From 96b074e7a3b45d45382c39859adfcd29499f372a Mon Sep 17 00:00:00 2001 From: Adam <24621027+WhiteDopeOnPunk@users.noreply.github.com> Date: Thu, 21 Jul 2022 16:31:53 -0400 Subject: [PATCH] push push --- .gitignore | 2 + clean.ipynb | 807 +++++++++++++ data/X.csv | 398 +++++++ data/auto-mpg.data | 398 +++++++ data/auto-mpg.names | 45 + data/clean.csv | 398 +++++++ data/y.csv | 398 +++++++ eda.ipynb | 2216 ++++++++++++++++++++++++++++++++++++ img/bore_size_joint.png | Bin 0 -> 42862 bytes img/ci_per_cyl_joint.png | Bin 0 -> 42421 bytes img/ci_per_lb_joint.png | Bin 0 -> 38782 bytes img/cylinders_joint.png | Bin 0 -> 29783 bytes img/displacement_joint.png | Bin 0 -> 42409 bytes img/efficiency_joint.png | Bin 0 -> 42367 bytes img/grunt_joint.png | Bin 0 -> 42872 bytes img/gruntiness_joint.png | Bin 0 -> 44309 bytes img/horsepower_joint.png | Bin 0 -> 40571 bytes img/hp_per_ci_joint.png | Bin 0 -> 41856 bytes img/load_joint.png | Bin 0 -> 38578 bytes img/weight_joint.png | Bin 0 -> 42235 bytes model.ipynb | 314 +++++ readme.md | 112 ++ 22 files changed, 5088 insertions(+) create mode 100644 .gitignore create mode 100644 clean.ipynb create mode 100644 data/X.csv create mode 100644 data/auto-mpg.data create mode 100644 data/auto-mpg.names create mode 100644 data/clean.csv create mode 100644 data/y.csv create mode 100644 eda.ipynb create mode 100644 img/bore_size_joint.png create mode 100644 img/ci_per_cyl_joint.png create mode 100644 img/ci_per_lb_joint.png create mode 100644 img/cylinders_joint.png create mode 100644 img/displacement_joint.png create mode 100644 img/efficiency_joint.png create mode 100644 img/grunt_joint.png create mode 100644 img/gruntiness_joint.png create mode 100644 img/horsepower_joint.png create mode 100644 img/hp_per_ci_joint.png create mode 100644 img/load_joint.png create mode 100644 img/weight_joint.png create mode 100644 model.ipynb create mode 100644 readme.md diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..f870c03 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.ipynb_checkpoints +*/.ipynb_checkpoints diff --git a/clean.ipynb b/clean.ipynb new file mode 100644 index 0000000..b1aeae8 --- /dev/null +++ b/clean.ipynb @@ -0,0 +1,807 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9151a000-1923-408b-bd86-16008dc95f97", + "metadata": {}, + "source": [ + "[readme](readme.md)" + ] + }, + { + "cell_type": "markdown", + "id": "cecbac86-abb3-4f6b-a101-2d9324d96274", + "metadata": {}, + "source": [ + "# Cleaning" + ] + }, + { + "cell_type": "markdown", + "id": "b67cb510-2df0-4ce4-a033-473710fdc749", + "metadata": {}, + "source": [ + "Load file and set column names" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3c4bfade-d06d-4887-9eb4-ec7f5bc61625", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:36.887038Z", + "iopub.status.busy": "2022-07-21T20:29:36.886672Z", + "iopub.status.idle": "2022-07-21T20:29:37.222976Z", + "shell.execute_reply": "2022-07-21T20:29:37.222218Z", + "shell.execute_reply.started": "2022-07-21T20:29:36.886962Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('data/auto-mpg.data',header=None,delim_whitespace=True)\n", + "df.columns = ['mpg','cylinders','displacement','horsepower','weight',\n", + " 'acceleration','model_year','origin','car_name']" + ] + }, + { + "cell_type": "markdown", + "id": "fdcec7e3-c65e-4d66-9a10-b500fb940234", + "metadata": {}, + "source": [ + "Attribute Information:\n", + "\n", + " 1. mpg: continuous\n", + " 2. cylinders: multi-valued discrete\n", + " 3. displacement: continuous\n", + " 4. horsepower: continuous\n", + " 5. weight: continuous\n", + " 6. acceleration: continuous\n", + " 7. model year: multi-valued discrete\n", + " 8. origin: multi-valued discrete\n", + " 9. car name: string (unique for each instance)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "62bbb6bd-b5b3-4d54-a132-23cd367c4570", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.225459Z", + "iopub.status.busy": "2022-07-21T20:29:37.224901Z", + "iopub.status.idle": "2022-07-21T20:29:37.237624Z", + "shell.execute_reply": "2022-07-21T20:29:37.236773Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.225432Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 398 entries, 0 to 397\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 mpg 398 non-null float64\n", + " 1 cylinders 398 non-null int64 \n", + " 2 displacement 398 non-null float64\n", + " 3 horsepower 398 non-null object \n", + " 4 weight 398 non-null float64\n", + " 5 acceleration 398 non-null float64\n", + " 6 model_year 398 non-null int64 \n", + " 7 origin 398 non-null int64 \n", + " 8 car_name 398 non-null object \n", + "dtypes: float64(4), int64(3), object(2)\n", + "memory usage: 28.1+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "6a4028ed-eda3-4c50-aed0-d9503d41a8e1", + "metadata": {}, + "source": [ + "Why is horsepower not a number?" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "58fa2876-4ccb-4ef5-bc16-d25b74efb457", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.239126Z", + "iopub.status.busy": "2022-07-21T20:29:37.238760Z", + "iopub.status.idle": "2022-07-21T20:29:37.252035Z", + "shell.execute_reply": "2022-07-21T20:29:37.251217Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.239098Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['130.0', '165.0', '150.0', '140.0', '198.0', '220.0', '215.0',\n", + " '225.0', '190.0', '170.0', '160.0', '95.00', '97.00', '85.00',\n", + " '88.00', '46.00', '87.00', '90.00', '113.0', '200.0', '210.0',\n", + " '193.0', '?', '100.0', '105.0', '175.0', '153.0', '180.0', '110.0',\n", + " '72.00', '86.00', '70.00', '76.00', '65.00', '69.00', '60.00',\n", + " '80.00', '54.00', '208.0', '155.0', '112.0', '92.00', '145.0',\n", + " '137.0', '158.0', '167.0', '94.00', '107.0', '230.0', '49.00',\n", + " '75.00', '91.00', '122.0', '67.00', '83.00', '78.00', '52.00',\n", + " '61.00', '93.00', '148.0', '129.0', '96.00', '71.00', '98.00',\n", + " '115.0', '53.00', '81.00', '79.00', '120.0', '152.0', '102.0',\n", + " '108.0', '68.00', '58.00', '149.0', '89.00', '63.00', '48.00',\n", + " '66.00', '139.0', '103.0', '125.0', '133.0', '138.0', '135.0',\n", + " '142.0', '77.00', '62.00', '132.0', '84.00', '64.00', '74.00',\n", + " '116.0', '82.00'], dtype=object)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.horsepower.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2d99ea58-ca51-4461-a127-c6b389b056a1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.253416Z", + "iopub.status.busy": "2022-07-21T20:29:37.253082Z", + "iopub.status.idle": "2022-07-21T20:29:37.271785Z", + "shell.execute_reply": "2022-07-21T20:29:37.271054Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.253389Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_name
3225.0498.0?2046.019.0711ford pinto
12621.06200.0?2875.017.0741ford maverick
33040.9485.0?1835.017.3802renault lecar deluxe
33623.64140.0?2905.014.3801ford mustang cobra
35434.54100.0?2320.015.8812renault 18i
37423.04151.0?3035.020.5821amc concord dl
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "32 25.0 4 98.0 ? 2046.0 19.0 \n", + "126 21.0 6 200.0 ? 2875.0 17.0 \n", + "330 40.9 4 85.0 ? 1835.0 17.3 \n", + "336 23.6 4 140.0 ? 2905.0 14.3 \n", + "354 34.5 4 100.0 ? 2320.0 15.8 \n", + "374 23.0 4 151.0 ? 3035.0 20.5 \n", + "\n", + " model_year origin car_name \n", + "32 71 1 ford pinto \n", + "126 74 1 ford maverick \n", + "330 80 2 renault lecar deluxe \n", + "336 80 1 ford mustang cobra \n", + "354 81 2 renault 18i \n", + "374 82 1 amc concord dl " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.horsepower == '?']" + ] + }, + { + "cell_type": "markdown", + "id": "498d069d-b95e-43d6-bd3d-4b707fdd9635", + "metadata": {}, + "source": [ + "I'll fill in what I can find online" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e53a2eaf-a8f9-4d7e-bf8b-07a125cf6f06", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.273324Z", + "iopub.status.busy": "2022-07-21T20:29:37.272853Z", + "iopub.status.idle": "2022-07-21T20:29:37.278574Z", + "shell.execute_reply": "2022-07-21T20:29:37.277496Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.273297Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# 1971 pinto kent I4\n", + "df.at[32,'horsepower'] = '75.0'\n", + "# 1974 maverick 200 I6\n", + "df.at[126,'horsepower'] = '85.0'\n", + "# 1980 renault lecar deluxe 85ci I4\n", + "df.at[330,'horsepower'] = '53.5'\n", + "# 1980 ford mustang cobra\n", + "# they seem confused between 2 different models\n", + "# 1981 renault 18i\n", + "df.at[354,'horsepower'] = '81.5'\n", + "#1982 AMC concord dl 151\n", + "df.at[374,'horsepower'] = '90'" + ] + }, + { + "cell_type": "markdown", + "id": "68d959c5-9628-437f-8f3f-0b4c7002b1f0", + "metadata": {}, + "source": [ + "We'll ignore the mustang because it's too far off from realistic, it looks like they got confused between two different models.