diff --git a/README.md b/README.md index 9324399..c8fac49 100644 --- a/README.md +++ b/README.md @@ -69,15 +69,15 @@ yapf ' -conda create -n $envname python=3 $packages -source activate $envname +conda create -n $envname python=3.6 $packages +conda activate $envname # Pause here, double check that this pip is the correct one -which pip +type pip # the correct one will say something like... -# $ which pip -# /Users/username/miniconda3/envs/dspy3/bin/pip +# $ type pip +# pip is /Users/jonathan/miniconda3/envs/dspy3/bin/pip python -m pip install pyhive[presto] sql_magic SQLAlchemy nbdime papermill @@ -94,6 +94,7 @@ python -m ipykernel install --user --name $envname --display-name "$envname" jupyter labextension install @jupyter-widgets/jupyterlab-manager jupyter labextension install ipyvolume jupyter labextension install jupyter-threejs +jupyter labextension install bqplot ``` ### Troubleshooting @@ -110,7 +111,3 @@ jupyter lab --NotebookApp.iopub_data_rate_limit=10000000 ``` ### Extra ideas - -```bash -# jupyter labextension install bqplot -``` diff --git a/img/production-vs-hours-worked.png b/img/production-vs-hours-worked.png index fc31d20..f9907bf 100644 Binary files a/img/production-vs-hours-worked.png and b/img/production-vs-hours-worked.png differ diff --git a/notebooks/00-Overview.ipynb b/notebooks/00-Overview.ipynb index c92a15e..e9ac92e 100644 --- a/notebooks/00-Overview.ipynb +++ b/notebooks/00-Overview.ipynb @@ -6,7 +6,7 @@ "source": [ "# Jupyter Notebook Tips and Tricks\n", "\n", - "By: [Jonathan Whitmore](http://jonathanwhitmore.com/) -- Senior Data Scientist\n", + "By: [Jonathan Whitmore](http://jonathanwhitmore.com/) -- Insight 2014C\n", "\n", " - Email: [jbwhit@gmail.com](mailto:jbwhit@gmail.com)\n", " - Twitter: [@jbwhitmore](https://twitter.com/jbwhitmore)\n", @@ -15,6 +15,13 @@ "All notebooks available: https://github.com/jbwhit/jupyter-tips-and-tricks" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Art Show [The Mill](https://www.eventbrite.com/e/generative-forms-by-jonathan-whitmore-opening-reception-tickets-62658004779)" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/notebooks/01-Tips-and-tricks.ipynb b/notebooks/01-Tips-and-tricks.ipynb index 9bce162..8218523 100644 --- a/notebooks/01-Tips-and-tricks.ipynb +++ b/notebooks/01-Tips-and-tricks.ipynb @@ -13,11 +13,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:06:37.759826Z", - "start_time": "2019-01-18T02:06:37.757796Z" + "end_time": "2019-06-06T01:10:00.710794Z", + "start_time": "2019-06-06T01:10:00.708023Z" }, "run_control": { "marked": false @@ -29,13 +29,6 @@ "name = \"Jonathan\"" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -47,42 +40,43 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:08:05.158612Z", - "start_time": "2019-01-18T02:08:05.155998Z" + "end_time": "2019-06-06T01:10:01.488334Z", + "start_time": "2019-06-06T01:10:01.485983Z" } }, "outputs": [], "source": [ "# Add this to python2 code to make life easier -- safe to use in python3 as well.\n", - "from __future__ import absolute_import, division, print_function\n" + "from __future__ import absolute_import, division, print_function" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:08:19.902059Z", - "start_time": "2019-01-18T02:08:19.899722Z" + "end_time": "2019-06-06T01:10:02.069766Z", + "start_time": "2019-06-06T01:10:02.067310Z" } }, "outputs": [], "source": [ "import numpy as np\n", + "\n", "# don't do:\n", "# from numpy import *" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:08:36.970507Z", - "start_time": "2019-01-18T02:08:36.959939Z" + "end_time": "2019-06-06T01:10:02.292828Z", + "start_time": "2019-06-06T01:10:02.283050Z" } }, "outputs": [ @@ -92,22 +86,22 @@ "'a'" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "max('a')" + "max(\"a\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:08:42.389833Z", - "start_time": "2019-01-18T02:08:42.217151Z" + "end_time": "2019-06-06T01:10:02.986508Z", + "start_time": "2019-06-06T01:10:02.896546Z" } }, "outputs": [ @@ -116,9 +110,9 @@ "evalue": "cannot perform reduce with flexible type", "output_type": "error", "traceback": [ - "\u001b[0;31m-----------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'a'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'a'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/miniconda3/envs/dspy3/lib/python3.6/site-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36mamax\u001b[0;34m(a, axis, out, keepdims, initial)\u001b[0m\n\u001b[1;32m 2503\u001b[0m \"\"\"\n\u001b[1;32m 2504\u001b[0m return _wrapreduction(a, np.maximum, 'max', axis, None, out, keepdims=keepdims,\n\u001b[0;32m-> 2505\u001b[0;31m initial=initial)\n\u001b[0m\u001b[1;32m 2506\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2507\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/dspy3/lib/python3.6/site-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36m_wrapreduction\u001b[0;34m(obj, ufunc, method, axis, dtype, out, **kwargs)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mreduction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mpasskwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mufunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mpasskwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: cannot perform reduce with flexible type" @@ -126,16 +120,16 @@ } ], "source": [ - "np.max('a')" + "np.max(\"a\")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:10:12.516984Z", - "start_time": "2019-01-18T02:10:12.164757Z" + "end_time": "2019-06-06T01:10:03.563658Z", + "start_time": "2019-06-06T01:10:03.249513Z" }, "run_control": { "marked": false @@ -156,11 +150,11 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:10:30.234080Z", - "start_time": "2019-01-18T02:10:28.578617Z" + "end_time": "2019-06-06T01:10:04.576999Z", + "start_time": "2019-06-06T01:10:03.766720Z" } }, "outputs": [], @@ -169,12 +163,11 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import os\n", - "from sklearn.datasets import load_boston\n", "from pivottablejs import pivot_ui\n", - "import qgrid\n", "import sys\n", "import warnings\n", - "warnings.filterwarnings('ignore')" + "\n", + "warnings.filterwarnings(\"ignore\")" ] }, { @@ -201,11 +194,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T16:33:02.822791Z", - "start_time": "2019-01-17T16:33:02.820354Z" + "end_time": "2019-06-06T01:10:04.961049Z", + "start_time": "2019-06-06T01:10:04.958531Z" } }, "outputs": [], @@ -215,11 +208,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T16:33:02.822791Z", - "start_time": "2019-01-17T16:33:02.820354Z" + "end_time": "2019-06-06T01:10:05.217537Z", + "start_time": "2019-06-06T01:10:05.214562Z" } }, "outputs": [], @@ -229,11 +222,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T16:33:02.822791Z", - "start_time": "2019-01-17T16:33:02.820354Z" + "end_time": "2019-06-06T01:10:08.766229Z", + "start_time": "2019-06-06T01:10:08.763514Z" } }, "outputs": [], @@ -264,13 +257,6 @@ "## Add a new cell (b)elow" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -312,25 +298,27 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:17:52.967873Z", - "start_time": "2019-01-18T02:17:52.949647Z" + "end_time": "2019-06-06T01:10:13.328398Z", + "start_time": "2019-06-06T01:10:13.312887Z" } }, "outputs": [], "source": [ - "df = pd.read_csv(\"../data/mps.csv\", encoding=\"ISO-8859-1\")" + "# df = pd.read_csv(\"../data/mps.csv\", encoding=\"ISO-8859-1\")\n", + "# canadian_politics = pd.read_csv(\"../data/montreal_2014.csv\",)\n", + "canadian_politics = pd.read_csv(\"../data/mps2.csv\")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:17:53.823799Z", - "start_time": "2019-01-18T02:17:53.810775Z" + "end_time": "2019-06-06T01:10:14.219019Z", + "start_time": "2019-06-06T01:10:14.204457Z" } }, "outputs": [ @@ -461,718 +449,197 @@ "9 Smith, Joy Conservative Manitoba 65.0 Female" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# recommend using .head()\n", - "df.head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Enhanced Pandas Dataframe Display" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2019-01-18T02:18:17.616617Z", - "start_time": "2019-01-18T02:18:17.614313Z" - } - }, - "outputs": [], - "source": [ - "# Province, Party, Average, Age, Heatmap" + "canadian_politics.head(10)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2018-09-17T21:58:49.991969Z", - "start_time": "2018-09-17T21:58:49.987737Z" + "end_time": "2019-06-06T01:11:13.800028Z", + "start_time": "2019-06-06T01:11:13.544163Z" } }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2019-01-18T02:18:19.133912Z", - "start_time": "2019-01-18T02:18:19.125306Z" - }, - "scrolled": false - }, "outputs": [ { "data": { - "text/html": [ - "\n", - " \n", - " " - ], + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "image/png": { + "height": 308, + "width": 428 + }, + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "pivot_ui(df)" + "sns.distplot(canadian_politics[\"Age\"].dropna())" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:23:29.004698Z", - "start_time": "2019-01-18T02:23:28.991812Z" + "end_time": "2019-06-06T01:10:54.381092Z", + "start_time": "2019-06-06T01:10:54.378366Z" } }, "outputs": [], "source": [ - "df_dict = load_boston()\n", - "features = pd.DataFrame(data=df_dict.data, columns = df_dict.feature_names)\n", - "target = pd.DataFrame(data=df_dict.target, columns = ['MEDV'])\n", - "df = pd.concat([features, target], axis=1)" + "sns.set_context(\"poster\", font_scale=1.3)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:23:51.857021Z", - "start_time": "2019-01-18T02:23:51.829163Z" + "end_time": "2019-06-06T01:10:56.109916Z", + "start_time": "2019-06-06T01:10:55.640317Z" } }, "outputs": [ { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATMEDVZone
00.0063218.02.310.00.5386.57565.24.09001.0296.015.3396.904.9824.018.0
10.027310.07.070.00.4696.42178.94.96712.0242.017.8396.909.1421.60.0
20.027290.07.070.00.4697.18561.14.96712.0242.017.8392.834.0334.70.0
30.032370.02.180.00.4586.99845.86.06223.0222.018.7394.632.9433.40.0
40.069050.02.180.00.4587.14754.26.06223.0222.018.7396.905.3336.20.0
\n", - "
" - ], + "image/png": "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\n", "text/plain": [ - " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX PTRATIO \\\n", - "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 15.3 \n", - "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 17.8 \n", - "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 17.8 \n", - "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 18.7 \n", - "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 18.7 \n", - "\n", - " B LSTAT MEDV Zone \n", - "0 396.90 4.98 24.0 18.0 \n", - "1 396.90 9.14 21.6 0.0 \n", - "2 392.83 4.03 34.7 0.0 \n", - "3 394.63 2.94 33.4 0.0 \n", - "4 396.90 5.33 36.2 0.0 " + "
" ] }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "image/png": { + "height": 521, + "width": 810 + }, + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "df['Zone'] = df['ZN'].astype('category')\n", - "df['CHAS'] = df['CHAS'].astype('category')\n", - "df.head()" + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "sns.distplot(canadian_politics[\"Age\"].dropna())\n", + "fig.tight_layout()" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, - "source": [ - "## QGrid\n", - "\n", - "Interactive pandas dataframes: https://github.com/quantopian/qgrid" - ] + "outputs": [], + "source": [] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2018-09-17T23:42:32.525234Z", - "start_time": "2018-09-17T23:42:32.522372Z" - } - }, + "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "ExecuteTime": { - "end_time": "2019-01-18T02:24:18.019781Z", - "start_time": "2019-01-18T02:24:17.540853Z" - } - }, + "execution_count": null, + "metadata": {}, "outputs": [], - "source": [ - "qgrid_widget = qgrid.show_grid(df[['CRIM',\n", - " 'Zone',\n", - " 'INDUS',\n", - " 'CHAS',\n", - " 'NOX',\n", - " 'AGE',\n", - " 'RAD',\n", - " 'LSTAT',\n", - " 'MEDV',\n", - " ]], show_toolbar=True)" - ] + "source": [] }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "ExecuteTime": { - "end_time": "2019-01-18T02:24:18.484150Z", - "start_time": "2019-01-18T02:24:18.478866Z" - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b686dca3ac7249e287358deb14867e28", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defau…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [ - "qgrid_widget" + "# Enhanced Pandas Dataframe Display" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:26:26.621155Z", - "start_time": "2019-01-18T02:26:26.617364Z" + "end_time": "2019-01-18T02:18:17.616617Z", + "start_time": "2019-01-18T02:18:17.614313Z" } }, "outputs": [], "source": [ - "df2 = qgrid_widget.get_changed_df()" + "# Province, Party, Average, Age, Heatmap" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:26:30.092732Z", - "start_time": "2019-01-18T02:26:30.078033Z" + "end_time": "2018-09-17T21:58:49.991969Z", + "start_time": "2018-09-17T21:58:49.987737Z" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CRIMZoneINDUSCHASNOXAGERADLSTATMEDV
