From bfcd168d312e9989104d0be7b28e29167b397019 Mon Sep 17 00:00:00 2001 From: tsmith37 Date: Sun, 19 Oct 2025 17:35:56 -0400 Subject: [PATCH] learned how to sort through data and make different plots If a super hero joins marvels avengers do they death and if they do how long does it take for them to die after joining. i can use the data set from avengers in FiveThirtyEight --- brfss_2020.ipynb | 2 +- lab_pokemon.ipynb | 1523 ++++++++++++++++++++++++++++++++++++++++++--- 2 files changed, 1448 insertions(+), 77 deletions(-) diff --git a/brfss_2020.ipynb b/brfss_2020.ipynb index 984628d..8a92e9f 100644 --- a/brfss_2020.ipynb +++ b/brfss_2020.ipynb @@ -175,7 +175,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.13.7" } }, "nbformat": 4, diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index 01594f2..ede8508 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -16,17 +16,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3" + "16" ] }, - "execution_count": 1, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -37,7 +37,7 @@ "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", - "1+1+1" + "5+10+1" ] }, { @@ -52,40 +52,40 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "10" + "15" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell A\n", - "x = 10\n", + "x = 15\n", "x" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "20" + "30" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -130,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", "metadata": {}, "outputs": [], @@ -140,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", "metadata": {}, "outputs": [], @@ -426,12 +426,241 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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16642435male72heterosexual1.7586.183FalseFalse8
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" + ], + "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": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -448,30 +677,35 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "id": "9afca362-9edc-423c-981b-dc42107d5de0", "metadata": {}, "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" + "special_attack\n", + "60 51\n", + "40 49\n", + "65 44\n", + "50 39\n", + "55 35\n", + " ..\n", + "78 1\n", + "31 1\n", + "194 1\n", + "29 1\n", + "175 1\n", + "Name: count, Length: 105, dtype: int64" ] }, - "execution_count": 8, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pokemon.generation.value_counts()" + "pokemon.special_attack.value_counts()" ] }, { @@ -556,12 +790,30 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "age\n", + "65 55973\n", + "55 34345\n", + "45 26240\n", + "35 22555\n", + "25 18118\n", + "18 9194\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.age.value_counts()" ] }, { @@ -574,12 +826,25 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "id": "b7f910c8-3d40-49ae-b270-678734c04100", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "height 1.705082\n", + "weight 83.053588\n", + "dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people[[\"height\", \"weight\"]].mean()" ] }, { @@ -592,12 +857,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(0.7858014120474688)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.exercise.mean()" ] }, { @@ -615,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 24, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", "metadata": {}, "outputs": [ @@ -855,7 +1131,7 @@ "[65 rows x 12 columns]" ] }, - "execution_count": 14, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -875,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 25, "id": "5d089acf-7b76-4f91-8803-42a4a9a11e3e", "metadata": {}, "outputs": [ @@ -896,7 +1172,7 @@ "Name: type, Length: 800, dtype: bool" ] }, - "execution_count": 15, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -915,7 +1191,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 26, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", "metadata": {}, "outputs": [ @@ -1373,7 +1649,7 @@ "789 44 46 28 6 False " ] }, - "execution_count": 16, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1592,12 +1868,242 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 29, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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25965female44heterosexual1.5756.703TrueTrue6
....................................
16638735female42bisexual1.6358.973TrueTrue6
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7288 rows × 11 columns

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" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "50 35 female 4 2 heterosexual 1.78 81.65 \n", + "146 65 female 5 4 heterosexual 1.55 72.57 \n", + "179 65 male 4 3 heterosexual 1.70 84.37 \n", + "259 65 female 4 4 heterosexual 1.57 56.70 \n", + "... ... ... ... ... ... ... ... \n", + "166387 35 female 4 2 bisexual 1.63 58.97 \n", + "166401 45 female 4 1 heterosexual 1.45 72.57 \n", + "166407 18 male 5 2 heterosexual 1.68 68.04 \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", + "50 4 True False 10 \n", + "146 5 True True 7 \n", + "179 3 True True 8 \n", + "259 3 True True 6 \n", + "... ... ... ... ... \n", + "166387 3 True True 6 \n", + "166401 2 True False 6 \n", + "166407 3 True True 8 \n", + "166416 3 True False 6 \n", + "166423 4 True True 6 \n", + "\n", + "[7288 rows x 11 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "no_doctor = people[(people.no_doctor) & (people.income <= 5)]\n", + "no_doctor" ] }, { @@ -1618,12 +2124,241 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 48, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "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": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people[people.health >= 3]\n" ] }, { @@ -1643,12 +2378,242 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 32, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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....................................
