From 853d2578f6530414579258b2df82d0a07e88ed43 Mon Sep 17 00:00:00 2001 From: root Date: Sat, 7 Dec 2024 17:29:56 -0500 Subject: [PATCH] Back in my day, there were only 151 Pokemon... I like Jupyter notebooks for doing statistical work, I think it's really useful to be able to write words and sentences and stuff and make it look nice. --- lab_pokemon.ipynb | 3290 +++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 3188 insertions(+), 102 deletions(-) diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index fa944f3..092d69b 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -11,22 +11,35 @@ "\n", "Welcome to your first Jupyter notebook! Notebooks are made up of cells. Some cells contain text (like this one) and others contain Python code. \n", "\n", - "Each cell can be in two different modes: editing or running. To edit a cell, double-click on it. When you're done editing, press **shift+Enter** to run it. You can use [Markdown](https://www.markdownguide.org/cheat-sheet/) to add basic formatting to the text. Before you go on, try editing the text in this cell." + "Each cell can be in two different modes: editing or running. To edit a cell, double-click on it. When you're done editing, press **shift+Enter** to run it. You can use [Markdown](https://www.markdownguide.org/cheat-sheet/) to add basic formatting to the text. Before you go on, try editing the text in this cell.\n", + "\n", + "*Next*" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "6" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Other cells are code cells, containing Python code. (This is a comment, of course!)\n", "# Try running this cell (again, shift+Enter). You'll see the result of the final statement \n", "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", - "1+1" + "1+5" ] }, { @@ -41,10 +54,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell A\n", "x = 10\n", @@ -53,16 +77,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Cell B\n", "x = x * 2\n", "x" ] }, + { + "cell_type": "markdown", + "id": "f8b8b431-2401-49bf-ab6a-15b76157f1bf", + "metadata": {}, + "source": [ + "Running *Cell B* over and over results in doubling the last value of x repeatedly." + ] + }, { "cell_type": "markdown", "id": "adc581ac-db13-40a8-bcfc-bf5d6e5472c5", @@ -97,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", "metadata": {}, "outputs": [], @@ -107,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", "metadata": {}, "outputs": [], @@ -130,14 +173,263 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "579d8dda-ca39-48b1-8819-b17651029729", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
0BulbasaurGrassPoison3184549496565451False
1IvysaurGrassPoison4056062638080601False
2VenusaurGrassPoison525808283100100801False
3VenusaurMega VenusaurGrassPoison62580100123122120801False
4CharmanderFireNaN3093952436050651False
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", + "

800 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "0 Bulbasaur Grass Poison 318 45 49 49 \n", + "1 Ivysaur Grass Poison 405 60 62 63 \n", + "2 Venusaur Grass Poison 525 80 82 83 \n", + "3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", + "4 Charmander Fire NaN 309 39 52 43 \n", + ".. ... ... ... ... .. ... ... \n", + "795 Diancie Rock Fairy 600 50 100 150 \n", + "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", + "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", + "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", + "799 Volcanion Fire Water 600 80 110 120 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "0 65 65 45 1 False \n", + "1 80 80 60 1 False \n", + "2 100 100 80 1 False \n", + "3 122 120 80 1 False \n", + "4 60 50 65 1 False \n", + ".. ... ... ... ... ... \n", + "795 100 150 50 6 True \n", + "796 160 110 110 6 True \n", + "797 150 130 70 6 True \n", + "798 170 130 80 6 True \n", + "799 130 90 70 6 True \n", + "\n", + "[800 rows x 12 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon" ] }, + { + "cell_type": "markdown", + "id": "9036940c-53d1-432a-a71e-5719c73a6b9d", + "metadata": {}, + "source": [ + "**Answer:** There are 800 rows (Pokémon) and 12 columns. The data included are the name, type, subtype, total, hp, attack, defense, special_attack, special_defense, speed, generation, and legendary for each Pokémon." + ] + }, { "cell_type": "markdown", "id": "ee8b0718-56f9-4fc8-bd35-fa0ccb445179", @@ -152,12 +444,249 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" + ] + }, + { + "cell_type": "markdown", + "id": "6391e890-924f-4b58-a7ce-a0218e5dc0b7", + "metadata": {}, + "source": [ + "**Answer:** There are 166,425 rows (people) and 11 columns. The data included are the