"Saines","email":["[email protected]","[email protected]"],"friends":["Rafael","Iain","Demetris"]},
{"id":18,"first_name":"Dacy","last_name":"McCanny","email":["[email protected]","[email protected]"],"friends":["Dillon","Kissiah","Holmes"]},
{"id":19,"first_name":"Scarlet","last_name":"Patrick","email":["[email protected]","[email protected]"],"friends":["Carmina","Vevay","Erika"]},
{"id":20,"first_name":"Bertie","last_name":"Gierth","email":["[email protected]","[email protected]"],"friends":["Trstram","Pippa","Darrin"]},
{"id":21,"first_name":"Pen","last_name":"Mennear","email":["[email protected]","[email protected]"],"friends":["Burke","Tandy","Lia"]},
{"id":22,"first_name":"Irina","last_name":"Rands","email":["[email protected]","[email protected]"],"friends":["Sunny","Jonas","Thia"]},
{"id":23,"first_name":"Brock","last_name":"Portis","email":["[email protected]","[email protected]"],"friends":["Iosep","Chrissy","Zia"]},
{"id":24,"first_name":"Torrie","last_name":"Mapplethorpe","email":["[email protected]","[email protected]"],"friends":["Carter","Verna","Arabela"]},
{"id":25,"first_name":"Sondra","last_name":"Allnatt","email":["[email protected]","[email protected]"],"friends":["Wolfgang","Elva","Sherwin"]},
{"id":26,"first_name":"Heindrick","last_name":"Adacot","email":["[email protected]","[email protected]"],"friends":["Ulrica","Colline","Justinn"]},
{"id":27,"first_name":"Camile","last_name":"Rosendall","email":["[email protected]","[email protected]"],"friends":["Averil","Dorelle","Aldridge"]},
{"id":28,"first_name":"Tobie","last_name":"Timperley","email":["[email protected]","[email protected]"],"friends":["Xavier","Banky","Ashien"]},
{"id":29,"first_name":"Kakalina","last_name":"Guidoni","email":["[email protected]","[email protected]"],"friends":["Umeko","Charmain","Benjamen"]},
{"id":30,"first_name":"Fin","last_name":"Gynn","email":["[email protected]","[email protected]"],"friends":["Lyda","Saul","Kiley"]},
{"id":31,"first_name":"Tamqrah","last_name":"Rubes","email":["[email protected]","[email protected]"],"friends":["Ericha","Wilie","Marten"]},
{"id":32,"first_name":"Stinky","last_name":"Perllman","email":["[email protected]","[email protected]"],"friends":["Hastings","Sharyl","Betteann"]},
{"id":33,"first_name":"Ringo","last_name":"Motten","email":["[email protected]","[email protected]"],"friends":["Jacky","Luci","Nola"]},
{"id":34,"first_name":"Faythe","last_name":"Anchor","email":["[email protected]","[email protected]"],"friends":["Sigmund","Mac","Edeline"]},
{"id":35,"first_name":"Lin","last_name":"Gonsalvo","email":["[email protected]","[email protected]"],"friends":["Linnie","Jonathan","Mercy"]},
{"id":36,"first_name":"Georgetta","last_name":"Holehouse","email":["[email protected]","[email protected]"],"friends":["Tarra","Melodee","Glenn"]},
{"id":37,"first_name":"Delphinia","last_name":"Peachman","email":["[email protected]","[email protected]"],"friends":["Ludovico","Theodore","Harmon"]},
{"id":38,"first_name":"Currey","last_name":"Jurs","email":["[email protected]","[email protected]"],"friends":["Jammal","Cly","Mindy"]},
{"id":39,"first_name":"Nathaniel","last_name":"Brownsey","email":["[email protected]","[email protected]"],"friends":["Herminia","Rhody","Ethel"]},
{"id":40,"first_name":"Ware","last_name":"Walford","email":["[email protected]","[email protected]"],"friends":["Currey","Celestine","Shae"]},
{"id":41,"first_name":"Wallis","last_name":"Haslock(e)","email":["[email protected]","[email protected]"],"friends":["Gaelan","Marrissa","Jamie"]},
{"id":42,"first_name":"Myles","last_name":"Suscens","email":["[email protected]","[email protected]"],"friends":["Guenna","Jilly","Marcia"]},
{"id":43,"first_name":"Alaster","last_name":"Lawles","email":["[email protected]","[email protected]"],"friends":["Carlye","Cathi","Kippie"]},
{"id":44,"first_name":"Humbert","last_name":"Jepps","email":["[email protected]","[email protected]"],"friends":["Freddi","Devonne","Rosy"]},
{"id":45,"first_name":"Hedvige","last_name":"Roycroft","email":["[email protected]","[email protected]"],"friends":["Kristyn","Winifred","Locke"]},
{"id":46,"first_name":"Keely","last_name":"McRonald","email":["[email protected]","[email protected]"],"friends":["Margarethe","Harley","Bat"]},
{"id":47,"first_name":"Reg","last_name":"Pail","email":["[email protected]","[email protected]"],"friends":["Jere","Nance","Hymie"]},
{"id":48,"first_name":"Sioux","last_name":"Ceresa","email":["[email protected]","[email protected]"],"friends":["Guillaume","Flinn","Jard"]},
