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Update solution 02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb/Question 5 #126

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673 changes: 63 additions & 610 deletions 02_Filtering_&_Sorting/Chipotle/Exercises_with_solutions.ipynb
View file
Original file line number Diff line number Diff line change
@@ -21,7 +21,7 @@
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@@ -44,7 +44,7 @@
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@@ -756,666 +756,119 @@
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],
"text/plain": [
" order_id quantity item_name \\\n",
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"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",
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"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 @@
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"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"
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"toc": {
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