\n", + "\n", + "Anyway, drop all '?' horsepower" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "10400330-e6aa-43e0-910f-f97869c23d0f", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.280095Z", + "iopub.status.busy": "2022-07-21T20:29:37.279777Z", + "iopub.status.idle": "2022-07-21T20:29:37.286985Z", + "shell.execute_reply": "2022-07-21T20:29:37.286202Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.280060Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df.drop(df[df.horsepower == '?'].index,inplace=True)\n", + "df['horsepower'] = df.horsepower.astype(float)\n", + "df.reset_index(inplace=True,drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "b2afc76d-c428-4b81-9882-5ea19ecd04bb", + "metadata": {}, + "source": [ + "And set to floats, like the rest" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e0fd9a7b-6cdf-4346-8c8d-6c5f36e167f6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.289881Z", + "iopub.status.busy": "2022-07-21T20:29:37.289472Z", + "iopub.status.idle": "2022-07-21T20:29:37.301335Z", + "shell.execute_reply": "2022-07-21T20:29:37.300537Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.289852Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 397 entries, 0 to 396\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 mpg 397 non-null float64\n", + " 1 cylinders 397 non-null int64 \n", + " 2 displacement 397 non-null float64\n", + " 3 horsepower 397 non-null float64\n", + " 4 weight 397 non-null float64\n", + " 5 acceleration 397 non-null float64\n", + " 6 model_year 397 non-null int64 \n", + " 7 origin 397 non-null int64 \n", + " 8 car_name 397 non-null object \n", + "dtypes: float64(5), int64(3), object(1)\n", + "memory usage: 28.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "id": "097c4cec-eb77-46f6-8eef-89eb7c47b425", + "metadata": {}, + "source": [ + "Looks good" + ] + }, + { + "cell_type": "markdown", + "id": "151e5f1b-6409-4972-9c79-a26d132eedf5", + "metadata": {}, + "source": [ + "### Min/Max to check range" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "769f33e7-2f2e-46e8-b6dd-8f8fb79d13b7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.303380Z", + "iopub.status.busy": "2022-07-21T20:29:37.302680Z", + "iopub.status.idle": "2022-07-21T20:29:37.310508Z", + "shell.execute_reply": "2022-07-21T20:29:37.309738Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.303336Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mpg\n", + "Min: 9.0 \n", + "Max: 46.6\n", + "\n", + "cylinders\n", + "Min: 3 \n", + "Max: 8\n", + "\n", + "displacement\n", + "Min: 68.0 \n", + "Max: 455.0\n", + "\n", + "horsepower\n", + "Min: 46.0 \n", + "Max: 230.0\n", + "\n", + "weight\n", + "Min: 1613.0 \n", + "Max: 5140.0\n", + "\n", + "acceleration\n", + "Min: 8.0 \n", + "Max: 24.8\n", + "\n", + "model_year\n", + "Min: 70 \n", + "Max: 82\n", + "\n", + "origin\n", + "Min: 1 \n", + "Max: 3\n", + "\n" + ] + } + ], + "source": [ + "for col in df.columns[:-1]:\n", + " print(f'''{col}\n", + "Min: {df[col].min()} \n", + "Max: {df[col].max()}\n", + "''')" + ] + }, + { + "cell_type": "markdown", + "id": "59641984-e266-4eaa-a90d-af266cb95936", + "metadata": {}, + "source": [ + "All of this makes sense" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7bac1a71-53d2-4081-b566-244bccd3a3c6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.312020Z", + "iopub.status.busy": "2022-07-21T20:29:37.311631Z", + "iopub.status.idle": "2022-07-21T20:29:37.319881Z", + "shell.execute_reply": "2022-07-21T20:29:37.318953Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.311992Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['datsun pl510', 'amc gremlin', 'chevrolet chevelle malibu',\n", + " 'chevrolet impala', 'ford galaxie 500', 'plymouth fury iii',\n", + " 'pontiac catalina', 'amc matador', 'amc hornet', 'ford maverick',\n", + " 'plymouth duster', 'chevrolet vega', 'ford pinto',\n", + " 'toyota corolla 1200', 'ford gran torino', 'ford gran torino (sw)',\n", + " 'amc matador (sw)', 'opel manta', 'toyota corona', 'fiat 128',\n", + " 'chevrolet nova', 'ford ltd', 'volkswagen dasher', 'datsun 710',\n", + " 'audi 100ls', 'peugeot 504', 'saab 99le', 'opel 1900',\n", + " 'dodge colt', 'chevrolet chevelle malibu classic',\n", + " 'plymouth valiant', 'honda civic', 'volkswagen rabbit',\n", + " 'toyota corolla', 'toyota mark ii', 'chevrolet caprice classic',\n", + " 'chevrolet chevette', 'honda civic cvcc', 'chevrolet malibu',\n", + " 'chevrolet monte carlo landau', 'buick estate wagon (sw)',\n", + " 'ford country squire (sw)', 'oldsmobile cutlass salon brougham',\n", + " 'vw rabbit', 'chevrolet citation', 'amc concord', 'dodge aspen',\n", + " 'datsun 210', 'subaru dl', 'buick skylark', 'plymouth reliant',\n", + " 'subaru', 'mazda 626', 'buick century', 'pontiac phoenix',\n", + " 'honda accord'], dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[df.car_name.duplicated()].car_name.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "81b8d5a5-d323-4a70-b951-b2fe4fb1e35f", + "metadata": {}, + "source": [ + "There are some duplicate car names, honestly I wish there were more. If I had a bunch of data with lots of duplicate car names it'd actually be easier to predict MPG I imagine, I'll say more on this later but there are some big factors that aren't represented here." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "87715776-3634-4ca7-bbb4-e04633fe4791", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:37.321678Z", + "iopub.status.busy": "2022-07-21T20:29:37.321045Z", + "iopub.status.idle": "2022-07-21T20:29:37.354573Z", + "shell.execute_reply": "2022-07-21T20:29:37.353866Z", + "shell.execute_reply.started": "2022-07-21T20:29:37.321651Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigin
count397.000000397.000000397.000000397.000000397.000000397.000000397.000000397.000000
mean23.5143585.458438193.560453104.1234262970.58942115.57128576.0000001.574307
std7.8258461.701577104.36679638.396800847.9039552.7604313.6968460.802549
min9.0000003.00000068.00000046.0000001613.0000008.00000070.0000001.000000
25%17.5000004.000000104.00000075.0000002223.00000013.80000073.0000001.000000
50%23.0000004.000000151.00000092.0000002800.00000015.50000076.0000001.000000
75%29.0000008.000000262.000000125.0000003609.00000017.20000079.0000002.000000
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"audi 100ls" +23.0 4 120.0 88.00 2957. 17.0 75 2 "peugeot 504" +22.0 4 121.0 98.00 2945. 14.5 75 2 "volvo 244dl" +25.0 4 121.0 115.0 2671. 13.5 75 2 "saab 99le" +33.0 4 91.00 53.00 1795. 17.5 75 3 "honda civic cvcc" +28.0 4 107.0 86.00 2464. 15.5 76 2 "fiat 131" +25.0 4 116.0 81.00 2220. 16.9 76 2 "opel 1900" +25.0 4 140.0 92.00 2572. 14.9 76 1 "capri ii" +26.0 4 98.00 79.00 2255. 17.7 76 1 "dodge colt" +27.0 4 101.0 83.00 2202. 15.3 76 2 "renault 12tl" +17.5 8 305.0 140.0 4215. 13.0 76 1 "chevrolet chevelle malibu classic" +16.0 8 318.0 150.0 4190. 13.0 76 1 "dodge coronet brougham" +15.5 8 304.0 120.0 3962. 13.9 76 1 "amc matador" +14.5 8 351.0 152.0 4215. 12.8 76 1 "ford gran torino" +22.0 6 225.0 100.0 3233. 15.4 76 1 "plymouth valiant" +22.0 6 250.0 105.0 3353. 14.5 76 1 "chevrolet nova" +24.0 6 200.0 81.00 3012. 17.6 76 1 "ford maverick" +22.5 6 232.0 90.00 3085. 17.6 76 1 "amc hornet" +29.0 4 85.00 52.00 2035. 22.2 76 1 "chevrolet chevette" +24.5 4 98.00 60.00 2164. 22.1 76 1 "chevrolet woody" +29.0 4 90.00 70.00 1937. 14.2 76 2 "vw rabbit" +33.0 4 91.00 53.00 1795. 17.4 76 3 "honda civic" +20.0 6 225.0 100.0 3651. 17.7 76 1 "dodge aspen se" +18.0 6 250.0 78.00 3574. 21.0 76 1 "ford granada ghia" +18.5 6 250.0 110.0 3645. 16.2 76 1 "pontiac ventura sj" +17.5 6 258.0 95.00 3193. 17.8 76 1 "amc pacer d/l" +29.5 4 97.00 71.00 1825. 12.2 76 2 "volkswagen rabbit" +32.0 4 85.00 70.00 1990. 17.0 76 3 "datsun b-210" +28.0 4 97.00 75.00 2155. 16.4 76 3 "toyota corolla" +26.5 4 140.0 72.00 2565. 13.6 76 1 "ford pinto" +20.0 4 130.0 102.0 3150. 15.7 76 2 "volvo 245" +13.0 8 318.0 150.0 3940. 13.2 76 1 "plymouth volare premier v8" +19.0 4 120.0 88.00 3270. 21.9 76 2 "peugeot 504" +19.0 6 156.0 108.0 2930. 15.5 76 3 "toyota mark ii" +16.5 6 168.0 120.0 3820. 16.7 76 2 "mercedes-benz 280s" +16.5 8 350.0 180.0 4380. 12.1 76 1 "cadillac seville" +13.0 8 350.0 145.0 4055. 12.0 76 1 "chevy c10" +13.0 8 302.0 130.0 3870. 15.0 76 1 "ford f108" +13.0 8 318.0 150.0 3755. 14.0 76 1 "dodge d100" +31.5 4 98.00 68.00 2045. 18.5 77 3 "honda accord cvcc" +30.0 4 111.0 80.00 2155. 14.8 77 1 "buick opel isuzu deluxe" +36.0 4 79.00 58.00 1825. 18.6 77 2 "renault 5 gtl" +25.5 4 122.0 96.00 2300. 15.5 77 1 "plymouth arrow gs" +33.5 4 85.00 70.00 1945. 16.8 77 3 "datsun f-10 hatchback" +17.5 8 305.0 145.0 3880. 12.5 77 1 "chevrolet caprice classic" +17.0 8 260.0 110.0 4060. 19.0 77 1 "oldsmobile cutlass supreme" +15.5 8 318.0 145.0 4140. 13.7 77 1 "dodge monaco brougham" +15.0 8 302.0 130.0 4295. 14.9 77 1 "mercury cougar brougham" +17.5 6 250.0 110.0 3520. 16.4 77 1 "chevrolet concours" +20.5 6 231.0 105.0 3425. 16.9 77 1 "buick skylark" +19.0 6 225.0 100.0 3630. 17.7 77 1 "plymouth volare custom" +18.5 6 250.0 98.00 3525. 19.0 77 1 "ford granada" +16.0 8 400.0 180.0 4220. 11.1 77 1 "pontiac grand prix lj" +15.5 8 350.0 170.0 4165. 