00.0063218.02.310.00.53856.21.04.9824.0
10.027310.07.070.00.46978.92.09.1421.6
20.027290.07.070.00.46961.12.04.0334.7
30.032370.02.180.00.45845.83.02.9433.4
40.069050.02.180.00.45854.23.05.3336.2
50.029850.02.180.00.45858.73.05.2128.7
350.064170.05.960.00.49968.25.09.6818.9
\n", - "
" - ], - "text/plain": [ - " CRIM Zone INDUS CHAS NOX AGE RAD LSTAT MEDV\n", - "0 0.00632 18.0 2.31 0.0 0.538 56.2 1.0 4.98 24.0\n", - "1 0.02731 0.0 7.07 0.0 0.469 78.9 2.0 9.14 21.6\n", - "2 0.02729 0.0 7.07 0.0 0.469 61.1 2.0 4.03 34.7\n", - "3 0.03237 0.0 2.18 0.0 0.458 45.8 3.0 2.94 33.4\n", - "4 0.06905 0.0 2.18 0.0 0.458 54.2 3.0 5.33 36.2\n", - "5 0.02985 0.0 2.18 0.0 0.458 58.7 3.0 5.21 28.7\n", - "35 0.06417 0.0 5.96 0.0 0.499 68.2 5.0 9.68 18.9" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df2.head(7)" - ] + "outputs": [], + "source": [] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:26:45.868860Z", - "start_time": "2019-01-18T02:26:45.850974Z" - } + "end_time": "2019-06-06T01:11:29.625989Z", + "start_time": "2019-06-06T01:11:29.618614Z" + }, + "scrolled": false }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATMEDVZone
00.0063218.02.310.00.5386.57565.24.09001.0296.015.3396.904.9824.018.0
10.027310.07.070.00.4696.42178.94.96712.0242.017.8396.909.1421.60.0
20.027290.07.070.00.4697.18561.14.96712.0242.017.8392.834.0334.70.0
30.032370.02.180.00.4586.99845.86.06223.0222.018.7394.632.9433.40.0
40.069050.02.180.00.4587.14754.26.06223.0222.018.7396.905.3336.20.0
50.029850.02.180.00.4586.43058.76.06223.0222.018.7394.125.2128.70.0
60.0882912.57.870.00.5246.01266.65.56055.0311.015.2395.6012.4322.912.5
\n", - "
" + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " ], "text/plain": [ - " CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX PTRATIO \\\n", - "0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 15.3 \n", - "1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 17.8 \n", - "2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 17.8 \n", - "3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 18.7 \n", - "4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 18.7 \n", - "5 0.02985 0.0 2.18 0.0 0.458 6.430 58.7 6.0622 3.0 222.0 18.7 \n", - "6 0.08829 12.5 7.87 0.0 0.524 6.012 66.6 5.5605 5.0 311.0 15.2 \n", - "\n", - " B LSTAT MEDV Zone \n", - "0 396.90 4.98 24.0 18.0 \n", - "1 396.90 9.14 21.6 0.0 \n", - "2 392.83 4.03 34.7 0.0 \n", - "3 394.63 2.94 33.4 0.0 \n", - "4 396.90 5.33 36.2 0.0 \n", - "5 394.12 5.21 28.7 0.0 \n", - "6 395.60 12.43 22.9 12.5 " + "" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.head(7)" + "pivot_ui(canadian_politics)" ] }, { @@ -1184,11 +651,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:27:48.498010Z", - "start_time": "2019-01-18T02:27:48.495264Z" + "end_time": "2019-06-06T01:16:25.092378Z", + "start_time": "2019-06-06T01:16:25.089912Z" } }, "outputs": [], @@ -1225,6 +692,27 @@ "np.random.choice()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -1302,7 +790,7 @@ "metadata": {}, "outputs": [], "source": [ - "np.linspace(50, 150, num=100, endpoint=False, )" + "np.linspace(50, 150, num=100, endpoint=False)" ] }, { @@ -1323,7 +811,7 @@ }, "outputs": [], "source": [ - "plt.plot(np.linspace(start, stop,), )" + "plt.plot(np.linspace(start, stop))" ] }, { @@ -1335,11 +823,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:31:32.905785Z", - "start_time": "2019-01-18T02:31:32.900325Z" + "end_time": "2019-06-06T01:19:33.367316Z", + "start_time": "2019-06-06T01:19:33.361935Z" } }, "outputs": [], @@ -1372,11 +860,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:32:42.953717Z", - "start_time": "2019-01-18T02:32:42.935940Z" + "end_time": "2019-06-06T01:20:59.394323Z", + "start_time": "2019-06-06T01:20:59.376747Z" }, "scrolled": false }, @@ -1387,11 +875,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:33:37.550607Z", - "start_time": "2019-01-18T02:33:37.267477Z" + "end_time": "2019-06-06T01:21:11.273736Z", + "start_time": "2019-06-06T01:21:11.034246Z" } }, "outputs": [], @@ -1408,11 +896,11 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:37:26.207065Z", - "start_time": "2019-01-18T02:37:26.203595Z" + "end_time": "2019-06-06T01:22:29.991199Z", + "start_time": "2019-06-06T01:22:29.987721Z" } }, "outputs": [ @@ -1452,11 +940,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:36:47.850806Z", - "start_time": "2019-01-18T02:36:47.847573Z" + "end_time": "2019-06-06T01:24:10.407632Z", + "start_time": "2019-06-06T01:24:10.404553Z" } }, "outputs": [], @@ -1465,27 +953,43 @@ "def silly_function(xval):\n", " \"\"\"Takes a value and returns the value.\"\"\"\n", " xval_sq = xval ** 2.0\n", - " 1 + 10\n", + " 1 + 12\n", " xval_abs = np.sqrt(xval_sq)\n", " return xval_abs" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:23:40.735159Z", + "start_time": "2019-06-06T01:23:40.722960Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "silly_function(2,)" + "silly_function(-2,)" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:36:13.578273Z", - "start_time": "2019-01-18T02:36:13.574195Z" + "end_time": "2019-06-06T01:23:46.255635Z", + "start_time": "2019-06-06T01:23:46.250712Z" } }, "outputs": [], @@ -1495,11 +999,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:36:53.018740Z", - "start_time": "2019-01-18T02:36:53.011900Z" + "end_time": "2019-06-06T01:24:15.647849Z", + "start_time": "2019-06-06T01:24:15.641493Z" } }, "outputs": [], @@ -1509,11 +1013,11 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:38:00.807032Z", - "start_time": "2019-01-18T02:38:00.669858Z" + "end_time": "2019-06-06T01:24:35.301943Z", + "start_time": "2019-06-06T01:24:35.175058Z" } }, "outputs": [ @@ -1521,13 +1025,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "coal_prod_2008.csv coalpublic2012.xls\r\n", - "coal_prod_2009.csv collincountyforeclosures.csv\r\n", - "coal_prod_2010.csv example.csv\r\n", + "coal_prod_2008.csv collincountyforeclosures.csv\r\n", + "coal_prod_2009.csv example.csv\r\n", + "coal_prod_2010.csv montreal_2014.csv\r\n", "coal_prod_2011.csv mps.csv\r\n", - "coal_prod_2012.csv nbextensions.png\r\n", - "coal_prod_cleaned.csv raw_players.csv.gz\r\n", - "coal_prod_cleaned.csv.zip\r\n" + "coal_prod_2012.csv mps2.csv\r\n", + "coal_prod_cleaned.csv nbextensions.png\r\n", + "coal_prod_cleaned.csv.zip raw_players.csv.gz\r\n", + "coalpublic2012.xls\r\n" ] } ], @@ -1537,11 +1042,11 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:38:11.512638Z", - "start_time": "2019-01-18T02:38:11.493820Z" + "end_time": "2019-06-06T01:24:48.837558Z", + "start_time": "2019-06-06T01:24:48.819850Z" } }, "outputs": [], @@ -1551,11 +1056,11 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:38:12.232622Z", - "start_time": "2019-01-18T02:38:12.228330Z" + "end_time": "2019-06-06T01:24:49.355373Z", + "start_time": "2019-06-06T01:24:49.351369Z" } }, "outputs": [ @@ -1569,7 +1074,7 @@ " '../data/coal_prod_2012.csv']" ] }, - "execution_count": 38, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1606,25 +1111,74 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:41:58.578042Z", - "start_time": "2019-01-18T02:41:58.574450Z" + "end_time": "2019-06-06T01:35:39.669153Z", + "start_time": "2019-06-06T01:35:39.665995Z" } }, "outputs": [], "source": [ - "example_dict = {}\n", + "example = {}\n", "\n", "# Indent/dedent/comment\n", "for index in range(5):\n", - " example_dict[\"one\"] = 1\n", - " example_dict[\"two\"] = 2\n", - " example_dict[\"three\"] = 3\n", - " example_dict[\"four\"] = 4" + " example[\"float_one\"] = 1.0\n", + " example[\"float_two\"] = 2.0\n", + " example[\"float_three\"] = 3.0\n", + " example[\"float_four\"] = 4.0" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -1643,16 +1197,16 @@ "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:45:50.085759Z", - "start_time": "2019-01-18T02:45:50.082468Z" + "end_time": "2019-06-06T01:35:43.677925Z", + "start_time": "2019-06-06T01:35:43.675237Z" } }, "outputs": [], "source": [ - "example_dict[\"one_better_neat\"] = 1\n", - "example_dict[\"two_better_neat\"] = 2\n", - "example_dict[\"three_better_neat\"] = 3\n", - "example_dict[\"four_better_neat\"] = 4" + "example[\"one_better_neat\"] = 1\n", + "example[\"two_better_neat\"] = 2\n", + "example[\"three_better_neat\"] = 3\n", + "example[\"four_better_neat\"] = 4" ] }, { @@ -1734,8 +1288,8 @@ "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:48:24.071139Z", - "start_time": "2019-01-18T02:48:24.066487Z" + "end_time": "2019-06-06T01:37:27.943593Z", + "start_time": "2019-06-06T01:37:27.939641Z" } }, "outputs": [ @@ -1772,8 +1326,31 @@ "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:49:28.874121Z", - "start_time": "2019-01-18T02:49:14.024565Z" + "end_time": "2019-06-06T01:38:07.498531Z", + "start_time": "2019-06-06T01:38:07.415481Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hi\n" + ] + } + ], + "source": [ + "%%python2\n", + "print \"hi\"" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:38:23.854871Z", + "start_time": "2019-06-06T01:38:20.056585Z" }, "collapsed": true }, @@ -1782,93 +1359,93 @@ "name": "stderr", "output_type": "stream", "text": [ - "--2019-01-17 18:49:14-- http://www.ast.cam.ac.uk/~rfc/vpfit11.1.tar.gz\n", + "--2019-06-05 18:38:20-- http://www.ast.cam.ac.uk/~rfc/vpfit11.1.tar.gz\n", "Resolving www.ast.cam.ac.uk (www.ast.cam.ac.uk)... 131.111.71.71\n", "Connecting to www.ast.cam.ac.uk (www.ast.cam.ac.uk)|131.111.71.71|:80... connected.\n", "HTTP request sent, awaiting response... 301 Moved Permanently\n", "Location: https://www.ast.cam.ac.uk:443/~rfc/vpfit11.1.tar.gz [following]\n", - "--2019-01-17 18:49:14-- https://www.ast.cam.ac.uk/~rfc/vpfit11.1.tar.gz\n", + "--2019-06-05 18:38:20-- https://www.ast.cam.ac.uk/~rfc/vpfit11.1.tar.gz\n", "Connecting to www.ast.cam.ac.uk (www.ast.cam.ac.uk)|131.111.71.71|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 3761497 (3.6M) [application/x-gzip]\n", - "Saving to: ‘vpfit11.1.tar.gz.1’\n", + "Saving to: ‘vpfit11.1.tar.gz.2’\n", "\n", - " 0K .......... .......... .......... .......... .......... 1% 113K 32s\n", - " 50K .......... .......... .......... .......... .......... 2% 340K 21s\n", - " 100K .......... .......... .......... .......... .......... 4% 321K 17s\n", - " 150K .......... .......... .......... .......... .......... 5% 64.5M 13s\n", - " 200K .......... .......... .......... .......... .......... 6% 340K 12s\n", - " 250K .......... .......... .......... .......... .......... 8% 334K 12s\n", - " 300K .......... .......... .......... .......... .......... 9% 15.6M 10s\n", - " 350K .......... .......... .......... .......... .......... 10% 340K 10s\n", - " 400K .......... .......... .......... .......... .......... 12% 332K 10s\n", - " 450K .......... .......... .......... .......... .......... 13% 334K 9s\n", - " 500K .......... .......... .......... .......... .......... 14% 164K 10s\n", - " 550K .......... .......... .......... .......... .......... 16% 86.0M 9s\n", - " 600K .......... .......... .......... .......... .......... 17% 80.3M 8s\n", - " 650K .......... .......... .......... .......... .......... 19% 334K 8s\n", - " 700K .......... .......... .......... .......... .......... 20% 170K 9s\n", - " 750K .......... .......... .......... .......... .......... 21% 165K 9s\n", - " 800K .......... .......... .......... .......... .......... 23% 112K 10s\n", - " 850K .......... .......... .......... .......... .......... 24% 70.5M 9s\n", - " 900K .......... .......... .......... .......... .......... 25% 343K 9s\n", - " 950K .......... .......... .......... .......... .......... 27% 103K 10s\n", - " 1000K .......... .......... .......... .......... .......... 28% 88.9K 10s\n", - " 1050K .......... .......... .......... .......... .......... 29% 111K 11s\n", - " 1100K .......... .......... .......... .......... .......... 31% 112K 11s\n", - " 1150K .......... .......... .......... .......... .......... 32% 106K 11s\n", - " 1200K .......... .......... .......... .......... .......... 34% 110K 12s\n", - " 1250K .......... .......... .......... .......... .......... 35% 112K 12s\n", - " 1300K .......... .......... .......... .......... .......... 36% 169K 12s\n", - " 1350K .......... .......... .......... .......... .......... 38% 112K 12s\n", - " 1400K .......... .......... .......... .......... .......... 39% 170K 11s\n", - " 1450K .......... .......... .......... .......... .......... 40% 164K 11s\n", - " 1500K .......... .......... .......... .......... .......... 