age, sex, income, education, sexual_orientation, height, weight, health, no_doctor, exercise, and sleep for each person." ] }, { @@ -174,14 +703,60 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "9afca362-9edc-423c-981b-dc42107d5de0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "generation\n", + "1 166\n", + "5 165\n", + "3 160\n", + "4 121\n", + "2 106\n", + "6 82\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.generation.value_counts()" ] }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3354f1e8-7c3d-4f8f-9c5a-ae2fbda77bdb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "generation\n", + "1 0.20750\n", + "5 0.20625\n", + "3 0.20000\n", + "4 0.15125\n", + "2 0.13250\n", + "6 0.10250\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pokemon.generation.value_counts(normalize=True)" + ] + }, { "cell_type": "markdown", "id": "a9b98eee-bdc2-4c63-bab2-ee82e2466d0f", @@ -192,10 +767,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "5fe580d0-5939-4152-9f8c-4c32d35a4479", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "hp 69.25875\n", + "attack 79.00125\n", + "defense 73.84250\n", + "speed 68.27750\n", + "dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\"]].mean()" ] @@ -210,10 +800,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.08125" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.legendary.mean()" ] @@ -238,12 +839,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "age\n", + "65 0.336326\n", + "55 0.206369\n", + "45 0.157669\n", + "35 0.135527\n", + "25 0.108866\n", + "18 0.055244\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.age.value_counts(normalize=True)" + ] + }, + { + "cell_type": "markdown", + "id": "371f3f0e-19d7-4945-abd1-b908580601ab", + "metadata": {}, + "source": [ + "**Answer:** 5.5244% of people are in the 18-24 age band, 10.8866% of people are in the 25-34 age band, 13.5527% of people are in the 35-44 age band, 15.7669% of people are in the 45-54 age band, 20.6369% of people are in the 55-64 age band, and 33.6326% of people are in the 65+ age band." ] }, { @@ -256,12 +883,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "b7f910c8-3d40-49ae-b270-678734c04100", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "height 1.705082\n", + "weight 83.053588\n", + "dtype: float64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people[[\"height\", \"weight\"]].mean()" + ] + }, + { + "cell_type": "markdown", + "id": "50ce0d89-925a-4e3d-9df0-9b33c3d15f3e", + "metadata": {}, + "source": [ + "**Answer:** The mean height is 1.705082 (probably meters) and the mean weight is 83.053588 (probably kilograms)." ] }, { @@ -274,12 +922,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "exercise\n", + "True 0.785801\n", + "False 0.214199\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.exercise.value_counts(normalize=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "02552a9b-518a-4473-b612-6fd6e2d8da3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7858014120474688" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "people.exercise.mean()" + ] + }, + { + "cell_type": "markdown", + "id": "c9966b06-ae19-4f2b-8dc0-473d7a3f0114", + "metadata": {}, + "source": [ + "**Answer:** The percentage of people who have excercised in the last 30 days is 78.5801%." ] }, { @@ -297,10 +988,251 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
156ArticunoIceFlying580908510095125851True
157ZapdosElectricFlying580909085125901001True
158MoltresFireFlying580901009012585901True
162MewtwoPsychicNaN68010611090154901301True
163MewtwoMega Mewtwo XPsychicFighting7801061901001541001301True
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", + "

65 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "157 Zapdos Electric Flying 580 90 90 85 \n", + "158 Moltres Fire Flying 580 90 100 90 \n", + "162 Mewtwo Psychic NaN 680 106 110 90 \n", + "163 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 \n", + ".. ... ... ... ... ... ... ... \n", + "795 Diancie Rock Fairy 600 50 100 150 \n", + "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", + "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", + "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", + "799 Volcanion Fire Water 600 80 110 120 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "156 95 125 85 1 True \n", + "157 125 90 100 1 True \n", + "158 125 85 90 1 True \n", + "162 154 90 130 1 True \n", + "163 154 100 130 1 True \n", + ".. ... ... ... ... ... \n", + "795 100 150 50 6 True \n", + "796 160 110 110 6 True \n", + "797 150 130 70 6 True \n", + "798 170 130 80 6 True \n", + "799 130 90 70 6 True \n", + "\n", + "[65 rows x 12 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "legendary = pokemon[pokemon.legendary]\n", "legendary" @@ -316,10 +1248,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "5d089acf-7b76-4f91-8803-42a4a9a11e3e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 False\n", + "4 False\n", + " ... \n", + "795 False\n", + "796 False\n", + "797 False\n", + "798 False\n", + "799 False\n", + "Name: type, Length: 800, dtype: bool" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.type == \"Ice\"" ] @@ -334,10 +1288,469 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