11.4 77 1 "chevrolet monte carlo landau" +15.5 8 400.0 190.0 4325. 12.2 77 1 "chrysler cordoba" +16.0 8 351.0 149.0 4335. 14.5 77 1 "ford 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78 1 "dodge diplomat" +20.2 8 302.0 139.0 3570. 12.8 78 1 "mercury monarch ghia" +19.2 6 231.0 105.0 3535. 19.2 78 1 "pontiac phoenix lj" +20.5 6 200.0 95.00 3155. 18.2 78 1 "chevrolet malibu" +20.2 6 200.0 85.00 2965. 15.8 78 1 "ford fairmont (auto)" +25.1 4 140.0 88.00 2720. 15.4 78 1 "ford fairmont (man)" +20.5 6 225.0 100.0 3430. 17.2 78 1 "plymouth volare" +19.4 6 232.0 90.00 3210. 17.2 78 1 "amc concord" +20.6 6 231.0 105.0 3380. 15.8 78 1 "buick century special" +20.8 6 200.0 85.00 3070. 16.7 78 1 "mercury zephyr" +18.6 6 225.0 110.0 3620. 18.7 78 1 "dodge aspen" +18.1 6 258.0 120.0 3410. 15.1 78 1 "amc concord d/l" +19.2 8 305.0 145.0 3425. 13.2 78 1 "chevrolet monte carlo landau" +17.7 6 231.0 165.0 3445. 13.4 78 1 "buick regal sport coupe (turbo)" +18.1 8 302.0 139.0 3205. 11.2 78 1 "ford futura" +17.5 8 318.0 140.0 4080. 13.7 78 1 "dodge magnum xe" +30.0 4 98.00 68.00 2155. 16.5 78 1 "chevrolet chevette" +27.5 4 134.0 95.00 2560. 14.2 78 3 "toyota corona" +27.2 4 119.0 97.00 2300. 14.7 78 3 "datsun 510" +30.9 4 105.0 75.00 2230. 14.5 78 1 "dodge omni" +21.1 4 134.0 95.00 2515. 14.8 78 3 "toyota celica gt liftback" +23.2 4 156.0 105.0 2745. 16.7 78 1 "plymouth sapporo" +23.8 4 151.0 85.00 2855. 17.6 78 1 "oldsmobile starfire sx" +23.9 4 119.0 97.00 2405. 14.9 78 3 "datsun 200-sx" +20.3 5 131.0 103.0 2830. 15.9 78 2 "audi 5000" +17.0 6 163.0 125.0 3140. 13.6 78 2 "volvo 264gl" +21.6 4 121.0 115.0 2795. 15.7 78 2 "saab 99gle" +16.2 6 163.0 133.0 3410. 15.8 78 2 "peugeot 604sl" +31.5 4 89.00 71.00 1990. 14.9 78 2 "volkswagen scirocco" +29.5 4 98.00 68.00 2135. 16.6 78 3 "honda accord lx" +21.5 6 231.0 115.0 3245. 15.4 79 1 "pontiac lemans v6" +19.8 6 200.0 85.00 2990. 18.2 79 1 "mercury zephyr 6" +22.3 4 140.0 88.00 2890. 17.3 79 1 "ford fairmont 4" +20.2 6 232.0 90.00 3265. 18.2 79 1 "amc concord dl 6" +20.6 6 225.0 110.0 3360. 16.6 79 1 "dodge aspen 6" +17.0 8 305.0 130.0 3840. 15.4 79 1 "chevrolet caprice classic" +17.6 8 302.0 129.0 3725. 13.4 79 1 "ford ltd landau" +16.5 8 351.0 138.0 3955. 13.2 79 1 "mercury grand marquis" +18.2 8 318.0 135.0 3830. 15.2 79 1 "dodge st. regis" +16.9 8 350.0 155.0 4360. 14.9 79 1 "buick estate wagon (sw)" +15.5 8 351.0 142.0 4054. 14.3 79 1 "ford country squire (sw)" +19.2 8 267.0 125.0 3605. 15.0 79 1 "chevrolet malibu classic (sw)" +18.5 8 360.0 150.0 3940. 13.0 79 1 "chrysler lebaron town @ country (sw)" +31.9 4 89.00 71.00 1925. 14.0 79 2 "vw rabbit custom" +34.1 4 86.00 65.00 1975. 15.2 79 3 "maxda glc deluxe" +35.7 4 98.00 80.00 1915. 14.4 79 1 "dodge colt hatchback custom" +27.4 4 121.0 80.00 2670. 15.0 79 1 "amc spirit dl" +25.4 5 183.0 77.00 3530. 20.1 79 2 "mercedes benz 300d" +23.0 8 350.0 125.0 3900. 17.4 79 1 "cadillac eldorado" +27.2 4 141.0 71.00 3190. 24.8 79 2 "peugeot 504" +23.9 8 260.0 90.00 3420. 22.2 79 1 "oldsmobile cutlass salon brougham" +34.2 4 105.0 70.00 2200. 13.2 79 1 "plymouth horizon" +34.5 4 105.0 70.00 2150. 14.9 79 1 "plymouth horizon tc3" +31.8 4 85.00 65.00 2020. 19.2 79 3 "datsun 210" +37.3 4 91.00 69.00 2130. 14.7 79 2 "fiat strada custom" +28.4 4 151.0 90.00 2670. 16.0 79 1 "buick skylark limited" +28.8 6 173.0 115.0 2595. 11.3 79 1 "chevrolet citation" +26.8 6 173.0 115.0 2700. 12.9 79 1 "oldsmobile omega brougham" +33.5 4 151.0 90.00 2556. 13.2 79 1 "pontiac phoenix" +41.5 4 98.00 76.00 2144. 14.7 80 2 "vw rabbit" +38.1 4 89.00 60.00 1968. 18.8 80 3 "toyota corolla tercel" +32.1 4 98.00 70.00 2120. 15.5 80 1 "chevrolet chevette" +37.2 4 86.00 65.00 2019. 16.4 80 3 "datsun 310" +28.0 4 151.0 90.00 2678. 16.5 80 1 "chevrolet citation" +26.4 4 140.0 88.00 2870. 18.1 80 1 "ford fairmont" +24.3 4 151.0 90.00 3003. 20.1 80 1 "amc concord" +19.1 6 225.0 90.00 3381. 18.7 80 1 "dodge aspen" +34.3 4 97.00 78.00 2188. 15.8 80 2 "audi 4000" +29.8 4 134.0 90.00 2711. 15.5 80 3 "toyota corona liftback" +31.3 4 120.0 75.00 2542. 17.5 80 3 "mazda 626" +37.0 4 119.0 92.00 2434. 15.0 80 3 "datsun 510 hatchback" +32.2 4 108.0 75.00 2265. 15.2 80 3 "toyota corolla" +46.6 4 86.00 65.00 2110. 17.9 80 3 "mazda glc" +27.9 4 156.0 105.0 2800. 14.4 80 1 "dodge colt" +40.8 4 85.00 65.00 2110. 19.2 80 3 "datsun 210" +44.3 4 90.00 48.00 2085. 21.7 80 2 "vw rabbit c (diesel)" +43.4 4 90.00 48.00 2335. 23.7 80 2 "vw dasher (diesel)" +36.4 5 121.0 67.00 2950. 19.9 80 2 "audi 5000s (diesel)" +30.0 4 146.0 67.00 3250. 21.8 80 2 "mercedes-benz 240d" +44.6 4 91.00 67.00 1850. 13.8 80 3 "honda civic 1500 gl" +40.9 4 85.00 ? 1835. 17.3 80 2 "renault lecar deluxe" +33.8 4 97.00 67.00 2145. 18.0 80 3 "subaru dl" +29.8 4 89.00 62.00 1845. 15.3 80 2 "vokswagen rabbit" +32.7 6 168.0 132.0 2910. 11.4 80 3 "datsun 280-zx" +23.7 3 70.00 100.0 2420. 12.5 80 3 "mazda rx-7 gs" +35.0 4 122.0 88.00 2500. 15.1 80 2 "triumph tr7 coupe" +23.6 4 140.0 ? 2905. 14.3 80 1 "ford mustang cobra" +32.4 4 107.0 72.00 2290. 17.0 80 3 "honda accord" +27.2 4 135.0 84.00 2490. 15.7 81 1 "plymouth reliant" +26.6 4 151.0 84.00 2635. 16.4 81 1 "buick skylark" +25.8 4 156.0 92.00 2620. 14.4 81 1 "dodge aries wagon (sw)" +23.5 6 173.0 110.0 2725. 12.6 81 1 "chevrolet citation" +30.0 4 135.0 84.00 2385. 12.9 81 1 "plymouth reliant" +39.1 4 79.00 58.00 1755. 16.9 81 3 "toyota starlet" +39.0 4 86.00 64.00 1875. 16.4 81 1 "plymouth champ" +35.1 4 81.00 60.00 1760. 16.1 81 3 "honda civic 1300" +32.3 4 97.00 67.00 2065. 17.8 81 3 "subaru" +37.0 4 85.00 65.00 1975. 19.4 81 3 "datsun 210 mpg" +37.7 4 89.00 62.00 2050. 17.3 81 3 "toyota tercel" +34.1 4 91.00 68.00 1985. 16.0 81 3 "mazda glc 4" +34.7 4 105.0 63.00 2215. 14.9 81 1 "plymouth horizon 4" +34.4 4 98.00 65.00 2045. 16.2 81 1 "ford escort 4w" +29.9 4 98.00 65.00 2380. 20.7 81 1 "ford escort 2h" +33.0 4 105.0 74.00 2190. 14.2 81 2 "volkswagen jetta" +34.5 4 100.0 ? 2320. 15.8 81 2 "renault 18i" +33.7 4 107.0 75.00 2210. 14.4 81 3 "honda prelude" +32.4 4 108.0 75.00 2350. 16.8 81 3 "toyota corolla" +32.9 4 119.0 100.0 2615. 14.8 81 3 "datsun 200sx" +31.6 4 120.0 74.00 2635. 18.3 81 3 "mazda 626" +28.1 4 141.0 80.00 3230. 20.4 81 2 "peugeot 505s turbo diesel" +30.7 6 145.0 76.00 3160. 19.6 81 2 "volvo diesel" +25.4 6 168.0 116.0 2900. 12.6 81 3 "toyota cressida" +24.2 6 146.0 120.0 2930. 13.8 81 3 "datsun 810 maxima" +22.4 6 231.0 110.0 3415. 15.8 81 1 "buick century" +26.6 8 350.0 105.0 3725. 19.0 81 1 "oldsmobile cutlass ls" +20.2 6 200.0 88.00 3060. 17.1 81 1 "ford granada gl" +17.6 6 225.0 85.00 3465. 16.6 81 1 "chrysler lebaron salon" +28.0 4 112.0 88.00 2605. 19.6 82 1 "chevrolet cavalier" +27.0 4 112.0 88.00 2640. 18.6 82 1 "chevrolet cavalier wagon" +34.0 4 112.0 88.00 2395. 18.0 82 1 "chevrolet cavalier 2-door" +31.0 4 112.0 85.00 2575. 16.2 82 1 "pontiac j2000 se hatchback" +29.0 4 135.0 84.00 2525. 16.0 82 1 "dodge aries se" +27.0 4 151.0 90.00 2735. 18.0 82 1 "pontiac phoenix" +24.0 4 140.0 92.00 2865. 16.4 82 1 "ford fairmont futura" +23.0 4 151.0 ? 3035. 20.5 82 1 "amc concord dl" +36.0 4 105.0 74.00 1980. 15.3 82 2 "volkswagen rabbit l" +37.0 4 91.00 68.00 2025. 18.2 82 3 "mazda glc custom l" +31.0 4 91.00 68.00 1970. 17.6 82 3 "mazda glc custom" +38.0 4 105.0 63.00 2125. 14.7 82 1 "plymouth horizon miser" +36.0 4 98.00 70.00 2125. 17.3 82 1 "mercury lynx l" +36.0 4 120.0 88.00 2160. 14.5 82 3 "nissan stanza xe" +36.0 4 107.0 75.00 2205. 14.5 82 3 "honda accord" +34.0 4 108.0 70.00 2245 16.9 82 3 "toyota corolla" +38.0 4 91.00 67.00 1965. 15.0 82 3 "honda civic" +32.0 4 91.00 67.00 1965. 15.7 82 3 "honda civic (auto)" +38.0 4 91.00 67.00 1995. 16.2 82 3 "datsun 310 gx" +25.0 6 181.0 110.0 2945. 16.4 82 1 "buick century limited" +38.0 6 262.0 85.00 3015. 17.0 82 1 "oldsmobile cutlass ciera (diesel)" +26.0 4 156.0 92.00 2585. 14.5 82 1 "chrysler lebaron medallion" +22.0 6 232.0 112.0 2835 14.7 82 1 "ford granada l" +32.0 4 144.0 96.00 2665. 13.9 82 3 "toyota celica gt" +36.0 4 135.0 84.00 2370. 13.0 82 1 "dodge charger 2.2" +27.0 4 151.0 90.00 2950. 17.3 82 1 "chevrolet camaro" +27.0 4 140.0 86.00 2790. 15.6 82 1 "ford mustang gl" +44.0 4 97.00 52.00 2130. 24.6 82 2 "vw pickup" +32.0 4 135.0 84.00 2295. 11.6 82 1 "dodge rampage" +28.0 4 120.0 79.00 2625. 18.6 82 1 "ford ranger" +31.0 4 119.0 82.00 2720. 