From 219789fd8cc44bfa5d1322f57ed48c978c3e42b3 Mon Sep 17 00:00:00 2001 From: tamngx02 Date: Thu, 6 Jan 2022 00:50:36 +0200 Subject: [PATCH] update solution Q5-chipotle-02_Filter_Sorting --- .../Chipotle/Exercises_with_solutions.ipynb | 673 ++---------------- 1 file changed, 63 insertions(+), 610 deletions(-) diff --git a/02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb b/02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb index 773dd80d..fa835de3 100644 --- a/02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb +++ b/02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -756,666 +756,119 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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order_idquantityitem_namechoice_descriptionitem_price
531Chicken Bowl[Fresh Tomato Salsa (Mild), [Rice, Cheese, Sou...10.98
1371Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...11.25
19101Chicken Bowl[Tomatillo Red Chili Salsa, [Fajita Vegetables...8.75
26131Chicken Bowl[Roasted Chili Corn Salsa (Medium), [Pinto Bea...8.49
42201Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Black Beans,...11.25
76341Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Pinto...8.75
78341Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...8.75
99441Chicken Bowl[Tomatillo Red Chili Salsa, [Rice, Fajita Vege...8.75
110491Chicken Bowl[Tomatillo Red Chili Salsa, [Rice, Black Beans...8.75
123541Chicken Bowl[Fresh Tomato Salsa, [Guacamole, Cheese, Sour ...11.25
138621Chicken Bowl[Fresh Tomato Salsa, [Rice, Fajita Vegetables,...11.25
140631Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Sour Crea...11.25
142641Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...11.25
160731Chicken Bowl[Fresh Tomato Salsa (Mild), [Black Beans, Rice...8.49
176791Chicken Bowl[Roasted Chili Corn Salsa (Medium), [Black Bea...10.98
182821Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Sour ...8.75
193861Chicken Bowl[Fresh Tomato Salsa, [Rice, Cheese, Sour Cream]]8.75
199891Chicken Bowl[[Roasted Chili Corn Salsa (Medium), Tomatillo...10.98
206921Chicken Bowl[Fresh Tomato Salsa, [Rice, Cheese, Lettuce]]8.75
209931Chicken Bowl[Roasted Chili Corn Salsa, [Fajita Vegetables,...11.25
211931Chicken Bowl[Roasted Chili Corn Salsa, [Fajita Vegetables,...11.25
218961Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Black Bea...8.75
220971Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Black Beans,...8.75
224981Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Pinto Bea...8.75
2311021Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...8.75
2521101Chicken Bowl[Tomatillo Red Chili Salsa, [Rice, Cheese, Let...8.750Chips and Fresh Tomato Salsa$2.39
2571111Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Cheese]]8.751Izze$3.39
2841241Chicken Bowl[Fresh Tomato Salsa, [Rice, Cheese, Sour Cream]]8.752Nantucket Nectar$3.39
2901261Chicken Bowl[Roasted Chili Corn Salsa, [Fajita Vegetables,...11.253Chips and Tomatillo-Green Chili Salsa$2.39
29112714Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Sour Crea...11.25$16.98
..................