238SwinubIceGround2505050403030502False
239PiloswineIceGround450100100806060502False
243DelibirdIceFlying3304555456545752False
257SmoochumIcePsychic3054530158565652False
395SnoruntIceNaN3005050505050503False
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
398SphealIceWater2907040505550253False
399SealeoIceWater4109060707570453False
400WalreinIceWater53011080909590653False
415RegiceIceNaN5808050100100200503True
522GlaceonIceNaN525656011013095654False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
643VanilliteIceNaN3053650506560445False
644VanillishIceNaN3955165658075595False
645VanilluxeIceNaN53571958511095795False
674CubchooIceNaN3055570406040405False
675BearticIceNaN48595110807080505False
676CryogonalIceNaN485705030951351055False
788BergmiteIceNaN3045569853235286False
789AvaluggIceNaN514951171844446286False
\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "133 Jynx Ice Psychic 455 65 50 35 \n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "238 Swinub Ice Ground 250 50 50 40 \n", + "239 Piloswine Ice Ground 450 100 100 80 \n", + "243 Delibird Ice Flying 330 45 55 45 \n", + "257 Smoochum Ice Psychic 305 45 30 15 \n", + "395 Snorunt Ice NaN 300 50 50 50 \n", + "396 Glalie Ice NaN 480 80 80 80 \n", + "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", + "398 Spheal Ice Water 290 70 40 50 \n", + "399 Sealeo Ice Water 410 90 60 70 \n", + "400 Walrein Ice Water 530 110 80 90 \n", + "415 Regice Ice NaN 580 80 50 100 \n", + "522 Glaceon Ice NaN 525 65 60 110 \n", + "524 Mamoswine Ice Ground 530 110 130 80 \n", + "530 Froslass Ice Ghost 480 70 80 70 \n", + "643 Vanillite Ice NaN 305 36 50 50 \n", + "644 Vanillish Ice NaN 395 51 65 65 \n", + "645 Vanilluxe Ice NaN 535 71 95 85 \n", + "674 Cubchoo Ice NaN 305 55 70 40 \n", + "675 Beartic Ice NaN 485 95 110 80 \n", + "676 Cryogonal Ice NaN 485 70 50 30 \n", + "788 Bergmite Ice NaN 304 55 69 85 \n", + "789 Avalugg Ice NaN 514 95 117 184 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "133 115 95 95 1 False \n", + "156 95 125 85 1 True \n", + "238 30 30 50 2 False \n", + "239 60 60 50 2 False \n", + "243 65 45 75 2 False \n", + "257 85 65 65 2 False \n", + "395 50 50 50 3 False \n", + "396 80 80 80 3 False \n", + "397 120 80 100 3 False \n", + "398 55 50 25 3 False \n", + "399 75 70 45 3 False \n", + "400 95 90 65 3 False \n", + "415 100 200 50 3 True \n", + "522 130 95 65 4 False \n", + "524 70 60 80 4 False \n", + "530 80 70 110 4 False \n", + "643 65 60 44 5 False \n", + "644 80 75 59 5 False \n", + "645 110 95 79 5 False \n", + "674 60 40 40 5 False \n", + "675 70 80 50 5 False \n", + "676 95 135 105 5 False \n", + "788 32 35 28 6 False \n", + "789 44 46 28 6 False " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ice = pokemon[pokemon.type == \"Ice\"]\n", "ice" @@ -353,10 +1766,180 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "id": "05d4c5c2-c6b4-4795-9799-c884b15445a1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
676CryogonalIceNaN485705030951351055False
\n", + "
" + ], + "text/plain": [ + " name type subtype total hp attack defense \\\n", + "133 Jynx Ice Psychic 455 65 50 35 \n", + "156 Articuno Ice Flying 580 90 85 100 \n", + "396 Glalie Ice NaN 480 80 80 80 \n", + "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", + "524 Mamoswine Ice Ground 530 110 130 80 \n", + "530 Froslass Ice Ghost 480 70 80 70 \n", + "676 Cryogonal Ice NaN 485 70 50 30 \n", + "\n", + " special_attack special_defense speed generation legendary \n", + "133 115 95 95 1 False \n", + "156 95 125 85 1 True \n", + "396 80 80 80 3 False \n", + "397 120 80 100 3 False \n", + "524 70 60 80 4 False \n", + "530 80 70 110 4 False \n", + "676 95 135 105 5 False " + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "high_speed_ice = pokemon[(pokemon.type == \"Ice\") & (pokemon.speed >= 80)]\n", "high_speed_ice" @@ -382,12 +1965,242 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
235female84heterosexual1.6577.114TrueTrue7
2435male83heterosexual1.7394.354TrueFalse8
5035female42heterosexual1.7881.654TrueFalse10
6645female64heterosexual1.5772.574TrueTrue7
....................................