19.4 82 1 "chevy s-10" diff --git a/data/auto-mpg.names b/data/auto-mpg.names new file mode 100644 index 0000000..b47a865 --- /dev/null +++ b/data/auto-mpg.names @@ -0,0 +1,45 @@ +1. Title: Auto-Mpg Data + +2. Sources: + (a) Origin: This dataset was taken from the StatLib library which is + maintained at Carnegie Mellon University. The dataset was + used in the 1983 American Statistical Association Exposition. + (c) Date: July 7, 1993 + +3. Past Usage: + - See 2b (above) + - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. + In Proceedings on the Tenth International Conference of Machine + Learning, 236-243, University of Massachusetts, Amherst. Morgan + Kaufmann. + +4. Relevant Information: + + This dataset is a slightly modified version of the dataset provided in + the StatLib library. In line with the use by Ross Quinlan (1993) in + predicting the attribute "mpg", 8 of the original instances were removed + because they had unknown values for the "mpg" attribute. The original + dataset is available in the file "auto-mpg.data-original". + + "The data concerns city-cycle fuel consumption in miles per gallon, + to be predicted in terms of 3 multivalued discrete and 5 continuous + attributes." (Quinlan, 1993) + +5. Number of Instances: 398 + +6. Number of Attributes: 9 including the class attribute + +7. Attribute Information: + + 1. mpg: continuous + 2. cylinders: multi-valued discrete + 3. displacement: continuous + 4. horsepower: continuous + 5. weight: continuous + 6. acceleration: continuous + 7. model year: multi-valued discrete + 8. origin: multi-valued discrete + 9. car name: string (unique for each instance) + +8. Missing Attribute Values: horsepower has 6 missing values + diff --git a/data/clean.csv b/data/clean.csv new file mode 100644 index 0000000..b4cab35 --- /dev/null +++ b/data/clean.csv @@ -0,0 +1,398 @@ +mpg,cylinders,displacement,horsepower,weight,acceleration,model_year,origin,car_name +18.0,8,307.0,130.0,3504.0,12.0,70,1,chevrolet chevelle malibu +15.0,8,350.0,165.0,3693.0,11.5,70,1,buick skylark 320 +18.0,8,318.0,150.0,3436.0,11.0,70,1,plymouth satellite +16.0,8,304.0,150.0,3433.0,12.0,70,1,amc rebel sst +17.0,8,302.0,140.0,3449.0,10.5,70,1,ford torino +15.0,8,429.0,198.0,4341.0,10.0,70,1,ford galaxie 500 +14.0,8,454.0,220.0,4354.0,9.0,70,1,chevrolet impala +14.0,8,440.0,215.0,4312.0,8.5,70,1,plymouth fury iii +14.0,8,455.0,225.0,4425.0,10.0,70,1,pontiac catalina +15.0,8,390.0,190.0,3850.0,8.5,70,1,amc ambassador dpl +15.0,8,383.0,170.0,3563.0,10.0,70,1,dodge challenger se +14.0,8,340.0,160.0,3609.0,8.0,70,1,plymouth 'cuda 340 +15.0,8,400.0,150.0,3761.0,9.5,70,1,chevrolet monte 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{ + "cell_type": "code", + "execution_count": 1, + "id": "5ffa8b01-0b17-4ad8-8e85-f2656da50c9e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:49.282341Z", + "iopub.status.busy": "2022-07-21T20:29:49.281981Z", + "iopub.status.idle": "2022-07-21T20:29:50.950452Z", + "shell.execute_reply": "2022-07-21T20:29:50.949681Z", + "shell.execute_reply.started": "2022-07-21T20:29:49.282260Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from os.path import exists\n", + "import matplotlib.pyplot as plt\n", + "from IPython.display import display, Markdown\n", + "\n", + "sns.set_theme(style='darkgrid')\n", + "\n", + "df = pd.read_csv('data/clean.csv')\n", + "y = df.mpg\n", + "\n", + "def show_plots(filenames):\n", + " for j in range(0,len(filenames),2):\n", + " if (len(filenames)-j)>1:\n", + " display(Markdown(f'![]({filenames[j]})![]({filenames[j+1]})'))\n", + " else:\n", + " display(Markdown(f'![]({filenames[j]})'))\n", + "\n", + "def make_plots(df, y):\n", + " filenames = []\n", + " \n", + " for col in df.columns:\n", + " filename = 'img/%s_joint.png' % col\n", + " filenames.append(filename)\n", + " if not exists(filename):\n", + " sns.jointplot(x=df[col],y=y,kind='reg',\n", + " joint_kws={'scatter_kws':dict(alpha=0.3)})\n", + " plt.suptitle(f'{col} vs mpg')\n", + " plt.subplots_adjust(top=.93)\n", + " plt.savefig(filename,facecolor='white',transparent=False)\n", + " plt.close()\n", + " \n", + " show_plots(filenames)" + ] + }, + { + "cell_type": "markdown", + "id": "7af7dcdd-9618-4e81-88c8-d2c2cde0fdc2", + "metadata": {}, + "source": [ + "So I'm only interested in a few things:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3e633f5f-8a7f-4776-a855-f22fcb87e88d", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:50.952984Z", + "iopub.status.busy": "2022-07-21T20:29:50.952406Z", + "iopub.status.idle": "2022-07-21T20:29:50.967175Z", + "shell.execute_reply": "2022-07-21T20:29:50.966460Z", + "shell.execute_reply.started": "2022-07-21T20:29:50.952957Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "![](img/cylinders_joint.png)![](img/displacement_joint.png)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "![](img/horsepower_joint.png)![](img/weight_joint.png)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_plots(df[['cylinders','displacement',\n", + " 'horsepower','weight',]],y)" + ] + }, + { + "cell_type": "markdown", + "id": "b0f65dd4-16b6-4222-8758-71e2ecac473e", + "metadata": {}, + "source": [ + "As the number of cylinders, displacement, horsepower, or weight increase, MPG goes down." + ] + }, + { + "cell_type": "markdown", + "id": "61b1b79e-46c2-4e7b-b565-84d1e2045777", + "metadata": {}, + "source": [ + "I want to know more:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7342da99-d04a-4f4f-ad3c-06840144ec48", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:50.969118Z", + "iopub.status.busy": "2022-07-21T20:29:50.968685Z", + "iopub.status.idle": "2022-07-21T20:29:50.977202Z", + "shell.execute_reply": "2022-07-21T20:29:50.976474Z", + "shell.execute_reply.started": "2022-07-21T20:29:50.969090Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "new_features = pd.DataFrame()\n", + "new_features['efficiency'] = df.horsepower / df.displacement\n", + "new_features['load'] = df.displacement / df.weight\n", + "new_features['bore_size'] = df.displacement / df.cylinders\n", + "new_features['grunt'] = new_features.bore_size / new_features.efficiency" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "89cea145-4b6e-457b-9970-578144c1c364", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:50.979078Z", + "iopub.status.busy": "2022-07-21T20:29:50.978361Z", + "iopub.status.idle": "2022-07-21T20:29:50.984305Z", + "shell.execute_reply": "2022-07-21T20:29:50.983414Z", + "shell.execute_reply.started": "2022-07-21T20:29:50.979043Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "merged = df.join(new_features)\n", + "del df" + ] + }, + { + "cell_type": "markdown", + "id": "0213061d-29c8-4f47-9128-705253bc6320", + "metadata": {}, + "source": [ + "Check Correlation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7205bdab-a7df-41b4-9ec0-c1c9e2fe1c03", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:50.985966Z", + "iopub.status.busy": "2022-07-21T20:29:50.985567Z", + "iopub.status.idle": "2022-07-21T20:29:50.999141Z", + "shell.execute_reply": "2022-07-21T20:29:50.998300Z", + "shell.execute_reply.started": "2022-07-21T20:29:50.985938Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "weight -0.831745\n", + "displacement -0.804456\n", + "horsepower -0.777897\n", + "cylinders -0.776090\n", + "bore_size -0.773403\n", + "load -0.714996\n", + "grunt -0.712074\n", + "acceleration 0.420414\n", + "efficiency 0.509309\n", + "origin 0.563833\n", + "model_year 0.580091\n", + "mpg 1.000000\n", + "dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.corrwith(y).sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "9fa0bf3e-d45b-4698-afac-e549db0de148", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.000637Z", + "iopub.status.busy": "2022-07-21T20:29:51.000343Z", + "iopub.status.idle": "2022-07-21T20:29:51.008598Z", + "shell.execute_reply": "2022-07-21T20:29:51.007461Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.000610Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "![](img/efficiency_joint.png)![](img/load_joint.png)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/markdown": [ + "![](img/bore_size_joint.png)![](img/grunt_joint.png)" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "make_plots(new_features,y)\n", + "del new_features" + ] + }, + { + "cell_type": "markdown", + "id": "5cbe16d7-24ef-4ceb-acd1-0dcecfdc96c2", + "metadata": {}, + "source": [ + "* HP per cubic inch is a measure of engine efficiency, as this increases so does MPG\n", + "* Load is a metric of how hard the engine has to work compared to its size. Engines that work hard use more fuel and a small engine working really hard can use more fuel than a big engine not doing much\n", + "* Bore_size is an attempt to describe cylinder bore diameter which gives insight on torque curve\n", + "* Grunt is an attempt to describe the power curve of an engine, or more specifically the presence/absence of low rpm torque output" + ] + }, + { + "cell_type": "markdown", + "id": "416a9d7e-e2ad-41f0-a674-d13c01f41896", + "metadata": {}, + "source": [ + "## A bit on engines:\n", + "\n", + "* A most basic description of an engine is that it's an air pump\n", + "* Horsepower = (Torque * RPM) / 5252\n", + "* Torque peak is where an engine is operating most efficiently as far as air flow, applied science in action. (Fluid dynamics, resonance)\n", + "* Operating above or below the torque peak reduces efficiency and efficiency == fuel economy\n", + "* Torque peaks normally occur below 5252rpm, and horsepower peaks above that, so long as the engine can actually rev that high. On a dyno sheet (measuring torque and horsepower vs rpm) you'll see the torque/horsepower lines cross at 5252rpm\n", + "* As an engine spins faster, the power