42% 313K 11s\n", - " 1550K .......... .......... .......... .......... .......... 43% 158K 11s\n", - " 1600K .......... .......... .......... .......... .......... 44% 332K 10s\n", - " 1650K .......... .......... .......... .......... .......... 46% 169K 10s\n", - " 1700K .......... .......... .......... .......... .......... 47% 337K 10s\n", - " 1750K .......... .......... .......... .......... .......... 49% 343K 9s\n", - " 1800K .......... .......... .......... .......... .......... 50% 502K 9s\n", - " 1850K .......... .......... .......... .......... .......... 51% 915K 9s\n", - " 1900K .......... .......... .......... .......... .......... 53% 342K 8s\n", - " 1950K .......... .......... .......... .......... .......... 54% 335K 8s\n", - " 2000K .......... .......... .......... .......... .......... 55% 325K 8s\n", - " 2050K .......... .......... .......... .......... .......... 57% 14.9M 7s\n", - " 2100K .......... .......... .......... .......... .......... 58% 339K 7s\n", - " 2150K .......... .......... .......... .......... .......... 59% 369K 7s\n", - " 2200K .......... .......... .......... .......... .......... 61% 2.99M 6s\n", - " 2250K .......... .......... .......... .......... .......... 62% 224K 6s\n", - " 2300K .......... .......... .......... .......... .......... 63% 100M 6s\n", - " 2350K .......... .......... .......... .......... .......... 65% 626K 5s\n", - " 2400K .......... .......... .......... .......... .......... 66% 337K 5s\n", - " 2450K .......... .......... .......... .......... .......... 68% 367K 5s\n", - " 2500K .......... .......... .......... .......... .......... 69% 367K 5s\n", - " 2550K .......... .......... .......... .......... .......... 70% 2.27M 4s\n", - " 2600K .......... .......... .......... .......... .......... 72% 362K 4s\n", - " 2650K .......... .......... .......... .......... .......... 73% 342K 4s\n", - " 2700K .......... .......... .......... .......... .......... 74% 3.69M 4s\n", - " 2750K .......... .......... .......... .......... .......... 76% 364K 3s\n", - " 2800K .......... .......... .......... .......... .......... 77% 346K 3s\n", - " 2850K .......... .......... .......... .......... .......... 78% 3.79M 3s\n", - " 2900K .......... .......... .......... .......... .......... 80% 334K 3s\n", - " 2950K .......... .......... .......... .......... .......... 81% 826K 3s\n", - " 3000K .......... .......... .......... .......... .......... 83% 533K 2s\n", - " 3050K .......... .......... .......... .......... .......... 84% 289K 2s\n", - " 3100K .......... .......... .......... .......... .......... 85% 112M 2s\n", - " 3150K .......... .......... .......... .......... .......... 87% 167K 2s\n", - " 3200K .......... .......... .......... .......... .......... 88% 62.3M 2s\n", - " 3250K .......... .......... .......... .......... .......... 89% 225K 1s\n", - " 3300K .......... .......... .......... .......... .......... 91% 339K 1s\n", - " 3350K .......... .......... .......... .......... .......... 92% 252K 1s\n", - " 3400K .......... .......... .......... .......... .......... 93% 338K 1s\n", - " 3450K .......... .......... .......... .......... .......... 95% 524K 1s\n", - " 3500K .......... .......... .......... .......... .......... 96% 340K 0s\n", - " 3550K .......... .......... .......... .......... .......... 98% 421K 0s\n", - " 3600K .......... .......... .......... .......... .......... 99% 172K 0s\n", - " 3650K .......... .......... ... 100% 1.68M=13s\n", + " 0K .......... .......... .......... .......... .......... 1% 109K 33s\n", + " 50K .......... .......... .......... .......... .......... 2% 326K 22s\n", + " 100K .......... .......... .......... .......... .......... 4% 14.5M 14s\n", + " 150K .......... .......... .......... .......... .......... 5% 326K 13s\n", + " 200K .......... .......... .......... .......... .......... 6% 13.4M 11s\n", + " 250K .......... .......... .......... .......... .......... 8% 325K 10s\n", + " 300K .......... .......... .......... .......... .......... 9% 4.52M 9s\n", + " 350K .......... .......... .......... .......... .......... 10% 16.4M 8s\n", + " 400K .......... .......... .......... .......... .......... 12% 359K 8s\n", + " 450K .......... .......... .......... .......... .......... 13% 5.37M 7s\n", + " 500K .......... .......... .......... .......... .......... 14% 7.23M 6s\n", + " 550K .......... .......... .......... .......... .......... 16% 13.9M 6s\n", + " 600K .......... .......... .......... .......... .......... 17% 374K 6s\n", + " 650K .......... .......... .......... .......... .......... 19% 19.5M 5s\n", + " 700K .......... .......... .......... .......... .......... 20% 5.72M 5s\n", + " 750K .......... .......... .......... .......... .......... 21% 9.46M 4s\n", + " 800K .......... .......... .......... .......... .......... 23% 14.1M 4s\n", + " 850K .......... .......... .......... .......... .......... 24% 342K 4s\n", + " 900K .......... .......... .......... .......... .......... 25% 87.0M 4s\n", + " 950K .......... .......... .......... .......... .......... 27% 19.6M 4s\n", + " 1000K .......... .......... .......... .......... .......... 28% 9.05M 4s\n", + " 1050K .......... .......... .......... .......... .......... 29% 7.90M 3s\n", + " 1100K .......... .......... .......... .......... .......... 31% 12.6M 3s\n", + " 1150K .......... .......... .......... .......... .......... 32% 15.4M 3s\n", + " 1200K .......... .......... .......... .......... .......... 34% 221K 3s\n", + " 1250K .......... .......... .......... .......... .......... 35% 19.1M 3s\n", + " 1300K .......... .......... .......... .......... .......... 36% 16.5M 3s\n", + " 1350K .......... .......... .......... .......... .......... 38% 14.1M 3s\n", + " 1400K .......... .......... .......... .......... .......... 39% 21.4M 3s\n", + " 1450K .......... .......... .......... .......... .......... 40% 20.0M 2s\n", + " 1500K .......... .......... .......... .......... .......... 42% 23.0M 2s\n", + " 1550K .......... .......... .......... .......... .......... 43% 21.3M 2s\n", + " 1600K .......... .......... .......... .......... .......... 44% 17.3M 2s\n", + " 1650K .......... .......... .......... .......... .......... 46% 371K 2s\n", + " 1700K .......... .......... .......... .......... .......... 47% 4.34M 2s\n", + " 1750K .......... .......... .......... .......... .......... 49% 5.71M 2s\n", + " 1800K .......... .......... .......... .......... .......... 50% 3.20M 2s\n", + " 1850K .......... .......... .......... .......... .......... 51% 20.0M 2s\n", + " 1900K .......... .......... .......... .......... .......... 53% 19.9M 2s\n", + " 1950K .......... .......... .......... .......... .......... 54% 17.5M 2s\n", + " 2000K .......... .......... .......... .......... .......... 55% 5.11M 1s\n", + " 2050K .......... .......... .......... .......... .......... 57% 7.21M 1s\n", + " 2100K .......... .......... .......... .......... .......... 58% 6.09M 1s\n", + " 2150K .......... .......... .......... .......... .......... 59% 515K 1s\n", + " 2200K .......... .......... .......... .......... .......... 61% 17.4M 1s\n", + " 2250K .......... .......... .......... .......... .......... 62% 4.07M 1s\n", + " 2300K .......... .......... .......... .......... .......... 63% 3.14M 1s\n", + " 2350K .......... .......... .......... .......... .......... 65% 8.79M 1s\n", + " 2400K .......... .......... .......... .......... .......... 66% 9.30M 1s\n", + " 2450K .......... .......... .......... .......... .......... 68% 12.8M 1s\n", + " 2500K .......... .......... .......... .......... .......... 69% 17.2M 1s\n", + " 2550K .......... .......... .......... .......... .......... 70% 12.6M 1s\n", + " 2600K .......... .......... .......... .......... .......... 72% 15.3M 1s\n", + " 2650K .......... .......... .......... .......... .......... 73% 554K 1s\n", + " 2700K .......... .......... .......... .......... .......... 74% 3.95M 1s\n", + " 2750K .......... .......... .......... .......... .......... 76% 3.24M 1s\n", + " 2800K .......... .......... .......... .......... .......... 77% 6.25M 1s\n", + " 2850K .......... .......... .......... .......... .......... 78% 4.28M 1s\n", + " 2900K .......... .......... .......... .......... .......... 80% 8.57M 1s\n", + " 2950K .......... .......... .......... .......... .......... 81% 7.44M 0s\n", + " 3000K .......... .......... .......... .......... .......... 83% 25.9M 0s\n", + " 3050K .......... .......... .......... .......... .......... 84% 12.4M 0s\n", + " 3100K .......... .......... .......... .......... .......... 85% 32.5M 0s\n", + " 3150K .......... .......... .......... .......... .......... 87% 22.6M 0s\n", + " 3200K .......... .......... .......... .......... .......... 88% 520K 0s\n", + " 3250K .......... .......... .......... .......... .......... 89% 9.42M 0s\n", + " 3300K .......... .......... .......... .......... .......... 91% 2.86M 0s\n", + " 3350K .......... .......... .......... .......... .......... 92% 12.2M 0s\n", + " 3400K .......... .......... .......... .......... .......... 93% 5.82M 0s\n", + " 3450K .......... .......... .......... .......... .......... 95% 6.67M 0s\n", + " 3500K .......... .......... .......... .......... .......... 96% 10.9M 0s\n", + " 3550K .......... .......... .......... .......... .......... 98% 10.2M 0s\n", + " 3600K .......... .......... .......... .......... .......... 99% 5.89M 0s\n", + " 3650K .......... .......... ... 100% 75.7M=2.3s\n", "\n", - "2019-01-17 18:49:28 (274 KB/s) - ‘vpfit11.1.tar.gz.1’ saved [3761497/3761497]\n", + "2019-06-05 18:38:23 (1.54 MB/s) - ‘vpfit11.1.tar.gz.2’ saved [3761497/3761497]\n", "\n", "x ./\n", "x ./#temp2#\n", @@ -2264,11 +1841,11 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:10.817000Z", - "start_time": "2019-01-18T02:56:10.814375Z" + "end_time": "2019-06-06T01:40:11.672089Z", + "start_time": "2019-06-06T01:40:11.669310Z" } }, "outputs": [], @@ -2281,11 +1858,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:23.660898Z", - "start_time": "2019-01-18T02:56:23.636751Z" + "end_time": "2019-06-06T01:40:25.192343Z", + "start_time": "2019-06-06T01:40:25.167487Z" } }, "outputs": [ @@ -2306,11 +1883,11 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:29.523375Z", - "start_time": "2019-01-18T02:56:29.506855Z" + "end_time": "2019-06-06T01:40:36.675231Z", + "start_time": "2019-06-06T01:40:36.661224Z" } }, "outputs": [ @@ -2329,11 +1906,11 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:46.020975Z", - "start_time": "2019-01-18T02:56:45.890582Z" + "end_time": "2019-06-06T01:40:57.804684Z", + "start_time": "2019-06-06T01:40:57.678381Z" } }, "outputs": [ @@ -2341,23 +1918,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "00-Overview.ipynb Example-pycat.ipynb\r\n", - "01-Tips-and-tricks.ipynb Untitled.ipynb\r\n", - "02-NBExtensions.ipynb delete.ipynb\r\n", - "03-Interactive-Splines.ipynb ex1.png\r\n", - "04-Autoreload.ipynb history.ipynb\r\n", - "05-SQL-Example.ipynb jupyterlab-example.md\r\n", - "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", - "07-Some_basics.ipynb presidents.sqlite\r\n", - "08-More_basics.ipynb \u001b[34mvpfit10\u001b[m\u001b[m/\r\n", - "09-Extras.ipynb vpfit10.2.tar.gz\r\n", - "10-R-stuff.ipynb vpfit10.2.tar.gz.1\r\n", - "11-older-stuff.ipynb vpfit10.2.tar.gz.2\r\n", - "12-old-pandas.ipynb vpfit10.2.tar.gz.3\r\n", - "3d-example-plot.html \u001b[34mvpfit11\u001b[m\u001b[m/\r\n", - "Advanced-Notebook-Tricks.ipynb vpfit11.1.tar.gz\r\n", - "Basic-Plotting.ipynb vpfit11.1.tar.gz.1\r\n", - "Data_Cleaning.ipynb\r\n" + "00-Overview.ipynb Untitled.ipynb\r\n", + "01-Tips-and-tricks.ipynb Untitled1.ipynb\r\n", + "02-NBExtensions.ipynb delete.ipynb\r\n", + "03-Git-Integration.ipynb ex1.png\r\n", + "03-Interactive-Splines.ipynb history.ipynb\r\n", + "04-Autoreload.ipynb jupyterlab-example.md\r\n", + "05-SQL-Example.ipynb new-name.ipynb\r\n", + "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", + "07-Some_basics.ipynb presidents.sqlite\r\n", + "08-More_basics.ipynb temp\r\n", + "09-Extras.ipynb untitled.txt\r\n", + "10-R-stuff.ipynb \u001b[34mvpfit10\u001b[m\u001b[m/\r\n", + "11-older-stuff.ipynb vpfit10.2.tar.gz\r\n", + "12-old-pandas.ipynb vpfit10.2.tar.gz.1\r\n", + "2019-06-02-jbw-test-formatter-01.ipynb vpfit10.2.tar.gz.2\r\n", + "3d-example-plot.html vpfit10.2.tar.gz.3\r\n", + "Advanced-Notebook-Tricks.ipynb \u001b[34mvpfit11\u001b[m\u001b[m/\r\n", + "Basic-Plotting.ipynb vpfit11.1.tar.gz\r\n", + "Data_Cleaning.ipynb vpfit11.1.tar.gz.1\r\n", + "Example-pycat.ipynb vpfit11.1.tar.gz.2\r\n" ] } ], @@ -2367,11 +1947,11 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:53.132831Z", - "start_time": "2019-01-18T02:56:53.007224Z" + "end_time": "2019-06-06T01:41:00.984509Z", + "start_time": "2019-06-06T01:41:00.860246Z" } }, "outputs": [ @@ -2379,23 +1959,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "00-Overview.ipynb Example-pycat.ipynb\r\n", - "01-Tips-and-tricks.ipynb Untitled.ipynb\r\n", - "02-NBExtensions.ipynb delete.ipynb\r\n", - "03-Interactive-Splines.ipynb ex1.png\r\n", - "04-Autoreload.ipynb history.ipynb\r\n", - "05-SQL-Example.ipynb jupyterlab-example.md\r\n", - "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", - "07-Some_basics.ipynb presidents.sqlite\r\n", - "08-More_basics.ipynb \u001b[34mvpfit10\u001b[m\u001b[m\r\n", - "09-Extras.ipynb vpfit10.2.tar.gz\r\n", - "10-R-stuff.ipynb vpfit10.2.tar.gz.1\r\n", - "11-older-stuff.ipynb vpfit10.2.tar.gz.2\r\n", - "12-old-pandas.ipynb vpfit10.2.tar.gz.3\r\n", - "3d-example-plot.html \u001b[34mvpfit11\u001b[m\u001b[m\r\n", - "Advanced-Notebook-Tricks.ipynb vpfit11.1.tar.gz\r\n", - "Basic-Plotting.ipynb vpfit11.1.tar.gz.1\r\n", - "Data_Cleaning.ipynb\r\n" + "00-Overview.ipynb Untitled.ipynb\r\n", + "01-Tips-and-tricks.ipynb Untitled1.ipynb\r\n", + "02-NBExtensions.ipynb delete.ipynb\r\n", + "03-Git-Integration.ipynb ex1.png\r\n", + "03-Interactive-Splines.ipynb history.ipynb\r\n", + "04-Autoreload.ipynb jupyterlab-example.md\r\n", + "05-SQL-Example.ipynb new-name.ipynb\r\n", + "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", + "07-Some_basics.ipynb presidents.sqlite\r\n", + "08-More_basics.ipynb temp\r\n", + "09-Extras.ipynb untitled.txt\r\n", + "10-R-stuff.ipynb \u001b[34mvpfit10\u001b[m\u001b[m\r\n", + "11-older-stuff.ipynb vpfit10.2.tar.gz\r\n", + "12-old-pandas.ipynb vpfit10.2.tar.gz.1\r\n", + "2019-06-02-jbw-test-formatter-01.ipynb vpfit10.2.tar.gz.2\r\n", + "3d-example-plot.html vpfit10.2.tar.gz.3\r\n", + "Advanced-Notebook-Tricks.ipynb \u001b[34mvpfit11\u001b[m\u001b[m\r\n", + "Basic-Plotting.ipynb vpfit11.1.tar.gz\r\n", + "Data_Cleaning.ipynb vpfit11.1.tar.gz.1\r\n", + "Example-pycat.ipynb vpfit11.1.tar.gz.2\r\n" ] } ], @@ -2405,11 +1988,11 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:56:57.102873Z", - "start_time": "2019-01-18T02:56:56.977044Z" + "end_time": "2019-06-06T01:41:06.324038Z", + "start_time": "2019-06-06T01:41:06.198249Z" } }, "outputs": [ @@ -2417,23 +2000,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "00-Overview.ipynb Example-pycat.ipynb\r\n", - "01-Tips-and-tricks.ipynb Untitled.ipynb\r\n", - "02-NBExtensions.ipynb delete.ipynb\r\n", - "03-Interactive-Splines.ipynb ex1.png\r\n", - "04-Autoreload.ipynb history.ipynb\r\n", - "05-SQL-Example.ipynb jupyterlab-example.md\r\n", - "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", - "07-Some_basics.ipynb presidents.sqlite\r\n", - "08-More_basics.ipynb \u001b[34mvpfit10\u001b[m\u001b[m/\r\n", - "09-Extras.ipynb vpfit10.2.tar.gz\r\n", - "10-R-stuff.ipynb vpfit10.2.tar.gz.1\r\n", - "11-older-stuff.ipynb vpfit10.2.tar.gz.2\r\n", - "12-old-pandas.ipynb vpfit10.2.tar.gz.3\r\n", - "3d-example-plot.html \u001b[34mvpfit11\u001b[m\u001b[m/\r\n", - "Advanced-Notebook-Tricks.ipynb vpfit11.1.tar.gz\r\n", - "Basic-Plotting.ipynb vpfit11.1.tar.gz.1\r\n", - "Data_Cleaning.ipynb\r\n" + "00-Overview.ipynb Untitled.ipynb\r\n", + "01-Tips-and-tricks.ipynb Untitled1.ipynb\r\n", + "02-NBExtensions.ipynb delete.ipynb\r\n", + "03-Git-Integration.ipynb ex1.png\r\n", + "03-Interactive-Splines.ipynb history.ipynb\r\n", + "04-Autoreload.ipynb jupyterlab-example.md\r\n", + "05-SQL-Example.ipynb new-name.ipynb\r\n", + "06-Advanced-Visualization.ipynb pivottablejs.html\r\n", + "07-Some_basics.ipynb presidents.sqlite\r\n", + "08-More_basics.ipynb temp\r\n", + "09-Extras.ipynb untitled.txt\r\n", + "10-R-stuff.ipynb \u001b[34mvpfit10\u001b[m\u001b[m/\r\n", + "11-older-stuff.ipynb vpfit10.2.tar.gz\r\n", + "12-old-pandas.ipynb vpfit10.2.tar.gz.1\r\n", + "2019-06-02-jbw-test-formatter-01.ipynb vpfit10.2.tar.gz.2\r\n", + "3d-example-plot.html vpfit10.2.tar.gz.3\r\n", + "Advanced-Notebook-Tricks.ipynb \u001b[34mvpfit11\u001b[m\u001b[m/\r\n", + "Basic-Plotting.ipynb vpfit11.1.tar.gz\r\n", + "Data_Cleaning.ipynb vpfit11.1.tar.gz.1\r\n", + "Example-pycat.ipynb vpfit11.1.tar.gz.2\r\n" ] } ], @@ -2443,26 +2029,111 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": { "ExecuteTime": { - "end_time": "2018-06-07T01:43:31.212664Z", - "start_time": "2018-06-07T01:43:31.084900Z" + "end_time": "2019-06-06T01:41:11.226154Z", + "start_time": "2019-06-06T01:41:11.101255Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "00README rd_plcset.f vp_f_sigscl.f\r\n", + "MMatomdat_atom_noiso.dat rd_pmpset.f vp_fgf13write.f\r\n", + "atom.dat rd_prhelp.dat vp_flchderivs.f\r\n", + "atomtab.f rd_prhelp.f vp_fnzbin.f\r\n", + "autovpin.f rd_qdatafiles.f vp_getargs.f\r\n", + "bintofits.f rd_readlinwav.f vp_getres.f\r\n", + "calcn.f rd_sclsig.f vp_gglwcoeff.f\r\n", + "case.f rd_scrn.f vp_gsclfts.f\r\n", + "chanwav.f rd_setintv.f vp_gwatfits.f\r\n", + "checkb.f rd_sizes.f vp_initval.f\r\n", + "chisum26.f rd_splvtick.f vp_ionregcheck.f\r\n", + "cmax1.f rd_stackz.f vp_ksvnorm.f\r\n", + "cms_src.f rd_start.dat vp_lineid.f\r\n", + "com_cons.f rd_stplot.f vp_linlim.f\r\n", + "dcholin.f rd_tgplots.f vp_listfiles.f\r\n", + "dexpf.f rd_tickvpfl.f vp_lycont.f\r\n", + "dlycabscft.f rd_ulims.f vp_lyconte.f\r\n", + "\u001b[34mdocs\u001b[m\u001b[m/ rd_ulimse.f vp_minpol.f\r\n", + "dotick.f rd_ulimx.f vp_minquad.f\r\n", + "dpoly.f rd_ulinfo.f vp_nearlin.f\r\n", + "dsepvar.f rd_wrfits.f vp_newtfxl.f\r\n", + "eigen.f rd_wrwcfits.f vp_pareorder.f\r\n", + "erfcc.f rd_wvsc.f vp_parmcest.f\r\n", + "externals.f rd_xcdc.f vp_pgbegin.f\r\n", + "fl_gen.f rd_zcorr.f vp_pgcurs.f\r\n", + "gen_vpin.f rd_ztabcf.f vp_plcset.f\r\n", + "ginsert.f sepvar.f vp_poisson.f\r\n", + "gu_tabsort.f splot.f vp_presetsys.f\r\n", + "hedit.f spvoigt.f vp_psfinterp.f\r\n", + "linfit.f svbksbd.f vp_rdbwvfts.f\r\n", + "lm_udchole.f svdajc.f vp_rdlines.f\r\n", + "lyregset.f svdcmpd.f vp_rdspecial.f\r\n", + "\u001b[31mmakefile\u001b[m\u001b[m* svdfit.f vp_rdwaveval.f\r\n", + "medianv.f test.f vp_readfits.f\r\n", + "pda_che2d.f tickpg.f vp_rfitsext.f\r\n", + "pda_dp1vlu.f tiedb.f vp_runstst.f\r\n", + "pda_dpcoef.f tikset.f vp_rwlims.f\r\n", + "pda_dpolft.f tstfit3d.f vp_scontf.f\r\n", + "pda_qsiad.f udchole.f vp_setintv.f\r\n", + "pda_src.f varythis.f vp_setoptn.f\r\n", + "pda_xermsg.f voigt_king.f vp_setup.dat\r\n", + "\u001b[34mpgfiles\u001b[m\u001b[m/ vp_abfind.f vp_sizes.f\r\n", + "pldef.f vp_abundset.f vp_smry.f\r\n", + "plset.f vp_addline.f vp_spdatin.f\r\n", + "pr_mdian1.f vp_addxlink.f vp_splot.dat\r\n", + "prg_polyd.f vp_archwav.f vp_spread.f\r\n", + "probks.f vp_asciin.f vp_spvoigte.f\r\n", + "rd_ablin.f vp_ationsep.f vp_srcpath.f\r\n", + "rd_adnois.f vp_atomass.f vp_startval.f\r\n", + "rd_alias.f vp_blfixf.f vp_stration.f\r\n", + "rd_comalias.f vp_cfcopy.f vp_stripcmt.f\r\n", + "rd_compreset.f vp_chanwav.f vp_subchspread.f\r\n", + "rd_cuchstr.f vp_charlims.f vp_sumlinclear.f\r\n", + "rd_cufilnm.f vp_chdisprof.f vp_sysdel.f\r\n", + "rd_cuplot.f vp_checkn.f vp_tdcolset.f\r\n", + "rd_cuwvrest.f vp_chipconv.f vp_tieval.f\r\n", + "rd_cydata.f vp_chsation.f vp_trimattab.f\r\n", + "rd_daswap.f vp_chspread.f vp_tsetxref.f\r\n", + "rd_dblid.f vp_cmssrc.f vp_ucheck.f\r\n", + "rd_dmanip.f vp_curse.f vp_ucoptv.f\r\n", + "rd_drebin.f vp_cval.f vp_ucprinerr.f\r\n", + "rd_dvcont.f vp_dattim.f vp_ucprinit.f\r\n", + "rd_estcolb.f vp_dattim_alt.f vp_usdef.f\r\n", + "rd_ewwav.f vp_deriv.f vp_vreset.f\r\n", + "rd_extabs.f vp_dlinin.f vp_wrt25.f\r\n", + "rd_fluxbb.f vp_dlset.f vp_wval.f\r\n", + "rd_gen.f vp_dotick.f vp_wvalch.f\r\n", + "rd_gprof.f vp_emlsmry.f vp_wvalsubch.f\r\n", + "rd_gprofe.f vp_empval.f vp_wverass.f\r\n", + "rd_gpsim.f vp_emscchk.f vpf_bvalsp.f\r\n", + "rd_hdust.f vp_emtset.f vpf_dvresn.f\r\n", + "rd_intvtab.f vp_endorder.f vpfit.f\r\n", + "rd_markreg.f vp_endrej.f vpgti.f\r\n", + "rd_mattrd.f vp_errej.f vppreset.com\r\n", + "rd_meantau.f vp_ewred.f vpreset.awk\r\n", + "rd_moderrs.f vp_f13fin.f wcor.f\r\n", + "rd_multiset.f vp_f13finx.f wval.f\r\n", + "rd_pgannot.f vp_f13read.f\r\n" + ] + } + ], "source": [ "ls vpfit10/" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:57:21.468622Z", - "start_time": "2019-01-18T02:57:21.465899Z" + "end_time": "2019-06-06T01:41:19.297570Z", + "start_time": "2019-06-06T01:41:19.294809Z" } }, "outputs": [], @@ -2472,25 +2143,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T01:56:06.658135Z", - "start_time": "2018-09-18T01:56:06.654043Z" + "end_time": "2019-06-06T01:41:26.356626Z", + "start_time": "2019-06-06T01:41:26.353135Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'*.ipynb'" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "tailthing" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 54, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:57:24.430148Z", - "start_time": "2019-01-18T02:57:24.298231Z" + "end_time": "2019-06-06T01:41:33.794684Z", + "start_time": "2019-06-06T01:41:33.666196Z" } }, "outputs": [ @@ -2498,16 +2180,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "00-Overview.ipynb 10-R-stuff.ipynb\r\n", - "01-Tips-and-tricks.ipynb 11-older-stuff.ipynb\r\n", - "02-NBExtensions.ipynb 12-old-pandas.ipynb\r\n", - "03-Interactive-Splines.ipynb Advanced-Notebook-Tricks.ipynb\r\n", - "04-Autoreload.ipynb Basic-Plotting.ipynb\r\n", - "05-SQL-Example.ipynb Data_Cleaning.ipynb\r\n", - "06-Advanced-Visualization.ipynb Example-pycat.ipynb\r\n", - "07-Some_basics.ipynb Untitled.ipynb\r\n", - "08-More_basics.ipynb delete.ipynb\r\n", - "09-Extras.ipynb history.ipynb\r\n" + "00-Overview.ipynb 11-older-stuff.ipynb\r\n", + "01-Tips-and-tricks.ipynb 12-old-pandas.ipynb\r\n", + "02-NBExtensions.ipynb 2019-06-02-jbw-test-formatter-01.ipynb\r\n", + "03-Git-Integration.ipynb Advanced-Notebook-Tricks.ipynb\r\n", + "03-Interactive-Splines.ipynb Basic-Plotting.ipynb\r\n", + "04-Autoreload.ipynb Data_Cleaning.ipynb\r\n", + "05-SQL-Example.ipynb Example-pycat.ipynb\r\n", + "06-Advanced-Visualization.ipynb Untitled.ipynb\r\n", + "07-Some_basics.ipynb Untitled1.ipynb\r\n", + "08-More_basics.ipynb delete.ipynb\r\n", + "09-Extras.ipynb history.ipynb\r\n", + "10-R-stuff.ipynb new-name.ipynb\r\n" ] } ], @@ -2517,11 +2201,11 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:57:27.600551Z", - "start_time": "2019-01-18T02:57:27.584390Z" + "end_time": "2019-06-06T01:41:44.931306Z", + "start_time": "2019-06-06T01:41:44.915297Z" } }, "outputs": [], @@ -2531,11 +2215,11 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:57:29.014070Z", - "start_time": "2019-01-18T02:57:29.009403Z" + "end_time": "2019-06-06T01:41:45.558911Z", + "start_time": "2019-06-06T01:41:45.554508Z" } }, "outputs": [ @@ -2545,6 +2229,7 @@ "['00-Overview.ipynb',\n", " '01-Tips-and-tricks.ipynb',\n", " '02-NBExtensions.ipynb',\n", + " '03-Git-Integration.ipynb',\n", " '03-Interactive-Splines.ipynb',\n", " '04-Autoreload.ipynb',\n", " '05-SQL-Example.ipynb',\n", @@ -2555,18 +2240,23 @@ " '10-R-stuff.ipynb',\n", " '11-older-stuff.ipynb',\n", " '12-old-pandas.ipynb',\n", + " '2019-06-02-jbw-test-formatter-01.ipynb',\n", " '3d-example-plot.html',\n", " 'Advanced-Notebook-Tricks.ipynb',\n", " 'Basic-Plotting.ipynb',\n", " 'Data_Cleaning.ipynb',\n", " 'Example-pycat.ipynb',\n", " 'Untitled.ipynb',\n", + " 'Untitled1.ipynb',\n", " 'delete.ipynb',\n", " 'ex1.png',\n", " 'history.ipynb',\n", " 'jupyterlab-example.md',\n", + " 'new-name.ipynb',\n", " 'pivottablejs.html',\n", " 'presidents.sqlite',\n", + " 'temp',\n", + " 'untitled.txt',\n", " 'vpfit10',\n", " 'vpfit10.2.tar.gz',\n", " 'vpfit10.2.tar.gz.1',\n", @@ -2574,10 +2264,11 @@ " 'vpfit10.2.tar.gz.3',\n", " 'vpfit11',\n", " 'vpfit11.1.tar.gz',\n", - " 'vpfit11.1.tar.gz.1']" + " 'vpfit11.1.tar.gz.1',\n", + " 'vpfit11.1.tar.gz.2']" ] }, - "execution_count": 53, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -2586,6 +2277,13 @@ "output" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Need to set or change environment variables" + ] + }, { "cell_type": "code", "execution_count": 54, @@ -2657,7 +2355,7 @@ } ], "source": [ - "%env " + "%env " ] }, { @@ -2678,11 +2376,11 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:58:33.319283Z", - "start_time": "2019-01-18T02:58:33.189958Z" + "end_time": "2019-06-06T01:42:35.163749Z", + "start_time": "2019-06-06T01:42:35.034929Z" } }, "outputs": [ @@ -2700,11 +2398,11 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 58, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T02:58:35.153606Z", - "start_time": "2019-01-18T02:58:35.149461Z" + "end_time": "2019-06-06T01:43:14.145541Z", + "start_time": "2019-06-06T01:43:14.141573Z" } }, "outputs": [ @@ -2714,7 +2412,7 @@ "3" ] }, - "execution_count": 56, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -2724,6 +2422,77 @@ "a" ] }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:43:39.161686Z", + "start_time": "2019-06-06T01:43:39.158217Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_58" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:43:49.551824Z", + "start_time": "2019-06-06T01:43:49.548322Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'a = 3\\na'" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_i58" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 57, @@ -2867,16 +2636,16 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 61, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:03:13.073813Z", - "start_time": "2019-01-18T03:03:13.020844Z" + "end_time": "2019-06-06T01:45:33.572698Z", + "start_time": "2019-06-06T01:45:33.252516Z" } }, "outputs": [], "source": [ - "%notebook new-name.ipynb" + "%notebook billy.ipynb" ] }, { diff --git a/notebooks/02-NBExtensions.ipynb b/notebooks/02-NBExtensions.ipynb index 681e9bc..ef53515 100644 --- a/notebooks/02-NBExtensions.ipynb +++ b/notebooks/02-NBExtensions.ipynb @@ -7,7 +7,7 @@ }, "source": [ "