16640718male52heterosexual1.6868.043TrueTrue8
16640925male62heterosexual1.5758.514TrueFalse7
16641455female83heterosexual1.6388.453TrueFalse6
16641665female52heterosexual1.5055.343TrueFalse6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

13784 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "24 35 male 8 3 heterosexual 1.73 94.35 \n", + "50 35 female 4 2 heterosexual 1.78 81.65 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "... ... ... ... ... ... ... ... \n", + "166407 18 male 5 2 heterosexual 1.68 68.04 \n", + "166409 25 male 6 2 heterosexual 1.57 58.51 \n", + "166414 55 female 8 3 heterosexual 1.63 88.45 \n", + "166416 65 female 5 2 heterosexual 1.50 55.34 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "2 4 True True 7 \n", + "24 4 True False 8 \n", + "50 4 True False 10 \n", + "66 4 True True 7 \n", + "... ... ... ... ... \n", + "166407 3 True True 8 \n", + "166409 4 True False 7 \n", + "166414 3 True False 6 \n", + "166416 3 True False 6 \n", + "166423 4 True True 6 \n", + "\n", + "[13784 rows x 11 columns]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "no_doctor = people[people.no_doctor]\n", + "no_doctor" ] }, { @@ -408,12 +2221,242 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
555male84heterosexual1.8074.845FalseTrue7
....................................
16641855male72heterosexual1.5763.503FalseTrue8
16641945female82heterosexual1.5268.043FalseTrue7
16642125male72heterosexual1.7886.184FalseTrue6
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

142249 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "5 55 male 8 4 heterosexual 1.80 74.84 \n", + "... ... ... ... ... ... ... ... \n", + "166418 55 male 7 2 heterosexual 1.57 63.50 \n", + "166419 45 female 8 2 heterosexual 1.52 68.04 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "5 5 False True 7 \n", + "... ... ... ... ... \n", + "166418 3 False True 8 \n", + "166419 3 False True 7 \n", + "166421 4 False True 6 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[142249 rows x 11 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "good_healthy_plus = people[people.health >=3]\n", + "good_healthy_plus" ] }, { @@ -433,12 +2476,242 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
235female84heterosexual1.6577.114TrueTrue7
6645female64heterosexual1.5772.574TrueTrue7
13555female64heterosexual1.7081.654TrueTrue7
14665female54heterosexual1.5572.575TrueTrue7
25965female44heterosexual1.5756.703TrueTrue6
....................................