16635235female54heterosexual1.5747.635FalseFalse8
16636855female54heterosexual1.6069.853FalseTrue7
16638145female54heterosexual1.5249.905TrueTrue6
16640465female14heterosexual1.6068.043FalseTrue8
16642335female54heterosexual1.6068.044TrueTrue6
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5359 rows × 11 columns

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" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "6 65 female 5 4 other 1.63 90.72 \n", + "23 65 female 4 4 heterosexual 1.68 84.82 \n", + "30 65 female 5 4 heterosexual 1.65 66.68 \n", + "65 65 female 5 4 heterosexual 1.70 64.41 \n", + "120 65 female 5 4 heterosexual 1.55 58.97 \n", + "... ... ... ... ... ... ... ... \n", + "166352 35 female 5 4 heterosexual 1.57 47.63 \n", + "166368 55 female 5 4 heterosexual 1.60 69.85 \n", + "166381 45 female 5 4 heterosexual 1.52 49.90 \n", + "166404 65 female 1 4 heterosexual 1.60 68.04 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "6 3 False True 7 \n", + "23 3 False True 8 \n", + "30 3 False False 12 \n", + "65 3 False True 10 \n", + "120 4 False True 8 \n", + "... ... ... ... ... \n", + "166352 5 False False 8 \n", + "166368 3 False True 7 \n", + "166381 5 True True 6 \n", + "166404 3 False True 8 \n", + "166423 4 True True 6 \n", + "\n", + "[5359 rows x 11 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "education_female_low_income = people[(people.education == 4) & (people.sex == \"female\") & (people.income <= 5)]\n", + "education_female_low_income" ] }, { @@ -1967,12 +2932,32 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 45, "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": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people.groupby(\"income\").sleep.mean().sort_values()" ] }, { @@ -1985,12 +2970,110 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 57, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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incomehealth
sexeducation
female13.5547012.848040
25.0490223.315797
35.7793903.483379
46.9606523.844340
male14.4330093.031525
25.7428763.440818
36.2702303.549105
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" + ], + "text/plain": [ + " income health\n", + "sex education \n", + "female 1 3.554701 2.848040\n", + " 2 5.049022 3.315797\n", + " 3 5.779390 3.483379\n", + " 4 6.960652 3.844340\n", + "male 1 4.433009 3.031525\n", + " 2 5.742876 3.440818\n", + " 3 6.270230 3.549105\n", + " 4 7.190582 3.826512" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "ed_sex = people.groupby([\"sex\", \"education\"])\n", + "ed_sex[[\"income\", \"health\"]].mean()" ] }, { @@ -2355,12 +3438,34 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 62, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", "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": [ - "# Your code here" + "import seaborn as sns\n", + "sns.histplot(data=people, x=\"height\")" ] }, { @@ -2373,12 +3478,33 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 69, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "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": [ - "# Your code here" + "sns.barplot(data=people, y=\"sleep\", x=\"age\", errorbar=\"sd\")" ] }, { @@ -2391,12 +3517,33 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 71, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", "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": [ - "# Your code here" + "sns.barplot(data=people, y=\"exercise\", x=\"income\", errorbar=\"sd\")" ] }, { @@ -2409,12 +3556,33 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 72, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "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\", hue=\"exercise\")" ] }, { @@ -2427,12 +3595,33 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 77, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "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.countplot(data=people, x=\"income\", hue=\"education\")" ] }, { @@ -2445,12 +3634,33 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 84, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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bisexualfemale5.454545
male5.812060
heterosexualfemale6.046153
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homosexualfemale6.134661
male6.142539
otherfemale4.978906
male5.359694
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" + ], + "text/plain": [ + " income\n", + "sexual_orientation sex \n", + "bisexual female 5.454545\n", + " male 5.812060\n", + "heterosexual female 6.046153\n", + " male 6.454184\n", + "homosexual female 6.134661\n", + " male 6.142539\n", + "other female 4.978906\n", + " male 5.359694" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sex_gender[[\"income\"]].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "cfff906a-da14-401e-a621-2048f331f7fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "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=\"sexual_orientation\", y=\"income\", hue=\"sex\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80f73270-20e8-4039-9705-0f48bfe92c54", + "metadata": {}, + "outputs": [], + "source": [ + "#The data tells us that heterosexual men, on average, make more than all other groups. \n", + "#Heterosexual men earn more than $55,000, and the closest group is homosexual men with around $51,500 a year.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "dd2a4b37-18b7-4528-8ca5-ce7e8ec2b206", + "metadata": {}, + "outputs": [], "source": [ "# Your code here. Feel free to add new text cells and code cells as necessary." ] @@ -2506,7 +3877,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.5" + "version": "3.13.7" } }, "nbformat": 4,