Table of Contents

\n", - "
" + "
" ] }, { @@ -106,7 +106,9 @@ "source": [ "## datestamper\n", "\n", - "Last updated 2018-09-17 19:03:57 " + "Last updated 2018-09-17 19:03:57 \n", + "\n", + "2019-06-05 18:49:02 " ] }, { @@ -116,13 +118,6 @@ "## ToC(2)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Hinterland (maybe?)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -159,6 +154,17 @@ "## Snippets Menu " ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "fig.tight_layout()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -200,11 +206,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:07:00.036090Z", - "start_time": "2019-01-18T03:07:00.033268Z" + "end_time": "2019-06-06T01:52:43.031425Z", + "start_time": "2019-06-06T01:52:43.029033Z" }, "hide_input": false, "run_control": { @@ -232,11 +238,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:07:00.062536Z", - "start_time": "2019-01-18T03:07:00.060200Z" + "end_time": "2019-06-06T01:52:43.063971Z", + "start_time": "2019-06-06T01:52:43.060964Z" }, "hide_input": false, "run_control": { @@ -251,11 +257,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:07:00.081765Z", - "start_time": "2019-01-18T03:07:00.078608Z" + "end_time": "2019-06-06T01:52:43.086259Z", + "start_time": "2019-06-06T01:52:43.083092Z" }, "hide_input": false, "run_control": { @@ -282,9 +288,27 @@ "## Hide input all" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:53:03.384202Z", + "start_time": "2019-06-06T01:53:03.381537Z" + } + }, + "outputs": [], + "source": [ + "a = \"new_word\"" + ] + }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "variables": { + "a": "new_word" + } + }, "source": [ "## Python Markdown\n", "\n", @@ -325,9 +349,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Code prettify" + "## Code prettify\n", + "\n", + " - https://neuralcoder.science/Black-Jupyter/\n", + " - Follow the instructions there for using black as your code formatter." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -471,6 +512,169 @@ "\n", "Filtered home screen" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T02:21:46.807711Z", + "start_time": "2019-06-06T02:21:46.787087Z" + } + }, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'seven_dwwarfs'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m from seven_dwwarfs import (\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mGrumpy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mHappy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mSleepy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mBashful\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'seven_dwwarfs'" + ] + } + ], + "source": [ + "from seven_dwwarfs import (\n", + " Grumpy,\n", + " Happy,\n", + " Sleepy,\n", + " Bashful,\n", + " Sneezy,\n", + " Dopey,\n", + " Doc,\n", + " Sleepy,\n", + " Bashful,\n", + " Sneezy,\n", + " Dopey,\n", + " Doc,\n", + ")\n", + "\n", + "x = {\"a\": 37, \"b\": 42, \"c\": 927}\n", + "\n", + "x = 123456789.123456789e123456789\n", + "\n", + "if (\n", + " very_long_variable_name is not None\n", + " and very_long_variable_name.field > 0\n", + " or very_long_variable_name.is_debug\n", + "):\n", + " z = \"hello \" + \"world\"\n", + "else:\n", + " world = \"world\"\n", + " a = \"hello {}\".format(world)\n", + " f = rf\"hello {world}\"\n", + "if this and that:\n", + " y = \"hello \" \"world\" # FIXME: https://github.com/python/black/issues/26\n", + "\n", + "\n", + "class Foo(object):\n", + " def f(self):\n", + " return 37 * -2\n", + "\n", + " def g(self, x, y=42):\n", + " return y\n", + "\n", + "\n", + "def f(a: List[int]):\n", + " return 37 - a[42 - u : y ** 3]\n", + "\n", + "\n", + "def very_important_function(\n", + " template: str, *variables, file: os.PathLike, debug: bool = False\n", + "):\n", + " \"\"\"Applies `variables` to the `template` and writes to `file`.\"\"\"\n", + " with open(file, \"w\") as f:\n", + " ...\n", + "\n", + "\n", + "# fmt: off\n", + "custom_formatting = [\n", + " 0, 1, 2,\n", + " 3, 4, 5,\n", + " 6, 7, 8,\n", + "]\n", + "# fmt: on\n", + "regular_formatting = [0, 1, 2, 3, 4, 5, 6, 7, 8]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -534,9 +738,9 @@ }, "position": { "height": "337.4px", - "left": "748.975px", + "left": "747.975px", "right": "20px", - "top": "114.988px", + "top": "183.988px", "width": "318.4px" }, "types_to_exclude": [ diff --git a/notebooks/03-Git-Integration.ipynb b/notebooks/03-Git-Integration.ipynb index 7b07390..0dc0770 100644 --- a/notebooks/03-Git-Integration.ipynb +++ b/notebooks/03-Git-Integration.ipynb @@ -299,6 +299,31 @@ "df.head()" ] }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:57:04.131733Z", + "start_time": "2019-06-06T01:57:04.113490Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(9042, 16)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, { "cell_type": "code", "execution_count": 52, @@ -330,18 +355,18 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2019-06-06T00:33:05.112491Z", - "start_time": "2019-06-06T00:33:04.840658Z" + "end_time": "2019-06-06T01:57:36.718282Z", + "start_time": "2019-06-06T01:57:36.213988Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ac43dd32bf604ac58fc6ec2fd36a7cc2", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -354,17 +379,20 @@ } ], "source": [ - "qgrid_widget = qgrid.show_grid(df[['Year', 'Mine_State', 'Labor_Hours', 'Production_short_tons']], show_toolbar=True)\n", + "qgrid_widget = qgrid.show_grid(\n", + " df[[\"Year\", \"Mine_State\", \"Labor_Hours\", \"Production_short_tons\"]],\n", + " show_toolbar=True,\n", + ")\n", "qgrid_widget" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2019-06-06T00:19:59.399210Z", - "start_time": "2019-06-06T00:19:59.385357Z" + "end_time": "2019-06-06T01:58:50.209432Z", + "start_time": "2019-06-06T01:58:50.197673Z" } }, "outputs": [], @@ -374,17 +402,17 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 64, "metadata": { "ExecuteTime": { - "end_time": "2019-06-06T00:22:04.018406Z", - "start_time": "2019-06-06T00:22:03.611552Z" + "end_time": "2019-06-06T02:01:08.606299Z", + "start_time": "2019-06-06T02:01:08.210810Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -397,7 +425,7 @@ ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", - "sns.regplot(df2['Labor_Hours'], df2['Production_short_tons'], ax=ax)\n", + "sns.regplot(df3['Labor_Hours'], df3['Production_short_tons'], ax=ax, color=sns.color_palette()[2])\n", "ax.set_xlabel(\"Labor Hours Worked\")\n", "ax.set_ylabel(\"Total Amount Produced\") \n", "x = ax.set_xlim(-9506023.213266129, 204993853.21326613)\n", @@ -408,11 +436,11 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 61, "metadata": { "ExecuteTime": { - "end_time": "2019-06-06T00:27:35.573298Z", - "start_time": "2019-06-06T00:27:35.569036Z" + "end_time": "2019-06-06T02:00:35.027633Z", + "start_time": "2019-06-06T02:00:35.023654Z" } }, "outputs": [], @@ -430,6 +458,68 @@ "https://github.com/jbwhit/jupyter-tips-and-tricks/commit/d3f2c0cef4dfd28eb3b9077595f14597a3022b1c?short_path=04303fc#diff-04303fce5e9bb38bcee25d12d9def22e" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T01:59:34.414609Z", + "start_time": "2019-06-06T01:59:34.381494Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "10d872bdafd84e43ab145e0b63ac59ef", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "QgridWidget(grid_options={'fullWidthRows': True, 'syncColumnCellResize': True, 'forceFitColumns': True, 'defau…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "qgrid_widget = qgrid.show_grid(\n", + " df2[[\"Year\", \"Labor_Hours\", \"Production_short_tons\"]],\n", + " show_toolbar=True,\n", + ")\n", + "qgrid_widget" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "ExecuteTime": { + "end_time": "2019-06-06T02:24:34.847896Z", + "start_time": "2019-06-06T02:24:34.844270Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "UsageError: Cell magic `%%ipdb` not found.\n" + ] + } + ], + "source": [ + "%%ipdb" + ] + }, { "cell_type": "code", "execution_count": null, @@ -490,6 +580,13 @@ "varRefreshCmd": "cat(var_dic_list()) " } }, + "position": { + "height": "295.4px", + "left": "722px", + "right": "20px", + "top": "144px", + "width": "350px" + }, "types_to_exclude": [ "module", "function", diff --git a/notebooks/03-Interactive-Splines.ipynb b/notebooks/03-Interactive-Splines.ipynb index de194d7..5a01c02 100644 --- a/notebooks/03-Interactive-Splines.ipynb +++ b/notebooks/03-Interactive-Splines.ipynb @@ -5,8 +5,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:48:09.970970Z", - "start_time": "2019-01-17T23:48:09.618898Z" + "end_time": "2019-06-05T07:08:38.585865Z", + "start_time": "2019-06-05T07:08:38.111786Z" } }, "outputs": [], @@ -27,8 +27,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:48:09.994021Z", - "start_time": "2019-01-17T23:48:09.987898Z" + "end_time": "2019-06-05T07:08:38.594795Z", + "start_time": "2019-06-05T07:08:38.588798Z" } }, "outputs": [], @@ -47,24 +47,26 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:48:10.401123Z", - "start_time": "2019-01-17T23:48:10.091482Z" + "end_time": "2019-06-05T07:09:00.613411Z", + "start_time": "2019-06-05T07:09:00.424917Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "
" + "interactive(children=(FloatSlider(value=2.0, description='amplitude', max=6.0), FloatSlider(value=0.0, descrip…" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -83,21 +85,23 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:48:18.753705Z", - "start_time": "2019-01-17T23:48:18.574776Z" + "end_time": "2019-06-05T07:08:44.718930Z", + "start_time": "2019-06-05T07:08:44.563907Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "9c38868ce7384e8686ba1db6963cc3e4", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "
" + "interactive(children=(IntSlider(value=8, description='num', max=20, min=4), FloatSlider(value=0.0, description…" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -137,6 +141,13 @@ "w" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/04-Autoreload.ipynb b/notebooks/04-Autoreload.ipynb index bb55528..2b5fe78 100644 --- a/notebooks/04-Autoreload.ipynb +++ b/notebooks/04-Autoreload.ipynb @@ -11,23 +11,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T02:17:24.373463Z", "start_time": "2018-09-18T02:17:24.370035Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 1" @@ -35,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T02:17:27.175647Z", @@ -52,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T02:17:29.849154Z", @@ -68,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T02:17:30.649246Z", @@ -82,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T02:19:29.304415Z", @@ -92,7 +83,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -123,14 +114,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:34:15.705728Z", "start_time": "2018-02-25T23:34:15.699612Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting ../scripts/neato.py\n" + ] + } + ], "source": [ "%%writefile ../scripts/neato.py\n", "\n", @@ -148,35 +147,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:34:18.695970Z", "start_time": "2018-02-25T23:34:18.554306Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "# a comment\n", + "def torpedo():\n", + " print('Initial statement')\n" + ] + } + ], "source": [ "!cat ../scripts/neato.py" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:34:52.431476Z", "start_time": "2018-02-25T23:34:52.427335Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;31m# a comment\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;32mdef\u001b[0m \u001b[0mtorpedo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Initial statement'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%pycat ../scripts/neato.py" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-09-18T00:18:53.800291Z", @@ -204,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:35:13.825742Z", @@ -218,28 +241,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:35:24.939059Z", "start_time": "2018-02-25T23:35:24.935667Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial statement\n" + ] + } + ], "source": [ "scripts.neato.torpedo()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:35:38.966054Z", "start_time": "2018-02-25T23:35:38.961332Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting ../scripts/neato.py\n" + ] + } + ], "source": [ "%%writefile ../scripts/neato.py\n", "\n", @@ -249,18 +288,229 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-02-25T23:35:47.141226Z", "start_time": "2018-02-25T23:35:47.137730Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Live demos are fun!