output increases until combustion is so inefficient and it produces so little torque that spinning faster produces no more power, if it holds together that long\n", + "\n", + "Basically an engine that makes lots of power at high rpm but relatively little low end torque (mazda rotary), is going to have poor fuel economy because it spends most of its time outside of its efficiency range. In contrast, diesel engines typically turn lower rpms and create all kinds of torque down low. So not only do they start off making more torque but they are less likely to stray very far from torque peak. This is also why horsepower numbers on a diesel appear low, because they can't rev as high. There's more to it than this but this should be enough to provide context." + ] + }, + { + "cell_type": "markdown", + "id": "15d0d27b-5f92-4648-ad5c-35cc811430b3", + "metadata": {}, + "source": [ + "## Some stats" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8710cba8-6b7e-4219-98b9-b7d5a1b4f4b9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.012153Z", + "iopub.status.busy": "2022-07-21T20:29:51.011763Z", + "iopub.status.idle": "2022-07-21T20:29:51.019164Z", + "shell.execute_reply": "2022-07-21T20:29:51.018305Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.012124Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean MPG: 23.51\n", + "Mean Weight: 2970.59\n", + "Mean Horsepower: 104.12\n", + "efficiency mean: 0.61\n", + "load mean: 0.06\n", + "bore_size mean: 33.36\n", + "grunt mean: 62.78\n" + ] + } + ], + "source": [ + "print(f'''Mean MPG: {y.mean():.2f}\n", + "Mean Weight: {merged.weight.mean():.2f}\n", + "Mean Horsepower: {merged.horsepower.mean():.2f}''')\n", + "\n", + "for col in merged.columns[9:]:\n", + " print(f'{col} mean: {merged[col].mean():.2f}')" + ] + }, + { + "cell_type": "markdown", + "id": "d39b59e4-e596-4fc9-b886-1e6d314f597e", + "metadata": {}, + "source": [ + "### What's all that on the edges?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "dbbfdab6-1cca-4329-a2ae-9258678ab0b1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.020574Z", + "iopub.status.busy": "2022-07-21T20:29:51.020285Z", + "iopub.status.idle": "2022-07-21T20:29:51.043208Z", + "shell.execute_reply": "2022-07-21T20:29:51.042372Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.020547Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
7119.0370.097.02330.013.5723mazda rx2 coupe1.3857140.03004323.33333316.838488
11118.0370.090.02124.013.5733maxda rx31.2857140.03295723.33333318.148148
24321.5380.0110.02720.013.5773mazda rx-41.3750000.02941226.66666719.393939
33423.7370.0100.02420.012.5803mazda rx-7 gs1.4285710.02892623.33333316.333333
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "71 19.0 3 70.0 97.0 2330.0 13.5 \n", + "111 18.0 3 70.0 90.0 2124.0 13.5 \n", + "243 21.5 3 80.0 110.0 2720.0 13.5 \n", + "334 23.7 3 70.0 100.0 2420.0 12.5 \n", + "\n", + " model_year origin car_name efficiency load bore_size \\\n", + "71 72 3 mazda rx2 coupe 1.385714 0.030043 23.333333 \n", + "111 73 3 maxda rx3 1.285714 0.032957 23.333333 \n", + "243 77 3 mazda rx-4 1.375000 0.029412 26.666667 \n", + "334 80 3 mazda rx-7 gs 1.428571 0.028926 23.333333 \n", + "\n", + " grunt \n", + "71 16.838488 \n", + "111 18.148148 \n", + "243 19.393939 \n", + "334 16.333333 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged[merged.efficiency>1]" + ] + }, + { + "cell_type": "markdown", + "id": "d1f1bf61-6c9b-498e-a5de-6fbe6bb719d3", + "metadata": {}, + "source": [ + "These are the Mazda rotaries, otherwise known as [Wankel Engines](https://en.wikipedia.org/wiki/Wankel_engine)\n", + "\n", + "Efficient power for their size because they can rev to 7000rpm or so, and that's where they make peak power. Not good for fuel economy. Note the low gruntiness" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "20eaa490-f70b-408e-a9fa-c4ba05c8a1ac", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.044643Z", + "iopub.status.busy": "2022-07-21T20:29:51.044307Z", + "iopub.status.idle": "2022-07-21T20:29:51.062694Z", + "shell.execute_reply": "2022-07-21T20:29:51.061875Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.044616Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
27420.35131.0103.02830.015.9782audi 50000.7862600.04629026.233.322330
29725.45183.077.03530.020.1792mercedes benz 300d0.4207650.05184136.686.984416
32736.45121.067.02950.019.9802audi 5000s (diesel)0.5537190.04101724.243.704478
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "274 20.3 5 131.0 103.0 2830.0 15.9 \n", + "297 25.4 5 183.0 77.0 3530.0 20.1 \n", + "327 36.4 5 121.0 67.0 2950.0 19.9 \n", + "\n", + " model_year origin car_name efficiency load bore_size \\\n", + "274 78 2 audi 5000 0.786260 0.046290 26.2 \n", + "297 79 2 mercedes benz 300d 0.420765 0.051841 36.6 \n", + "327 80 2 audi 5000s (diesel) 0.553719 0.041017 24.2 \n", + "\n", + " grunt \n", + "274 33.322330 \n", + "297 86.984416 \n", + "327 43.704478 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged[merged.cylinders==5]" + ] + }, + { + "cell_type": "markdown", + "id": "33fb0fbd-595d-4129-bfe0-dd4077553f9a", + "metadata": {}, + "source": [ + "Look at the gruntiness and mpg of these diesels! For comparison the first Audi appears to be a gas engine. Consider the displacement and power. The one below as well" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "0fb1ed64-bba6-463c-9a0f-84af360515b5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.064733Z", + "iopub.status.busy": "2022-07-21T20:29:51.064060Z", + "iopub.status.idle": "2022-07-21T20:29:51.081301Z", + "shell.execute_reply": "2022-07-21T20:29:51.080572Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.064704Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
38638.06262.085.03015.017.0821oldsmobile cutlass ciera (diesel)0.3244270.08689943.666667134.596078
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "386 38.0 6 262.0 85.0 3015.0 17.0 \n", + "\n", + " model_year origin car_name efficiency \\\n", + "386 82 1 oldsmobile cutlass ciera (diesel) 0.324427 \n", + "\n", + " load bore_size grunt \n", + "386 0.086899 43.666667 134.596078 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.iloc[np.where((merged.mpg>35) & (merged.displacement > 250))]" + ] + }, + { + "cell_type": "markdown", + "id": "0456df70-dc3d-4879-95cb-26e268fea9aa", + "metadata": {}, + "source": [ + "This is an interesting engine. In fact, [these cars are rumored to be the reason why diesel cars are so unpopular in North America](https://www.autotrader.com/car-news/when-diesel-was-dreadful-oldsmobile-diesels-259997). [Here is a more technical write-up](https://www.dieselworldmag.com/diesel-engines/oldsmobile-350-v8)\n", + "\n", + "But that's a bit beside the point, the engines above and below for sake of conversation are basically the same, the V6 being the same as the V8 but with 2 less cylinders. So compare the stats between them as gas and diesel\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c0c4f183-ef44-42ee-b64c-a75c63450d7b", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.083196Z", + "iopub.status.busy": "2022-07-21T20:29:51.082422Z", + "iopub.status.idle": "2022-07-21T20:29:51.103099Z", + "shell.execute_reply": "2022-07-21T20:29:51.102309Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.083153Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
29823.08350.0125.03900.017.4791cadillac eldorado0.3571430.08974443.75122.500000
36326.68350.0105.03725.019.0811oldsmobile cutlass ls0.3000000.09396043.75145.833333
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "298 23.0 8 350.0 125.0 3900.0 17.4 \n", + "363 26.6 8 350.0 105.0 3725.0 19.0 \n", + "\n", + " model_year origin car_name efficiency load \\\n", + "298 79 1 cadillac eldorado 0.357143 0.089744 \n", + "363 81 1 oldsmobile cutlass ls 0.300000 0.093960 \n", + "\n", + " bore_size grunt \n", + "298 43.75 122.500000 \n", + "363 43.75 145.833333 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.iloc[np.where((merged.mpg>20) & (merged.displacement > 340))]" + ] + }, + { + "cell_type": "markdown", + "id": "d8625227-6fca-4e92-ba0c-271bbea53c23", + "metadata": {}, + "source": [ + "Big lazy engines in big heavy cars don't have to have poor MPG!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8f51f87e-fb76-4c8a-b4bc-05f147fc8efa", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.104577Z", + "iopub.status.busy": "2022-07-21T20:29:51.104277Z", + "iopub.status.idle": "2022-07-21T20:29:51.120670Z", + "shell.execute_reply": "2022-07-21T20:29:51.119898Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.104550Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
1314.08455.0225.03086.010.0701buick estate wagon (sw)0.4945050.1474456.875115.013889