16612135female84heterosexual1.65136.084TrueTrue5
16621955female54other1.5259.873TrueTrue5
16627225female84heterosexual1.5298.883TrueTrue8
16638145female54heterosexual1.5249.905TrueTrue6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

2321 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "135 55 female 6 4 heterosexual 1.70 81.65 \n", + "146 65 female 5 4 heterosexual 1.55 72.57 \n", + "259 65 female 4 4 heterosexual 1.57 56.70 \n", + "... ... ... ... ... ... ... ... \n", + "166121 35 female 8 4 heterosexual 1.65 136.08 \n", + "166219 55 female 5 4 other 1.52 59.87 \n", + "166272 25 female 8 4 heterosexual 1.52 98.88 \n", + "166381 45 female 5 4 heterosexual 1.52 49.90 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "2 4 True True 7 \n", + "66 4 True True 7 \n", + "135 4 True True 7 \n", + "146 5 True True 7 \n", + "259 3 True True 6 \n", + "... ... ... ... ... \n", + "166121 4 True True 5 \n", + "166219 3 True True 5 \n", + "166272 3 True True 8 \n", + "166381 5 True True 6 \n", + "166423 4 True True 6 \n", + "\n", + "[2321 rows x 11 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "she_needs_a_doctor = no_doctor[(no_doctor.education == 4) & (no_doctor.sex == \"female\")]\n", + "she_needs_a_doctor" ] }, { @@ -457,14 +2730,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "id": "069ea0ab-eff6-4985-9f46-db956fe1df91", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "type\n", + "Fairy 48.588235\n", + "Steel 55.259259\n", + "Rock 55.909091\n", + "Bug 61.681159\n", + "Grass 61.928571\n", + "Ice 63.458333\n", + "Poison 63.571429\n", + "Ground 63.906250\n", + "Ghost 64.343750\n", + "Water 65.964286\n", + "Fighting 66.074074\n", + "Normal 71.551020\n", + "Fire 74.442308\n", + "Dark 76.161290\n", + "Psychic 81.491228\n", + "Dragon 83.031250\n", + "Electric 84.500000\n", + "Flying 102.500000\n", + "Name: speed, dtype: float64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pokemon.groupby(\"type\").speed.mean().sort_values()" ] }, + { + "cell_type": "markdown", + "id": "e6657300-1ef5-4485-b808-a30efe6d465a", + "metadata": {}, + "source": [ + "**Answer:** Yes, different types of Pokémon appear to move at different speeds. Fairy Pokémon are generally slower, and Flying Pokémon are generally faster." + ] + }, { "cell_type": "markdown", "id": "bdc801b7-d3ae-45bb-80f4-ebeb474e20a1", @@ -475,15 +2786,196 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "5c420c0e-b5d2-49ae-ab98-3305ee076169", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
hpattackdefense
type
Bug56.88405870.97101470.724638
Electric59.79545569.09090966.295455
Ghost64.43750073.78125081.187500
Steel65.22222292.703704126.370370
Rock65.36363692.863636100.795455
Dark66.80645288.38709770.225806
Poison67.25000074.67857168.821429
Grass67.27142973.21428670.800000
Fighting69.85185296.77777865.925926
Fire69.90384684.76923167.769231
Psychic70.63157971.45614067.684211
Flying70.75000078.75000066.250000
Ice72.00000072.75000071.416667
Water72.06250074.15178672.946429
Ground73.78125095.75000084.843750
Fairy74.11764761.52941265.705882
Normal77.27551073.46938859.846939
Dragon83.312500112.12500086.375000
\n", + "
" + ], + "text/plain": [ + " hp attack defense\n", + "type \n", + "Bug 56.884058 70.971014 70.724638\n", + "Electric 59.795455 69.090909 66.295455\n", + "Ghost 64.437500 73.781250 81.187500\n", + "Steel 65.222222 92.703704 126.370370\n", + "Rock 65.363636 92.863636 100.795455\n", + "Dark 66.806452 88.387097 70.225806\n", + "Poison 67.250000 74.678571 68.821429\n", + "Grass 67.271429 73.214286 70.800000\n", + "Fighting 69.851852 96.777778 65.925926\n", + "Fire 69.903846 84.769231 67.769231\n", + "Psychic 70.631579 71.456140 67.684211\n", + "Flying 70.750000 78.750000 66.250000\n", + "Ice 72.000000 72.750000 71.416667\n", + "Water 72.062500 74.151786 72.946429\n", + "Ground 73.781250 95.750000 84.843750\n", + "Fairy 74.117647 61.529412 65.705882\n", + "Normal 77.275510 73.469388 59.846939\n", + "Dragon 83.312500 112.125000 86.375000" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ptypes = pokemon.groupby(\"type\")\n", "ptypes[[\"hp\", \"attack\", \"defense\"]].mean().sort_values(\"hp\")" ] }, + { + "cell_type": "markdown", + "id": "c0f8e21f-d1c0-439b-8f16-2465376b98f8", + "metadata": {}, + "source": [ + "**Answer:** Yes, different types of Pokémon appear to have different stats. For example, Bug