\n", + "What else could we do?\n" + ] + } + ], "source": [ "scripts.neato.torpedo()" ] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m\n", + "\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mnum\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mendpoint\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mretstep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSource:\u001b[0m \n", + "\u001b[0;34m@\u001b[0m\u001b[0marray_function_dispatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_linspace_dispatcher\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;32mdef\u001b[0m \u001b[0mlinspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mendpoint\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretstep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\"\u001b[0m\n", + "\u001b[0;34m Return evenly spaced numbers over a specified interval.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Returns `num` evenly spaced samples, calculated over the\u001b[0m\n", + "\u001b[0;34m interval [`start`, `stop`].\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m The endpoint of the interval can optionally be excluded.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m .. versionchanged:: 1.16.0\u001b[0m\n", + "\u001b[0;34m Non-scalar `start` and `stop` are now supported.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Parameters\u001b[0m\n", + "\u001b[0;34m ----------\u001b[0m\n", + "\u001b[0;34m start : array_like\u001b[0m\n", + "\u001b[0;34m The starting value of the sequence.\u001b[0m\n", + "\u001b[0;34m stop : array_like\u001b[0m\n", + "\u001b[0;34m The end value of the sequence, unless `endpoint` is set to False.\u001b[0m\n", + "\u001b[0;34m In that case, the sequence consists of all but the last of ``num + 1``\u001b[0m\n", + "\u001b[0;34m evenly spaced samples, so that `stop` is excluded. Note that the step\u001b[0m\n", + "\u001b[0;34m size changes when `endpoint` is False.\u001b[0m\n", + "\u001b[0;34m num : int, optional\u001b[0m\n", + "\u001b[0;34m Number of samples to generate. Default is 50. Must be non-negative.\u001b[0m\n", + "\u001b[0;34m endpoint : bool, optional\u001b[0m\n", + "\u001b[0;34m If True, `stop` is the last sample. Otherwise, it is not included.\u001b[0m\n", + "\u001b[0;34m Default is True.\u001b[0m\n", + "\u001b[0;34m retstep : bool, optional\u001b[0m\n", + "\u001b[0;34m If True, return (`samples`, `step`), where `step` is the spacing\u001b[0m\n", + "\u001b[0;34m between samples.\u001b[0m\n", + "\u001b[0;34m dtype : dtype, optional\u001b[0m\n", + "\u001b[0;34m The type of the output array. If `dtype` is not given, infer the data\u001b[0m\n", + "\u001b[0;34m type from the other input arguments.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m .. versionadded:: 1.9.0\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m axis : int, optional\u001b[0m\n", + "\u001b[0;34m The axis in the result to store the samples. Relevant only if start\u001b[0m\n", + "\u001b[0;34m or stop are array-like. By default (0), the samples will be along a\u001b[0m\n", + "\u001b[0;34m new axis inserted at the beginning. Use -1 to get an axis at the end.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m .. versionadded:: 1.16.0\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Returns\u001b[0m\n", + "\u001b[0;34m -------\u001b[0m\n", + "\u001b[0;34m samples : ndarray\u001b[0m\n", + "\u001b[0;34m There are `num` equally spaced samples in the closed interval\u001b[0m\n", + "\u001b[0;34m ``[start, stop]`` or the half-open interval ``[start, stop)``\u001b[0m\n", + "\u001b[0;34m (depending on whether `endpoint` is True or False).\u001b[0m\n", + "\u001b[0;34m step : float, optional\u001b[0m\n", + "\u001b[0;34m Only returned if `retstep` is True\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Size of spacing between samples.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m See Also\u001b[0m\n", + "\u001b[0;34m --------\u001b[0m\n", + "\u001b[0;34m arange : Similar to `linspace`, but uses a step size (instead of the\u001b[0m\n", + "\u001b[0;34m number of samples).\u001b[0m\n", + "\u001b[0;34m geomspace : Similar to `linspace`, but with numbers spaced evenly on a log\u001b[0m\n", + "\u001b[0;34m scale (a geometric progression).\u001b[0m\n", + "\u001b[0;34m logspace : Similar to `geomspace`, but with the end points specified as\u001b[0m\n", + "\u001b[0;34m logarithms.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Examples\u001b[0m\n", + "\u001b[0;34m --------\u001b[0m\n", + "\u001b[0;34m >>> np.linspace(2.0, 3.0, num=5)\u001b[0m\n", + "\u001b[0;34m array([ 2. , 2.25, 2.5 , 2.75, 3. ])\u001b[0m\n", + "\u001b[0;34m >>> np.linspace(2.0, 3.0, num=5, endpoint=False)\u001b[0m\n", + "\u001b[0;34m array([ 2. , 2.2, 2.4, 2.6, 2.8])\u001b[0m\n", + "\u001b[0;34m >>> np.linspace(2.0, 3.0, num=5, retstep=True)\u001b[0m\n", + "\u001b[0;34m (array([ 2. , 2.25, 2.5 , 2.75, 3. ]), 0.25)\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Graphical illustration:\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m >>> import matplotlib.pyplot as plt\u001b[0m\n", + "\u001b[0;34m >>> N = 8\u001b[0m\n", + "\u001b[0;34m >>> y = np.zeros(N)\u001b[0m\n", + "\u001b[0;34m >>> x1 = np.linspace(0, 10, N, endpoint=True)\u001b[0m\n", + "\u001b[0;34m >>> x2 = np.linspace(0, 10, N, endpoint=False)\u001b[0m\n", + "\u001b[0;34m >>> plt.plot(x1, y, 'o')\u001b[0m\n", + "\u001b[0;34m []\u001b[0m\n", + "\u001b[0;34m >>> plt.plot(x2, y + 0.5, 'o')\u001b[0m\n", + "\u001b[0;34m []\u001b[0m\n", + "\u001b[0;34m >>> plt.ylim([-0.5, 1])\u001b[0m\n", + "\u001b[0;34m (-0.5, 1)\u001b[0m\n", + "\u001b[0;34m >>> plt.show()\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# 2016-02-25, 1.12\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_index_deprecate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Number of samples, %s, must be non-negative.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mnum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdiv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mendpoint\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mnum\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# Convert float/complex array scalars to float, gh-3504\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# and make sure one can use variables that have an __array_interface__, gh-6634\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstart\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0masanyarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0masanyarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdt\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mdelta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstop\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelta\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# In-place multiplication y *= delta/div is faster, but prevents the multiplicant\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# from overriding what class is produced, and thus prevents, e.g. use of Quantities,\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# see gh-7142. Hence, we multiply in place only for standard scalar types.\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0m_mult_inplace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misscalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelta\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstep\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdelta\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mdiv\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# Special handling for denormal numbers, gh-5437\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mdiv\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_mult_inplace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m*=\u001b[0m \u001b[0mdelta\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mdelta\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_mult_inplace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m*=\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# 0 and 1 item long sequences have an undefined step\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mstep\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNaN\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;31m# Multiply with delta to allow possible override of output class.\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mdelta\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mendpoint\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mnum\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmoveaxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mretstep\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFile:\u001b[0m ~/miniconda3/envs/dspy3/lib/python3.6/site-packages/numpy/core/function_base.py\n", + "\u001b[0;31mType:\u001b[0m function\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.linspace??" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "what.asdf\n", + "what.asd\n", + "what.asdf\n", + "what.asdf\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -276,6 +526,18 @@ "language": "python", "name": "dspy3" }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + }, "toc": { "base_numbering": 1, "nav_menu": {}, diff --git a/notebooks/06-Advanced-Visualization.ipynb b/notebooks/06-Advanced-Visualization.ipynb index 95a45e7..21f7713 100644 --- a/notebooks/06-Advanced-Visualization.ipynb +++ b/notebooks/06-Advanced-Visualization.ipynb @@ -18,16 +18,137 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Billy'" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "name" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:52:36.267537Z", - "start_time": "2019-01-17T23:52:36.265331Z" + "end_time": "2019-06-06T02:04:29.112075Z", + "start_time": "2019-06-06T02:04:28.028062Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "application/javascript": [ + "var spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"name\": \"data-c9b04d348a6be4c9bde33e4911869c2d\"}, \"mark\": {\"type\": \"circle\", \"size\": 60}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Origin\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"Name\"}, {\"type\": \"nominal\", \"field\": \"Origin\"}, {\"type\": \"quantitative\", \"field\": \"Horsepower\"}, {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}], \"x\": {\"type\": \"quantitative\", \"field\": \"Horsepower\"}, \"y\": {\"type\": \"quantitative\", \"field\": \"Miles_per_Gallon\"}}, \"selection\": {\"selector001\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.2.1.json\", \"datasets\": {\"data-c9b04d348a6be4c9bde33e4911869c2d\": [{\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3504, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"buick skylark 320\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3693, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth satellite\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3436, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"amc rebel sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3433, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"ford torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3449, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4341, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 9.0, \"Cylinders\": 8, \"Displacement\": 454.0, \"Horsepower\": 220.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4354, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4312, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4425, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 8.5, \"Cylinders\": 8, \"Displacement\": 390.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc ambassador dpl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 133.