444317711Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Pinto Bea...8.75
444417711Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Sour ...8.75
446517791Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Cheese]]8.75
448117861Chicken Bowl[Fresh Tomato Salsa, Rice]8.75
448317861Chicken Bowl[Fresh Tomato Salsa, [Rice, Pinto Beans, Chees...11.25
448417861Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...11.25
448617861Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...11.25
448817861Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...8.75
449517881Chicken Bowl[Fresh Tomato Salsa, [Rice, Pinto Beans, Sour ...11.25
449817891Chicken Bowl[Tomatillo Green Chili Salsa, [Fajita Vegetabl...11.25
450617921Chicken Bowl[Fresh Tomato Salsa, [Rice, Cheese, Sour Cream...11.25
451117941Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Fajita Veget...8.75
453218021Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Black Beans,...8.75
453718041Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...8.75
454018051Chicken Bowl[Tomatillo Green Chili Salsa, [Fajita Vegetabl...11.25
455318101Chicken Bowl[Roasted Chili Corn Salsa, [Black Beans, Sour ...11.25
455518111Chicken Bowl[Roasted Chili Corn Salsa, [Fajita Vegetables,...8.75
456418151Chicken Bowl[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...11.25
457418191Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Cheese, Lett...8.75
457618201Chicken Bowl[Fresh Tomato Salsa, [Rice, Cheese, Sour Cream...11.25
458118221Chicken Bowl[Tomatillo Red Chili Salsa, [Rice, Black Beans...8.75
458318231Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Black Bea...8.75
458618241Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...11.25
458718241Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...11.25
458918251Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Sour ...11.25
459018251Chicken Bowl[Roasted Chili Corn Salsa, [Rice, Black Beans,...11.254617Steak Burrito$11.75
459118251Chicken Bowl[Tomatillo Red Chili Salsa, [Rice, Black Beans...8.754618Steak Burrito$11.75
459518261Chicken Bowl[Tomatillo Green Chili Salsa, [Rice, Black Bea...8.754619Chicken Salad Bowl$11.25
459918271Chicken Bowl[Roasted Chili Corn Salsa, [Cheese, Lettuce]]8.754620Chicken Salad Bowl$8.75
460418281Chicken Bowl[Fresh Tomato Salsa, [Rice, Black Beans, Chees...8.754621Chicken Salad Bowl$8.75
\n", - "

693 rows × 5 columns

\n", + "

4622 rows × 2 columns

\n", "
" ], "text/plain": [ - " order_id quantity item_name \\\n", - "5 3 1 Chicken Bowl \n", - "13 7 1 Chicken Bowl \n", - "19 10 1 Chicken Bowl \n", - "26 13 1 Chicken Bowl \n", - "42 20 1 Chicken Bowl \n", - "76 34 1 Chicken Bowl \n", - "78 34 1 Chicken Bowl \n", - "99 44 1 Chicken Bowl \n", - "110 49 1 Chicken Bowl \n", - "123 54 1 Chicken Bowl \n", - "138 62 1 Chicken Bowl \n", - "140 63 1 Chicken Bowl \n", - "142 64 1 Chicken Bowl \n", - "160 73 1 Chicken Bowl \n", - "176 79 1 Chicken Bowl \n", - "182 82 1 Chicken Bowl \n", - "193 86 1 Chicken Bowl \n", - "199 89 1 Chicken Bowl \n", - "206 92 1 Chicken Bowl \n", - "209 93 1 Chicken Bowl \n", - "211 93 1 Chicken Bowl \n", - "218 96 1 Chicken Bowl \n", - "220 97 1 Chicken Bowl \n", - "224 98 1 Chicken Bowl \n", - "231 102 1 Chicken Bowl \n", - "252 110 1 Chicken Bowl \n", - "257 111 1 Chicken Bowl \n", - "284 124 1 Chicken