Pokémon generally have lower HP, and Dragon Pokémon generally have higher HP." + ] + }, { "cell_type": "markdown", "id": "cc9a3d19-0ecd-487b-b34f-b748c44fc9c9", @@ -494,15 +2986,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "id": "444a580d-e70c-48a1-bf87-77f98b8c9f85", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "type subtype \n", + "Electric Flying 0.600000\n", + "Rock Fairy 0.666667\n", + "Ghost Dragon 1.000000\n", + "Ground Fire 1.000000\n", + "Fire Water 1.000000\n", + " Steel 1.000000\n", + "Steel Dragon 1.000000\n", + "Dragon Electric 1.000000\n", + "Psychic Ghost 1.000000\n", + "Dragon Psychic 1.000000\n", + " Ice 1.000000\n", + "Rock Fighting 1.000000\n", + "Steel Fighting 1.000000\n", + "Dragon Fire 1.000000\n", + "Psychic Dark 1.000000\n", + " Fire 1.000000\n", + "Name: legendary, dtype: float64" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "legendary_percentages = pokemon.groupby([\"type\", \"subtype\"]).legendary.mean().sort_values() \n", "legendary_percentages[legendary_percentages > 0.5]" ] }, + { + "cell_type": "markdown", + "id": "2a6bc183-371b-4e21-81ab-02b9a6055b1d", + "metadata": {}, + "source": [ + "**Answer:** Many of the legendaries are unique combinations of type/subtype, so several are 100% including ghost/dragon, ground/fire, fire/water, etc. However, it looks like some of these have a missing value for type (the ones that only have a subtype listed)." + ] + }, { "cell_type": "markdown", "id": "de23775b-8670-4371-913d-d8fa1d1f3a76", @@ -526,12 +3054,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "income\n", + "1 6.952208\n", + "2 6.985627\n", + "6 7.055784\n", + "8 7.074626\n", + "7 7.078495\n", + "4 7.079627\n", + "3 7.083274\n", + "5 7.100286\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people.groupby(\"income\").sleep.mean().sort_values()" + ] + }, + { + "cell_type": "markdown", + "id": "55f57a45-d221-4d45-97f1-1a76a5a752f6", + "metadata": {}, + "source": [ + "**Answer:** Yes, there looks to be a difference, with normal-ish distribution where the most hours of sleep is for the middle range of incomes, and less sleep at the higher and lower incomes." ] }, { @@ -544,12 +3100,150 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
incomehealth
sex
female5.9970033.565111
male6.4101213.606668
\n", + "
" + ], + "text/plain": [ + " income health\n", + "sex \n", + "female 5.997003 3.565111\n", + "male 6.410121 3.606668" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "sex = people.groupby(\"sex\")\n", + "sex[[\"income\", \"health\"]].mean().sort_values(\"income\")" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "863359b4-bfca-4f72-bd13-0e02cf520409", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
incomehealth
education
14.0018882.941461
25.4032323.379620
36.0036743.513412
47.0699643.835864
\n", + "
" + ], + "text/plain": [ + " income health\n", + "education \n", + "1 4.001888 2.941461\n", + "2 5.403232 3.379620\n", + "3 6.003674 3.513412\n", + "4 7.069964 3.835864" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sex = people.groupby(\"education\")\n", + "sex[[\"income\", \"health\"]].mean().sort_values(\"income\")" ] }, { @@ -566,7 +3260,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", "metadata": {}, "outputs": [], @@ -589,20 +3283,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "id": "5ce066fe-f81d-4b78-a394-c5c2f4dc9f46", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.histplot(data=pokemon, x=\"attack\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 62, "id": "bceb253b-ef4f-4aa2-aef4-cab2b3ca6d59", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.histplot(data=pokemon, y=\"attack\", bins=5)" ] @@ -619,10 +3355,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "id": "92be1ad0-12bb-49f0-a3f6-85fcfd98e943", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\2530434476.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar='sd'` for the same effect.\n", + "\n", + " sns.barplot(data=pokemon, x=\"legendary\", y=\"hp\", ci=\"sd\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.barplot(data=pokemon, x=\"legendary\", y=\"hp\", ci=\"sd\")" ] @@ -637,10 +3405,47 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "id": "17f1c289-5990-4420-bfcb-e50eee0b8af6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\1967416016.