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": null, \"Name\": \"citroen ds-21 pallas\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3090, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": null, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4142, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": null, \"Name\": \"ford torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4034, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 10.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"plymouth satellite (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4166, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": null, \"Name\": \"amc rebel sst (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3850, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"dodge challenger se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3563, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 340.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth 'cuda 340\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3609, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 8.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": null, \"Name\": \"ford mustang boss 302\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 9.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet monte carlo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3761, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 10.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3086, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2372, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2833, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2774, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2587, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen 1131 deluxe sedan\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 110.0, \"Horsepower\": 87.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2672, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"audi 100 ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2430, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 104.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99e\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2375, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 12.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 113.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"bmw 2002\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2234, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 199.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2648, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"ford f250\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4615, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 37.8541}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 200.0, \"Miles_per_Gallon\": 10.0, \"Name\": \"chevy c20\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4376, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 37.8541}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 210.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"dodge d200\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4382, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 41.63951}, {\"Acceleration\": 18.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 193.0, \"Miles_per_Gallon\": 9.0, \"Name\": \"hi 1200d\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4732, \"Year\": \"1970-01-01T00:00:00\", \"Miles_per_Liter\": 34.068690000000004}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"datsun pl510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2130, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet vega 2300\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2264, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2228, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": null, \"Miles_per_Gallon\": 25.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2046, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 20.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": null, \"Name\": \"volkswagen super beetle 117\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1978, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 13.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2634, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"plymouth satellite custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3439, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3329, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"ford torino 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3302, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3288, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4209, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4154, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4096, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 383.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"dodge monaco (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4955, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4746, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"pontiac safari (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 5140, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 13.5, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet sportabout (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2962, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"chevrolet vega (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"pontiac firebird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3282, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford mustang\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3139, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"mercury capri 2000\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2220, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"opel 1900\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2123, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"peugeot 304\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2074, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 88.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"fiat 124b\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2065, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1773, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 72.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"datsun 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1613, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 132.48935}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"volkswagen model 111\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1834, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"plymouth cricket\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1955, \"Year\": \"1971-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 113.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona hardtop\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2278, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 97.5, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"dodge colt hardtop\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2126, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 23.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 54.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"volkswagen type 3\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2254, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2408, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford pinto runabout\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2226, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4274, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4385, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"plymouth fury iii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4135, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 153.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford galaxie 500\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4129, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"amc ambassador sst\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 208.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"mercury marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4633, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 41.63951}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"buick lesabre custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4502, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 160.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"oldsmobile delta 88 royale\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4456, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chrysler newport royal\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4422, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"mazda rx2 coupe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2330, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc matador (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3892, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 307.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet chevelle concours (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4098, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford gran torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4294, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth satellite custom (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4077, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"volvo 145e (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2933, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"volkswagen 411 (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2511, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 87.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"peugeot 504 (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2979, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 96.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"renault 12 (sw)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2189, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"ford pinto (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"datsun 510 (sw)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2288, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"toyouta corona mark ii (sw)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2506, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"dodge colt (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2164, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"toyota corolla 1600 (sw)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2100, \"Year\": \"1972-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"buick century 350\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4100, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3672, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3988, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 137.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford gran torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4042, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"dodge coronet custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3777, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 429.0, \"Horsepower\": 198.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"mercury marquis brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4952, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4464, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 158.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford ltd\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4363, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"plymouth fury gran sedan\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4237, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 440.0, \"Horsepower\": 215.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chrysler new yorker brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4735, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 455.0, \"Horsepower\": 225.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"buick electra 225 custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4951, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 175.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"amc ambassador brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3821, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth valiant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3121, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 18.