Bowl \n", - "290 126 1 Chicken Bowl \n", - "291 127 1 Chicken Bowl \n", - "... ... ... ... \n", - "4443 1771 1 Chicken Bowl \n", - "4444 1771 1 Chicken Bowl \n", - "4465 1779 1 Chicken Bowl \n", - "4481 1786 1 Chicken Bowl \n", - "4483 1786 1 Chicken Bowl \n", - "4484 1786 1 Chicken Bowl \n", - "4486 1786 1 Chicken Bowl \n", - "4488 1786 1 Chicken Bowl \n", - "4495 1788 1 Chicken Bowl \n", - "4498 1789 1 Chicken Bowl \n", - "4506 1792 1 Chicken Bowl \n", - "4511 1794 1 Chicken Bowl \n", - "4532 1802 1 Chicken Bowl \n", - "4537 1804 1 Chicken Bowl \n", - "4540 1805 1 Chicken Bowl \n", - "4553 1810 1 Chicken Bowl \n", - "4555 1811 1 Chicken Bowl \n", - "4564 1815 1 Chicken Bowl \n", - "4574 1819 1 Chicken Bowl \n", - "4576 1820 1 Chicken Bowl \n", - "4581 1822 1 Chicken Bowl \n", - "4583 1823 1 Chicken Bowl \n", - "4586 1824 1 Chicken Bowl \n", - "4587 1824 1 Chicken Bowl \n", - "4589 1825 1 Chicken Bowl \n", - "4590 1825 1 Chicken Bowl \n", - "4591 1825 1 Chicken Bowl \n", - "4595 1826 1 Chicken Bowl \n", - "4599 1827 1 Chicken Bowl \n", - "4604 1828 1 Chicken Bowl \n", + " item_name item_price\n", + "0 Chips and Fresh Tomato Salsa $2.39 \n", + "1 Izze $3.39 \n", + "2 Nantucket Nectar $3.39 \n", + "3 Chips and Tomatillo-Green Chili Salsa $2.39 \n", + "4 Chicken Bowl $16.98 \n", + "... ... ...\n", + "4617 Steak Burrito $11.75 \n", + "4618 Steak Burrito $11.75 \n", + "4619 Chicken Salad Bowl $11.25 \n", + "4620 Chicken Salad Bowl $8.75 \n", + "4621 Chicken Salad Bowl $8.75 \n", "\n", - " choice_description item_price \n", - "5 [Fresh Tomato Salsa (Mild), [Rice, Cheese, Sou... 10.98 \n", - "13 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 11.25 \n", - "19 [Tomatillo Red Chili Salsa, [Fajita Vegetables... 8.75 \n", - "26 [Roasted Chili Corn Salsa (Medium), [Pinto Bea... 8.49 \n", - "42 [Roasted Chili Corn Salsa, [Rice, Black Beans,... 11.25 \n", - "76 [Fresh Tomato Salsa, [Rice, Black Beans, Pinto... 8.75 \n", - "78 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 8.75 \n", - "99 [Tomatillo Red Chili Salsa, [Rice, Fajita Vege... 8.75 \n", - "110 [Tomatillo Red Chili Salsa, [Rice, Black Beans... 8.75 \n", - "123 [Fresh Tomato Salsa, [Guacamole, Cheese, Sour ... 11.25 \n", - "138 [Fresh Tomato Salsa, [Rice, Fajita Vegetables,... 11.25 \n", - "140 [Tomatillo Green Chili Salsa, [Rice, Sour Crea... 11.25 \n", - "142 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 11.25 \n", - "160 [Fresh Tomato Salsa (Mild), [Black Beans, Rice... 8.49 \n", - "176 [Roasted Chili Corn Salsa (Medium), [Black Bea... 10.98 \n", - "182 [Fresh Tomato Salsa, [Rice, Black Beans, Sour ... 8.75 \n", - "193 [Fresh Tomato Salsa, [Rice, Cheese, Sour Cream]] 8.75 \n", - "199 [[Roasted Chili Corn Salsa (Medium), Tomatillo... 10.98 \n", - "206 [Fresh Tomato Salsa, [Rice, Cheese, Lettuce]] 8.75 \n", - "209 [Roasted Chili Corn Salsa, [Fajita Vegetables,... 11.25 \n", - "211 [Roasted Chili Corn Salsa, [Fajita Vegetables,... 11.25 \n", - "218 [Tomatillo Green Chili Salsa, [Rice, Black Bea... 8.75 \n", - "220 [Roasted Chili Corn Salsa, [Rice, Black Beans,... 8.75 \n", - "224 [Tomatillo Green Chili Salsa, [Rice, Pinto Bea... 8.75 \n", - "231 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 8.75 \n", - "252 [Tomatillo Red Chili Salsa, [Rice, Cheese, Let... 8.75 \n", - "257 [Fresh Tomato Salsa, [Rice, Black Beans, Cheese]] 8.75 \n", - "284 [Fresh Tomato Salsa, [Rice, Cheese, Sour Cream]] 8.75 \n", - "290 [Roasted Chili Corn Salsa, [Fajita Vegetables,... 