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "13 14.0 8 455.0 225.0 3086.0 10.0 \n", + "\n", + " model_year origin car_name efficiency load \\\n", + "13 70 1 buick estate wagon (sw) 0.494505 0.14744 \n", + "\n", + " bore_size grunt \n", + "13 56.875 115.013889 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged[merged.load>0.14]" + ] + }, + { + "cell_type": "markdown", + "id": "4415be3a-f8fb-47f1-b39d-2c60a3495a1d", + "metadata": {}, + "source": [ + "Big car, big engine, terrible MPG.. That weight is way off" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7d556866-da6d-48dd-b37a-e59c3155085d", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.122000Z", + "iopub.status.busy": "2022-07-21T20:29:51.121688Z", + "iopub.status.idle": "2022-07-21T20:29:51.127163Z", + "shell.execute_reply": "2022-07-21T20:29:51.126389Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.121973Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "merged.at[13,'weight'] = 5000\n", + "merged['load'] = merged.displacement / merged.weight" + ] + }, + { + "cell_type": "markdown", + "id": "15d5a2c5-cb01-4a54-8ce4-375018ebc79a", + "metadata": {}, + "source": [ + "What vehicles have the lowest MPG?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1497a48c-42a3-447e-b1fb-e3a5b78902da", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.128643Z", + "iopub.status.busy": "2022-07-21T20:29:51.128285Z", + "iopub.status.idle": "2022-07-21T20:29:51.164545Z", + "shell.execute_reply": "2022-07-21T20:29:51.163776Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.128603Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
289.08304.0193.04732.018.5701hi 1200d0.6348680.06424338.00059.854922
2610.08307.0200.04376.015.0701chevy c200.6514660.07015538.37558.905625
2510.08360.0215.04615.014.0701ford f2500.5972220.07800745.00075.348837
2711.08318.0210.04382.013.5701dodge d2000.6603770.07257039.75060.192857
10311.08400.0150.04997.014.0731chevrolet impala0.3750000.08004850.000133.333333
6711.08429.0208.04633.011.0721mercury marquis0.4848480.09259753.625110.601562
12411.08350.0180.03664.011.0731oldsmobile omega0.5142860.09552443.75085.069444
4212.08383.0180.04955.011.5711dodge monaco (sw)0.4699740.07729647.875101.867361
9512.08455.0225.04951.011.0731buick electra 225 custom0.4945050.09190156.875115.013889
9012.08429.0198.04952.011.5731mercury marquis brougham0.4615380.08663253.625116.187500
6912.08350.0160.04456.013.5721oldsmobile delta 88 royale0.4571430.07854643.75095.703125
10412.08400.0167.04906.012.5731ford country0.4175000.08153350.000119.760479
10612.08350.0180.04499.012.5731oldsmobile vista cruiser0.5142860.07779543.75085.069444
8713.08350.0145.03988.013.0731chevrolet malibu0.4142860.08776343.750105.603448
7313.08307.0130.04098.014.0721chevrolet chevelle concours (sw)0.4234530.07491538.37590.624038
7413.08302.0140.04294.016.0721ford gran torino (sw)0.4635760.07033137.75081.432143
6213.08350.0165.04274.012.0721chevrolet impala0.4714290.08189143.75092.803030
4313.08400.0170.04746.012.0711ford country squire (sw)0.4250000.08428250.000117.647059
9613.08360.0175.03821.011.0731amc ambassador brougham0.4861110.09421645.00092.571429
9413.08440.0215.04735.011.0731chrysler new yorker brougham0.4886360.09292555.000112.558140
9213.08351.0158.04363.013.0731ford ltd0.4501420.08044943.87597.469146
8513.08350.0175.04100.013.0731buick century 3500.5000000.08536643.75087.500000
13713.08350.0150.04699.014.5741buick century luxus (sw)0.4285710.07448443.750102.083333
4413.08400.0175.05140.012.0711pontiac safari (sw)0.4375000.07782150.000114.285714
21513.08318.0150.03755.014.0761dodge d1000.4716980.08468739.75084.270000
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" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "28 9.0 8 304.0 193.0 4732.0 18.5 \n", + "26 10.0 8 307.0 200.0 4376.0 15.0 \n", + "25 10.0 8 360.0 215.0 4615.0 14.0 \n", + "27 11.0 8 318.0 210.0 4382.0 13.5 \n", + "103 11.0 8 400.0 150.0 4997.0 14.0 \n", + "67 11.0 8 429.0 208.0 4633.0 11.0 \n", + "124 11.0 8 350.0 180.0 3664.0 11.0 \n", + "42 12.0 8 383.0 180.0 4955.0 11.5 \n", + "95 12.0 8 455.0 225.0 4951.0 11.0 \n", + "90 12.0 8 429.0 198.0 4952.0 11.5 \n", + "69 12.0 8 350.0 160.0 4456.0 13.5 \n", + "104 12.0 8 400.0 167.0 4906.0 12.5 \n", + "106 12.0 8 350.0 180.0 4499.0 12.5 \n", + "87 13.0 8 350.0 145.0 3988.0 13.0 \n", + "73 13.0 8 307.0 130.0 4098.0 14.0 \n", + "74 13.0 8 302.0 140.0 4294.0 16.0 \n", + "62 13.0 8 350.0 165.0 4274.0 12.0 \n", + "43 13.0 8 400.0 170.0 4746.0 12.0 \n", + "96 13.0 8 360.0 175.0 3821.0 11.0 \n", + "94 13.0 8 440.0 215.0 4735.0 11.0 \n", + "92 13.0 8 351.0 158.0 4363.0 13.0 \n", + "85 13.0 8 350.0 175.0 4100.0 13.0 \n", + "137 13.0 8 350.0 150.0 4699.0 14.5 \n", + "44 13.0 8 400.0 175.0 5140.0 12.0 \n", + "215 13.0 8 318.0 150.0 3755.0 14.0 \n", + "\n", + " model_year origin car_name efficiency \\\n", + "28 70 1 hi 1200d 0.634868 \n", + "26 70 1 chevy c20 0.651466 \n", + "25 70 1 ford f250 0.597222 \n", + "27 70 1 dodge d200 0.660377 \n", + "103 73 1 chevrolet impala 0.375000 \n", + "67 72 1 mercury marquis 0.484848 \n", + "124 73 1 oldsmobile omega 0.514286 \n", + "42 71 1 dodge monaco (sw) 0.469974 \n", + "95 73 1 buick electra 225 custom 0.494505 \n", + "90 73 1 mercury marquis brougham 0.461538 \n", + "69 72 1 oldsmobile delta 88 royale 0.457143 \n", + "104 73 1 ford country 0.417500 \n", + "106 73 1 oldsmobile vista cruiser 0.514286 \n", + "87 73 1 chevrolet malibu 0.414286 \n", + "73 72 1 chevrolet chevelle concours (sw) 0.423453 \n", + "74 72 1 ford gran torino (sw) 0.463576 \n", + "62 72 1 chevrolet impala 0.471429 \n", + "43 71 1 ford country squire (sw) 0.425000 \n", + "96 73 1 amc ambassador brougham 0.486111 \n", + "94 73 1 chrysler new yorker brougham 0.488636 \n", + "92 73 1 ford ltd 0.450142 \n", + "85 73 1 buick century 350 0.500000 \n", + "137 74 1 buick century luxus (sw) 0.428571 \n", + "44 71 1 pontiac safari (sw) 0.437500 \n", + "215 76 1 dodge d100 0.471698 \n", + "\n", + " load bore_size grunt \n", + "28 0.064243 38.000 59.854922 \n", + "26 0.070155 38.375 58.905625 \n", + "25 0.078007 45.000 75.348837 \n", + "27 0.072570 39.750 60.192857 \n", + "103 0.080048 50.000 133.333333 \n", + "67 0.092597 53.625 110.601562 \n", + "124 0.095524 43.750 85.069444 \n", + "42 0.077296 47.875 101.867361 \n", + "95 0.091901 56.875 115.013889 \n", + "90 0.086632 53.625 116.187500 \n", + "69 0.078546 43.750 95.703125 \n", + "104 0.081533 50.000 119.760479 \n", + "106 0.077795 43.750 85.069444 \n", + "87 0.087763 43.750 105.603448 \n", + "73 0.074915 38.375 90.624038 \n", + "74 0.070331 37.750 81.432143 \n", + "62 0.081891 43.750 92.803030 \n", + "43 0.084282 50.000 117.647059 \n", + "96 0.094216 45.000 92.571429 \n", + "94 0.092925 55.000 112.558140 \n", + "92 0.080449 43.875 97.469146 \n", + "85 0.085366 43.750 87.500000 \n", + "137 0.074484 43.750 102.083333 \n", + "44 0.077821 50.000 114.285714 \n", + "215 0.084687 39.750 84.270000 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.sort_values('mpg').head(25)" + ] + }, + { + "cell_type": "markdown", + "id": "146d6761-455a-407f-b627-24c13586a88f", + "metadata": {}, + "source": [ + "What vehicles have the Highest MPG?" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "38935e91-3877-47a3-96d6-cd54e2704bdb", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.166013Z", + "iopub.status.busy": "2022-07-21T20:29:51.165720Z", + "iopub.status.idle": "2022-07-21T20:29:51.199742Z", + "shell.execute_reply": "2022-07-21T20:29:51.199027Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.165986Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearorigincar_nameefficiencyloadbore_sizegrunt
32246.6486.065.02110.017.9803mazda glc0.7558140.04075821.50000028.446154
32944.6491.067.01850.013.8803honda civic 1500 gl0.7362640.04918922.75000030.899254
32544.3490.048.02085.021.7802vw rabbit c (diesel)0.5333330.04316522.50000042.187500
39344.0497.052.02130.024.6822vw pickup0.5360820.04554024.25000045.235577
32643.4490.048.02335.023.7802vw dasher (diesel)0.5333330.03854422.50000042.187500
24443.1490.048.01985.021.5782volkswagen rabbit custom diesel0.5333330.04534022.50000042.187500
30941.5498.076.02144.014.7802vw rabbit0.7755100.04570924.50000031.592105
33040.9485.053.51835.017.3802renault lecar deluxe0.6294120.04632221.25000033.761682
32440.8485.065.02110.019.2803datsun 2100.7647060.04028421.25000027.788462
24739.4485.070.02070.018.6783datsun b210 gx0.8235290.04106321.25000025.803571
34239.1479.058.01755.016.9813toyota starlet0.7341770.04501419.75000026.900862
34339.0486.064.01875.016.4811plymouth champ0.7441860.04586721.50000028.890625
31038.1489.060.01968.018.8803toyota corolla tercel0.6741570.04522422.25000033.004167
38438.0491.067.01995.016.2823datsun 310 gx0.7362640.04561422.75000030.899254
38238.0491.067.01965.015.0823honda civic0.7362640.04631022.75000030.899254
38638.06262.085.03015.017.0821oldsmobile cutlass ciera (diesel)0.3244270.08689943.666667134.596078
37738.04105.063.02125.014.7821plymouth horizon miser0.6000000.04941226.25000043.750000
34737.7489.062.02050.017.3813toyota tercel0.6966290.04341522.25000031.939516
30437.3491.069.02130.014.7792fiat strada custom0.7582420.04272322.75000030.003623
31237.2486.065.02019.016.4803datsun 3100.7558140.04259521.50000028.446154
37537.0491.068.02025.018.2823mazda glc custom l0.7472530.04493822.75000030.444853