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(data=pokemon, x=\"hp\", y=\"type\", ci=None, palette=\"muted\")\n", + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\1967416016.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(data=pokemon, x=\"hp\", y=\"type\", ci=None, palette=\"muted\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.barplot(data=pokemon, x=\"hp\", y=\"type\", ci=None, palette=\"muted\")" ] @@ -657,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "id": "3c8e9f47-9aea-4bf0-a628-7aa1a66a8eee", "metadata": {}, "outputs": [], @@ -669,10 +3474,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "id": "22f78bec-3d18-4133-ba9f-6595d7181ded", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.countplot(data=pokemon, x=\"speed_category\", hue=\"legendary\")" ] @@ -689,10 +3515,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "id": "444d9832-bd57-4238-9ea4-5ee898847170", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\")" ] @@ -707,10 +3554,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "id": "86f9747b-00a3-407f-9b73-0bce40bac50d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\", hue=\"legendary\", alpha=0.5, s=60)" ] @@ -725,10 +3593,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "id": "7385237c-6a5c-4041-af46-559d6d84d1fa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "favorite_types = pokemon[pokemon.type.isin([\"Fire\", \"Water\", \"Grass\"])]\n", "sns.relplot(data=favorite_types, x=\"hp\", y=\"speed\", hue=\"legendary\", col=\"type\", s=100)" @@ -746,12 +3635,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.histplot(data=people, x=\"height\")" ] }, { @@ -764,12 +3674,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\1782515993.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar='sd'` for the same effect.\n", + "\n", + " sns.barplot(data=people, x=\"age\", y=\"sleep\", ci=\"sd\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"age\", y=\"sleep\", ci=\"sd\")" ] }, { @@ -782,12 +3724,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\822697853.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar='sd'` for the same effect.\n", + "\n", + " sns.barplot(data=people, x=\"income\", y=\"exercise\", ci=\"sd\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"income\", y=\"exercise\", ci=\"sd\")" ] }, { @@ -800,12 +3774,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\stacy\\AppData\\Local\\Temp\\ipykernel_19112\\613993299.py:1: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n", + " sns.barplot(data=people, x=\"age\", y=\"health\", ci=None, hue=\"exercise\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"age\", y=\"health\", ci=None, hue=\"exercise\")" ] }, { @@ -818,12 +3824,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.countplot(data=people, x=\"income\", hue=\"education\")" ] }, { @@ -836,12 +3863,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sex = people[people.sex.isin([\"male\", \"female\"])]\n", + "sns.relplot(data=sex, x=\"height\", y=\"weight\", col=\"sex\", s=100, alpha=0.1, edgecolor=None)" ] }, { @@ -863,19 +3912,56 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "6f934273-b829-4bc2-a7f4-a27a3fc44a99", + "cell_type": "markdown", + "id": "34fdcdc5-a2f6-4413-ac09-8af0343bdb3a", "metadata": {}, - "outputs": [], "source": [ - "# Your code here. Feel free to add new text cells and code cells as necessary." + "Research Question: How do the differences in average health across income levels vary with age?" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "b6027fbf-5a1d-46ca-9c82-3d30b13f0866", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=people, x=\"age\", y=\"health\", errorbar=None, hue=\"income\")" + ] + }, + { + "cell_type": "markdown", + "id": "774a754a-9576-48bb-8ef4-e8c76a30aff7", + "metadata": {}, + "source": [ + "It looks like the difference in average health across income levels starts small and increases with age, until age 65, where the differences are less. Possibly, this is an artifact of restriction of range, as some less healthy people in the lowest incomes probably died before age 65." ] }, { "cell_type": "code", "execution_count": null, - "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", + "id": "c4c123fc-0ce3-44fe-836b-85d12bcf9fcd", "metadata": {}, "outputs": [], "source": [] @@ -897,7 +3983,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.12.4" } }, "nbformat": 4,