11.25 \n", - "291 [Tomatillo Green Chili Salsa, [Rice, Sour Crea... 11.25 \n", - "... ... ... \n", - "4443 [Tomatillo Green Chili Salsa, [Rice, Pinto Bea... 8.75 \n", - "4444 [Fresh Tomato Salsa, [Rice, Black Beans, Sour ... 8.75 \n", - "4465 [Fresh Tomato Salsa, [Rice, Black Beans, Cheese]] 8.75 \n", - "4481 [Fresh Tomato Salsa, Rice] 8.75 \n", - "4483 [Fresh Tomato Salsa, [Rice, Pinto Beans, Chees... 11.25 \n", - "4484 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 11.25 \n", - "4486 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 11.25 \n", - "4488 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 8.75 \n", - "4495 [Fresh Tomato Salsa, [Rice, Pinto Beans, Sour ... 11.25 \n", - "4498 [Tomatillo Green Chili Salsa, [Fajita Vegetabl... 11.25 \n", - "4506 [Fresh Tomato Salsa, [Rice, Cheese, Sour Cream... 11.25 \n", - "4511 [Roasted Chili Corn Salsa, [Rice, Fajita Veget... 8.75 \n", - "4532 [Roasted Chili Corn Salsa, [Rice, Black Beans,... 8.75 \n", - "4537 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 8.75 \n", - "4540 [Tomatillo Green Chili Salsa, [Fajita Vegetabl... 11.25 \n", - "4553 [Roasted Chili Corn Salsa, [Black Beans, Sour ... 11.25 \n", - "4555 [Roasted Chili Corn Salsa, [Fajita Vegetables,... 8.75 \n", - "4564 [Fresh Tomato Salsa, [Fajita Vegetables, Rice,... 11.25 \n", - "4574 [Roasted Chili Corn Salsa, [Rice, Cheese, Lett... 8.75 \n", - "4576 [Fresh Tomato Salsa, [Rice, Cheese, Sour Cream... 11.25 \n", - "4581 [Tomatillo Red Chili Salsa, [Rice, Black Beans... 8.75 \n", - "4583 [Tomatillo Green Chili Salsa, [Rice, Black Bea... 8.75 \n", - "4586 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 11.25 \n", - "4587 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 11.25 \n", - "4589 [Fresh Tomato Salsa, [Rice, Black Beans, Sour ... 11.25 \n", - "4590 [Roasted Chili Corn Salsa, [Rice, Black Beans,... 11.25 \n", - "4591 [Tomatillo Red Chili Salsa, [Rice, Black Beans... 8.75 \n", - "4595 [Tomatillo Green Chili Salsa, [Rice, Black Bea... 8.75 \n", - "4599 [Roasted Chili Corn Salsa, [Cheese, Lettuce]] 8.75 \n", - "4604 [Fresh Tomato Salsa, [Rice, Black Beans, Chees... 8.75 \n", - "\n", - "[693 rows x 5 columns]" + "[4622 rows x 2 columns]" ] }, - "execution_count": 25, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# delete the duplicates in item_name and quantity\n", - "# chipo_filtered = chipo.drop_duplicates(['item_name','quantity'])\n", - "chipo[(chipo['item_name'] == 'Chicken Bowl') & (chipo['quantity'] == 1)]\n", - "\n", - "# select only the products with quantity equals to 1\n", - "# chipo_one_prod = chipo_filtered[chipo_filtered.quantity == 1]\n", - "\n", - "# select only the item_name and item_price columns\n", - "# price_per_item = chipo_one_prod[['item_name', 'item_price']]\n", - "\n", - "# sort the values from the most to less expensive\n", - "# price_per_item.sort_values(by = \"item_price\", ascending = False).head(20)" + "chipo.loc[:, [\"item_name\", \"item_price\"]]" ] }, { @@ -2200,7 +1653,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -2214,7 +1667,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.7" }, "toc": { "base_numbering": 1,