34637.0485.065.01975.019.4813datsun 210 mpg0.7647060.04303821.25000027.788462
32037.04119.092.02434.015.0803datsun 510 hatchback0.7731090.04889129.75000038.480978
32736.45121.067.02950.019.9802audi 5000s (diesel)0.5537190.04101724.20000043.704478
24836.1491.060.01800.016.4783honda civic cvcc0.6593410.05055622.75000034.504167
\n", + "
" + ], + "text/plain": [ + " mpg cylinders displacement horsepower weight acceleration \\\n", + "322 46.6 4 86.0 65.0 2110.0 17.9 \n", + "329 44.6 4 91.0 67.0 1850.0 13.8 \n", + "325 44.3 4 90.0 48.0 2085.0 21.7 \n", + "393 44.0 4 97.0 52.0 2130.0 24.6 \n", + "326 43.4 4 90.0 48.0 2335.0 23.7 \n", + "244 43.1 4 90.0 48.0 1985.0 21.5 \n", + "309 41.5 4 98.0 76.0 2144.0 14.7 \n", + "330 40.9 4 85.0 53.5 1835.0 17.3 \n", + "324 40.8 4 85.0 65.0 2110.0 19.2 \n", + "247 39.4 4 85.0 70.0 2070.0 18.6 \n", + "342 39.1 4 79.0 58.0 1755.0 16.9 \n", + "343 39.0 4 86.0 64.0 1875.0 16.4 \n", + "310 38.1 4 89.0 60.0 1968.0 18.8 \n", + "384 38.0 4 91.0 67.0 1995.0 16.2 \n", + "382 38.0 4 91.0 67.0 1965.0 15.0 \n", + "386 38.0 6 262.0 85.0 3015.0 17.0 \n", + "377 38.0 4 105.0 63.0 2125.0 14.7 \n", + "347 37.7 4 89.0 62.0 2050.0 17.3 \n", + "304 37.3 4 91.0 69.0 2130.0 14.7 \n", + "312 37.2 4 86.0 65.0 2019.0 16.4 \n", + "375 37.0 4 91.0 68.0 2025.0 18.2 \n", + "346 37.0 4 85.0 65.0 1975.0 19.4 \n", + "320 37.0 4 119.0 92.0 2434.0 15.0 \n", + "327 36.4 5 121.0 67.0 2950.0 19.9 \n", + "248 36.1 4 91.0 60.0 1800.0 16.4 \n", + "\n", + " model_year origin car_name efficiency \\\n", + "322 80 3 mazda glc 0.755814 \n", + "329 80 3 honda civic 1500 gl 0.736264 \n", + "325 80 2 vw rabbit c (diesel) 0.533333 \n", + "393 82 2 vw pickup 0.536082 \n", + "326 80 2 vw dasher (diesel) 0.533333 \n", + "244 78 2 volkswagen rabbit custom diesel 0.533333 \n", + "309 80 2 vw rabbit 0.775510 \n", + "330 80 2 renault lecar deluxe 0.629412 \n", + "324 80 3 datsun 210 0.764706 \n", + "247 78 3 datsun b210 gx 0.823529 \n", + "342 81 3 toyota starlet 0.734177 \n", + "343 81 1 plymouth champ 0.744186 \n", + "310 80 3 toyota corolla tercel 0.674157 \n", + "384 82 3 datsun 310 gx 0.736264 \n", + "382 82 3 honda civic 0.736264 \n", + "386 82 1 oldsmobile cutlass ciera (diesel) 0.324427 \n", + "377 82 1 plymouth horizon miser 0.600000 \n", + "347 81 3 toyota tercel 0.696629 \n", + "304 79 2 fiat strada custom 0.758242 \n", + "312 80 3 datsun 310 0.755814 \n", + "375 82 3 mazda glc custom l 0.747253 \n", + "346 81 3 datsun 210 mpg 0.764706 \n", + "320 80 3 datsun 510 hatchback 0.773109 \n", + "327 80 2 audi 5000s (diesel) 0.553719 \n", + "248 78 3 honda civic cvcc 0.659341 \n", + "\n", + " load bore_size grunt \n", + "322 0.040758 21.500000 28.446154 \n", + "329 0.049189 22.750000 30.899254 \n", + "325 0.043165 22.500000 42.187500 \n", + "393 0.045540 24.250000 45.235577 \n", + "326 0.038544 22.500000 42.187500 \n", + "244 0.045340 22.500000 42.187500 \n", + "309 0.045709 24.500000 31.592105 \n", + "330 0.046322 21.250000 33.761682 \n", + "324 0.040284 21.250000 27.788462 \n", + "247 0.041063 21.250000 25.803571 \n", + "342 0.045014 19.750000 26.900862 \n", + "343 0.045867 21.500000 28.890625 \n", + "310 0.045224 22.250000 33.004167 \n", + "384 0.045614 22.750000 30.899254 \n", + "382 0.046310 22.750000 30.899254 \n", + "386 0.086899 43.666667 134.596078 \n", + "377 0.049412 26.250000 43.750000 \n", + "347 0.043415 22.250000 31.939516 \n", + "304 0.042723 22.750000 30.003623 \n", + "312 0.042595 21.500000 28.446154 \n", + "375 0.044938 22.750000 30.444853 \n", + "346 0.043038 21.250000 27.788462 \n", + "320 0.048891 29.750000 38.480978 \n", + "327 0.041017 24.200000 43.704478 \n", + "248 0.050556 22.750000 34.504167 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.sort_values('mpg',ascending=False).head(25)" + ] + }, + { + "cell_type": "markdown", + "id": "27e89d6b-7603-403c-8235-e9bad49040b3", + "metadata": {}, + "source": [ + "Pick a few to toss into the model and get some numbers out" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "52d0ffbf-55aa-49b9-b99f-8160bf09cc79", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.201570Z", + "iopub.status.busy": "2022-07-21T20:29:51.200911Z", + "iopub.status.idle": "2022-07-21T20:29:51.207432Z", + "shell.execute_reply": "2022-07-21T20:29:51.206526Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.201525Z" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['mpg', 'cylinders', 'displacement', 'horsepower', 'weight',\n", + " 'acceleration', 'model_year', 'origin', 'car_name', 'efficiency',\n", + " 'load', 'bore_size', 'grunt'],\n", + " dtype='object')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "6a4a9e48-57a1-48b6-b289-58bc43584112", + "metadata": { + "execution": { + "iopub.execute_input": "2022-07-21T20:29:51.209219Z", + "iopub.status.busy": "2022-07-21T20:29:51.208620Z", + "iopub.status.idle": "2022-07-21T20:29:51.220516Z", + "shell.execute_reply": "2022-07-21T20:29:51.219766Z", + "shell.execute_reply.started": "2022-07-21T20:29:51.209190Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "X = merged[[\\\n", + " 'horsepower', # overall power\n", + " 'bore_size', # \"torque curve\"\n", + " 'grunt',\n", + " 'load', # load\n", + " ]]\n", + "\n", + "X.to_csv('data/X.csv',index=False)\n", + "y.to_csv('data/y.csv',index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "4802d1fd-079c-4053-88f2-b5dca7cf8dae", + "metadata": {}, + "source": [ + "[Modeling](model.ipynb)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/img/bore_size_joint.png b/img/bore_size_joint.png new file mode 100644 index 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Truck Avg: 16.23\n", + "Mustang Avg: 20.68\n", + "Grom Avg: 36.07\n", + "Burb Avg: 15.86\n", + "Corolla Avg: 21.06\n", + "Steve Avg: 16.37\n" + ] + } + ], + "source": [ + "X = pd.read_csv('data/X.csv')\n", + "y = pd.read_csv('data/y.csv').mpg\n", + "\n", + "eff = 1\n", + "\n", + "v6_s197_05_hp = 216\n", + "v6_s197_05_ci = 245\n", + "v6_s197_05_cl = 6\n", + "v6_s197_05_weight = 3300\n", + "v6_s197_05_eff = (v6_s197_05_hp/\\\n", + " v6_s197_05_ci)*eff\n", + "v6_s197_05 = {'horsepower':v6_s197_05_hp,\n", + " 'bore_size':v6_s197_05_ci/v6_s197_05_cl,\n", + " 'grunt':(v6_s197_05_ci/v6_s197_05_cl)/v6_s197_05_eff,\n", + " 'load':v6_s197_05_ci/v6_s197_05_weight}\n", + "mustang_hp = 400\n", + "mustang_ci = 302\n", + "mustang_cl = 8\n", + "mustang_weight = 3600\n", + "mustang_eff = (mustang_hp/\\\n", + " mustang_ci)*eff\n", + "mustang = {'horsepower':mustang_hp,\n", + " 'bore_size':mustang_ci/mustang_cl,\n", + " 'grunt':(mustang_ci/mustang_cl)/mustang_eff,\n", + " 'load':mustang_ci/mustang_weight}\n", + "corolla_hp = 140\n", + "corolla_ci = 110\n", + "corolla_cl = 4\n", + "corolla_weight = 2800\n", + "corolla_eff = (corolla_hp/\\\n", + " corolla_ci)*eff\n", + "corolla = {'horsepower':corolla_hp,\n", + " 'bore_size':corolla_ci/corolla_cl,\n", + " 'grunt':(corolla_ci/corolla_cl)/corolla_eff,\n", + " 'load':corolla_ci/corolla_weight}\n", + "truck_hp = 500\n", + "truck_ci = 359\n", + "truck_cl = 6\n", + "truck_weight = 6500\n", + "truck_eff = (truck_hp/\\\n", + " truck_ci)*eff\n", + "truck = {'horsepower':truck_hp,\n", + " 'bore_size':truck_ci/truck_cl,\n", + " 'grunt':(truck_ci/truck_cl)/truck_eff,\n", + " 'load':truck_ci/truck_weight}\n", + "grom_hp = 12\n", + "grom_ci = 7.6\n", + "grom_cl = 1\n", + "grom_weight = 400\n", + "grom_eff = (grom_hp/\\\n", + " grom_ci)*eff\n", + "grom = {'horsepower':grom_hp,\n", + " 'bore_size':grom_ci/grom_cl,\n", + " 'grunt':(grom_ci/grom_cl)/grom_eff,\n", + " 'load':grom_ci/grom_weight}\n", + "burb_hp = 320\n", + "burb_ci = 325\n", + "burb_cl = 8\n", + "burb_weight = 6000\n", + "burb_eff = (burb_hp/\\\n", + " burb_ci)*eff\n", + "burb = {'horsepower':burb_hp,\n", + " 'bore_size':burb_ci/burb_cl,\n", + " 'grunt':(burb_ci/burb_cl)/burb_eff,\n", + " 'load':burb_ci/burb_weight}\n", + "\n", + "mdf = pd.DataFrame(mustang,index=[0])\n", + "cdf = pd.DataFrame(corolla,index=[0])\n", + "tdf = pd.DataFrame(truck,index=[0])\n", + "gdf = pd.DataFrame(grom,index=[0])\n", + "bdf = pd.DataFrame(burb,index=[0])\n", + "sm5 = pd.DataFrame(v6_s197_05,index=[0])\n", + "\n", + "mustang_predicts = []\n", + "corolla_predicts = []\n", + "truck_predicts = []\n", + "grom_predicts = []\n", + "burb_predicts = []\n", + "v6_s197_05_predicts = []\n", + "\n", + "r2_test_list = []\n", + "r2_train_list = []\n", + "rmse_test_list = []\n", + "rmse_train_list = []\n", + "\n", + "for i in range(201):\n", + " X_train, X_test, y_train, y_test = train_test_split(X, y)\n", + "\n", + " pipe = Pipeline([\n", + " # ('minmax', MinMaxScaler()),\n", + " # ('ss', StandardScaler()),\n", + " ('qt', QuantileTransformer(n_quantiles=297)),\n", + " # ('rob', RobustScaler()),\n", + " \n", + " ('linreg', LinearRegression()),\n", + " # ('lasso', Lasso()),\n", + " # ('lassocv', LassoCV()),\n", + " # ('ridge', Ridge()),\n", + " # ('ridgeCV', RidgeCV),\n", + " # ('lsvr', LinearSVR())\n", + " ])\n", + "\n", + " model = pipe.fit(X_train,y_train)\n", + " test_predict = model.predict(X_test)\n", + " train_predict = model.predict(X_train)\n", + "\n", + " r2_test = r2_score(y_test, test_predict)\n", + " r2_train = r2_score(y_train, train_predict)\n", + " rmse_test = mean_squared_error(y_test, test_predict ,squared=False)\n", + " rmse_train = mean_squared_error(y_train, train_predict ,squared=False)\n", + "\n", + " r2_test_list.append(r2_test)\n", + " r2_train_list.append(r2_train)\n", + " rmse_test_list.append(rmse_test)\n", + " rmse_train_list.append(rmse_train)\n", + " truck_predicts.append(model.predict(tdf)[0])\n", + " mustang_predicts.append(model.predict(mdf)[0])\n", + " grom_predicts.append(model.predict(gdf)[0])\n", + " burb_predicts.append(model.predict(bdf)[0])\n", + " corolla_predicts.append(model.predict(cdf)[0])\n", + " v6_s197_05_predicts.append(model.predict(sm5)[0])\n", + "\n", + "plt.subplots(figsize=(10,6))\n", + "plt.title('R-squared over 200 iterations')\n", + "plt.plot(r2_test_list,label='R2 Test')\n", + "plt.plot(r2_train_list,label='R2 Train')\n", + "plt.legend()\n", + "plt.show();\n", + "\n", + "avg = np.mean\n", + "print(f'''| R2 Test | R2 Train | RMSE Test | RMSE Train |\n", + "|-----------|----------|-------------|------------|\n", + "| Min: {min(r2_test_list):.2f} | Min:{min(r2_train_list):.2f} | Min: {min(rmse_test_list):.2f} | Min:{min(rmse_train_list):.2f} |\n", + "| Avg: {avg(r2_test_list):.2f} | Avg:{avg(r2_train_list):.2f} | Avg: {avg(rmse_test_list):.2f} | Avg:{avg(rmse_train_list):.2f} |\n", + "| Max: {max(r2_test_list):.2f} | Max:{max(r2_train_list):.2f} | Max: {max(rmse_test_list):.2f} | Max:{max(rmse_train_list):.2f} |\n", + "''')\n", + "plt.subplots(figsize=(10,5))\n", + "plt.title('RMSE over 200 iterations')\n", + "plt.plot(rmse_test_list,label='RMSE Test')\n", + "plt.plot(rmse_train_list,label='RMSE Train')\n", + "plt.legend()\n", + "plt.show();\n", + "\n", + "print(f'Truck Avg: {avg(truck_predicts):.2f}')\n", + "print(f'Mustang Avg: {avg(mustang_predicts):.2f}')\n", + "print(f'Grom Avg: {avg(grom_predicts):.2f}')\n", + "print(f'Burb Avg: {avg(burb_predicts):.2f}')\n", + "print(f'Corolla Avg: {avg(corolla_predicts):.2f}')\n", + "print(f'Steve Avg: {avg(v6_s197_05_predicts):.2f}')" + ] + }, + { + "cell_type": "markdown", + "id": "67f5823f-4d25-4e75-95a0-b11249d861e8", + "metadata": {}, + "source": [ + "After testing lots of models, scalers, and experimenting with different mixtures of features, I've come to the conclusion that it's futile.\n", + "\n", + "It's cliché, but at under 400 rows I think I can complain about not having enough data.\n", + "\n", + "QuantileTransformer is the heavy lifter and the model really doesn't seem to matter so long as it's linear. In fact, the scores go down as the models get fancier. I think because it's overthinking such a small data set, it's making connections that are coincidental.\n", + "\n", + "The best metric I found was to make predictions on my own vehicles, in other words it's unseen data that I could just pull from nothing. I had used model year as a feature and it seemed to perform quite well until I introduced a 2012, it predicted MPG into the hundreds. I think model year would be a great feature if the data spanned across decades and there was good representation. It could probably even be made categorical as it would be an indicator of tech advancing over decades. All of the vehicles here are more or less in the same \"tech era\" but the model did seem to find a signal. At any rate it's too unstable if used with data outside the training set.\n", + "\n", + "My personal vehicle predictions are actually quite close. They're a bit on the lower end, but also consider that neither one is even close to being represented in the training data. My truck is a turbo diesel (boost to efficiency) and my car is gas but has some fancy cam phasing and electronic fuel injection. Basically they have higher efficiency compared to anything in the training set." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/readme.md b/readme.md new file mode 100644 index 0000000..7b817bf --- /dev/null +++ b/readme.md @@ -0,0 +1,112 @@ +# Analyzing Fuel Economy +Predicting MPG of a vehicle using a linear regression model. Success will be evaluated using r-squared and root mean square error scores over time as well as testing with some unseen, futuristic, and very different data compared to training set. + +If you're curious about what goes into fuel economy, this should provide some insight on how it all works. + +# Contents +1. [Clean](clean.ipynb) - Quick look to find any missing values, data of wrong types. Make sure data is in ranges that make sense +2. [EDA](eda.ipynb) - Investigate outliers and other items of interest. Manufacture some new features +3. [Model](model.ipynb) - Model and make predictions. Introduce some outside data + +# Libs +* pandas +* numpy +* seaborn +* os +* matplotlib +* Ipython +* sklearn + +# The Data +Using https://archive-beta.ics.uci.edu/ml/datasets/auto+mpg +1. Title: Auto-Mpg Data + +2. Sources: + (a) Origin: This dataset was taken from the StatLib library which is + maintained at Carnegie Mellon University. The dataset was + used in the 1983 American Statistical Association Exposition. + (c) Date: July 7, 1993 + +3. Past Usage: + - See 2b (above) + - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. + In Proceedings on the Tenth International Conference of Machine + Learning, 236-243, University of Massachusetts, Amherst. Morgan + Kaufmann. + +4. Relevant Information: + + This dataset is a slightly modified version of the dataset provided in + the StatLib library. In line with the use by Ross Quinlan (1993) in + predicting the attribute "mpg", 8 of the original instances were removed + because they had unknown values for the "mpg" attribute. The original + dataset is available in the file "auto-mpg.data-original". + + "The data concerns city-cycle fuel consumption in miles per gallon, + to be predicted in terms of 3 multivalued discrete and 5 continuous + attributes." (Quinlan, 1993) + +5. Number of Instances: 398 + +6. Number of Attributes: 9 including the class attribute + +7. Attribute Information: + + 1. mpg: continuous + 2. cylinders: multi-valued discrete + 3. displacement: continuous + 4. horsepower: continuous + 5. weight: continuous + 6. acceleration: continuous + 7. model year: multi-valued discrete + 8. origin: multi-valued discrete + 9. car name: string (unique for each instance) + +8. Missing Attribute Values: horsepower has 6 missing values + +# Summary + +## A bit on engines: + +* A most basic description of an engine is that it's an air pump +* Horsepower = (Torque * RPM) / 5252 +* Torque peak is where an engine is operating most efficiently as far as air flow, applied science in action. (Fluid dynamics, resonance) +* Operating above or below the torque peak reduces efficiency and efficiency == fuel economy +* Torque peaks normally occur below 5252rpm, and horsepower peaks above that, so long as the engine can actually rev that high. On a dyno sheet (measuring torque and horsepower vs rpm) you'll see the torque/horsepower lines cross at 5252rpm +* As an engine spins faster, the power output increases until combustion is so inefficient and it produces so little torque that spinning faster produces no more power, if it holds together that long + +Basically an engine that makes lots of power at high rpm but relatively little low end torque (mazda rotary), is going to have poor fuel economy because it spends most of its time outside of its efficiency range during normal driving. In contrast, diesel engines typically turn lower rpms and create all kinds of torque down low. So not only do they start off making more torque but they are less likely to stray very far from torque peak during normal driving. This is also why horsepower numbers on a diesel appear low, because they can't rev as high. There's more to it than this but this should be enough to provide context. + +# Features +From the original features I chose: +* mpg: target +* number of cylinders +* engine displacement (in cubic inches) +* Horsepower +* Total weight of vehicle + +From these I then calculated: +* Efficiency: HP per cubic inch - as this increases so does MPG +* Load: cubic inches per lb of weight - metric of how hard the engine has to work compared to its size. Engines that work hard use more fuel and a small engine working really hard can use more fuel than a big engine not doing much +* Bore_size: cubic inches per cylinder - best attempt to describe cylinder bore diameter which gives insight on torque curve +* Grunt: bore size divided by efficiency - an attempt to describe the power curve of an engine, or more specifically the presence/absence of low rpm torque output + +All of these features are continuous. + +# Model + +Into the model: +* Horsepower +* Displacement +* Number of cylinders +* Weight + +Which then gets turned into: +* Horsepower +* Bore_size +* Grunt +* Load + +Then sent through: +* Quantile Transformer +* Linear Regression \ No newline at end of file