{"id":49,"first_name":"Milena","last_name":"Mattingson","email":["[email protected]","[email protected]"],"friends":["Calley","Basilius","Tamas"]},
{"id":50,"first_name":"Saw","last_name":"Brand-Hardy","email":["[email protected]","[email protected]"],"friends":["Toddy","Obediah","Jeannine"]},
{"id":51,"first_name":"Celinka","last_name":"Lighton","email":["[email protected]","[email protected]"],"friends":["Dacia","Magdalen","Row"]},
{"id":52,"first_name":"Obie","last_name":"Pegg","email":["[email protected]","[email protected]"],"friends":["Godwin","Gwynne","Hedwig"]},
{"id":53,"first_name":"Joellen","last_name":"Pettitt","email":["[email protected]","[email protected]"],"friends":["Cecilla","Dre","Ulysses"]},
{"id":54,"first_name":"Yard","last_name":"Andriessen","email":["[email protected]","[email protected]"],"friends":["Guinevere","Trisha","Carlye"]},
{"id":55,"first_name":"Fina","last_name":"Balsom","email":["[email protected]","[email protected]"],"friends":["Richard","Rudd","Christina"]},
{"id":56,"first_name":"Jon","last_name":"Albany","email":["[email protected]","[email protected]"],"friends":["Erminie","Euphemia","Gran"]},
{"id":57,"first_name":"Jackelyn","last_name":"Rosario","email":["[email protected]","[email protected]"],"friends":["Ozzie","Nestor","Weylin"]},
{"id":58,"first_name":"Vasili","last_name":"Purchase","email":["[email protected]","[email protected]"],"friends":["Bette-ann","Ann","Lorna"]},
{"id":59,"first_name":"Curran","last_name":"Sawdy","email":["[email protected]","[email protected]"],"friends":["Rozalie","Jerrine","Edeline"]},
{"id":60,"first_name":"Amery","last_name":"Sharply","email":["[email protected]","[email protected]"],"friends":["Tate","Rosabella","Emilia"]},
{"id":61,"first_name":"Diandra","last_name":"Schrei","email":["[email protected]","[email protected]"],"friends":["Erika","Tammy","Inigo"]},
{"id":62,"first_name":"Bernadina","last_name":"Terzo","email":["[email protected]","[email protected]"],"friends":["Clay","Maris","Aubert"]},
{"id":63,"first_name":"Heall","last_name":"Gumm","email":["[email protected]","[email protected]"],"friends":["Isahella","Sallie","Mikael"]},
{"id":64,"first_name":"Reba","last_name":"Benham","email":["[email protected]","[email protected]"],"friends":["Giorgi","Fleurette","Bat"]},
{"id":65,"first_name":"Fiann","last_name":"de Grey","email":["[email protected]","[email protected]"],"friends":["Ermengarde","Esdras","Margaretta"]},
{"id":66,"first_name":"Cassaundra","last_name":"Rassell","email":["[email protected]","[email protected]"],"friends":["Ruby","Janifer","Dewitt"]},
{"id":67,"first_name":"Ruthe","last_name":"Drewe","email":["[email protected]","[email protected]"],"friends":["Annissa","Burke","Duane"]},
{"id":68,"first_name":"Patricio","last_name":"Slott","email":["[email protected]","[email protected]"],"friends":["Kailey","Martin","Ninon"]},
{"id":69,"first_name":"Eb","last_name":"Mothersdale","email":["[email protected]","[email protected]"],"friends":["Roddy","Malinda","Xena"]},
{"id":70,"first_name":"Antonio","last_name":"Siddon","email":["[email protected]","[email protected]"],"friends":["Birk","Jacquelyn","Jo"]},
{"id":71,"first_name":"Mathilda","last_name":"Nolan","email":["[email protected]","[email protected]"],"friends":["Jonah","Dorri","Lewiss"]},
{"id":72,"first_name":"Nadya","last_name":"Teers","email":["[email protected]","[email protected]"],"friends":["Karl","Jacqueline","Gunar"]},
{"id":73,"first_name":"Diego","last_name":"Swapp","email":["[email protected]","[email protected]"],"friends":["Nyssa","Francisco","Merilee"]},
{"id":74,"first_name":"Winifield","last_name":"Janeczek","email":["[email protected]","[email protected]"],"friends":["Veriee","Bartolemo","Iorgo"]},
{"id":75,"first_name":"Jerrie","last_name":"Lynn","email":["[email protected]","[email protected]"],"friends":["Clarice","Aggi","Ignazio"]},
{"id":76,"first_name":"Cassey","last_name":"Pinching","email":["[email protected]","[email protected]"],"friends":["Arron","Noellyn","Ashla"]},
{"id":77,"first_name":"Melony","last_name":"Fossey","email":["[email protected]","[email protected]"],"friends":["Carmon","Issi","Niel"]},
{"id":78,"first_name":"Ursuline","last_name":"Rickersey","email":["[email protected]","[email protected]"],"friends":["Roxane","Orland","Adoree"]},
{"id":79,"first_name":"Davis","last_name":"McNickle","email":["[email protected]","[email protected]"],"friends":["Lindsey","Bari","Jocelin"]},
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