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevrolet nova custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3278, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3021, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2904, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 21.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 46.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen super beetle\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1950, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"chevrolet impala\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4997, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 41.63951}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 167.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"ford country\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4906, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"plymouth custom suburb\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4654, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 12.0, \"Name\": \"oldsmobile vista cruiser\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4499, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 45.42492}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2789, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"toyota carina\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2279, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2401, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 94.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"datsun 610\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2379, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"maxda rx3\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2124, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2310, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 14.0, \"Cylinders\": 6, \"Displacement\": 155.0, \"Horsepower\": 107.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"mercury capri v6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2472, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"fiat 124 sport coupe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2265, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet monte carlo s\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4082, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 9.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 230.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac grand prix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4278, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 19.5, \"Cylinders\": 4, \"Displacement\": 68.0, \"Horsepower\": 49.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"fiat 128\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1867, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"opel manta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2158, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 114.0, \"Horsepower\": 91.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"audi 100ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2582, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"volvo 144ea\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2868, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"dodge dart custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3399, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"saab 99le\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2660, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 13.5, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 122.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"toyota mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2807, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 11.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 11.0, \"Name\": \"oldsmobile omega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3664, \"Year\": \"1973-01-01T00:00:00\", \"Miles_per_Liter\": 41.63951}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 198.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"plymouth duster\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3102, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": null, \"Miles_per_Gallon\": 21.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2875, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2901, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet nova\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3336, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"datsun b210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1950, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2451, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 21.0, \"Cylinders\": 4, \"Displacement\": 71.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota corolla 1200\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1836, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"chevrolet vega\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2542, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3781, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 18.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3632, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 16.5, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth satellite sebring\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3613, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"ford gran torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4141, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"buick century luxus (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4699, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"dodge coronet custom (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4457, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 16.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford gran torino (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4638, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 15.5, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"amc matador (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4257, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"audi fox\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2219, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1963, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"opel manta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2300, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 76.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1649, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 19.0, \"Cylinders\": 4, \"Displacement\": 83.0, \"Horsepower\": 61.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun 710\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2003, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"fiat 128\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2108, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"fiat 124 tc\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2246, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2489, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 93.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"subaru\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2391, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"fiat x1.9\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2000, \"Year\": \"1974-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"plymouth valiant custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3264, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"chevrolet nova\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3459, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 21.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"mercury monarch\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3432, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 19.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3158, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 11.5, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac catalina\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4668, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"chevrolet bel air\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4440, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"plymouth grand fury\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4498, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 148.0, \"Miles_per_Gallon\": 14.0, \"Name\": \"ford ltd\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4657, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 52.995740000000005}, {\"Acceleration\": 21.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"buick century\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3907, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 18.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"chevroelt chevelle malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3897, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 19.0, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3730, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 19.0, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"plymouth fury\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3785, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 15.0, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.0, \"Name\": \"buick skyhawk\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3039, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 79.49361}, {\"Acceleration\": 13.5, \"Cylinders\": 8, \"Displacement\": 262.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"chevrolet monza 2+2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3221, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford mustang ii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3169, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2171, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2639, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 16.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"amc gremlin\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2914, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"pontiac astro\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2592, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 13.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2702, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2223, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"datsun 710\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2545, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 171.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2984, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"volkswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"amc pacer\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3211, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 115.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"audi 100ls\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2694, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2957, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 98.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"volvo 244dl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2945, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 13.5, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"saab 99le\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2671, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"honda civic cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1975-01-01T00:00:00\", \"Miles_per_Liter\": 124.91853}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"fiat 131\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2464, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 116.0, \"Horsepower\": 81.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"opel 1900\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2220, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"capri ii\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2572, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 17.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2255, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 101.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"renault 12tl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2202, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet chevelle malibu classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 66.244675}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"dodge coronet brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4190, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 13.9, \"Cylinders\": 8, \"Displacement\": 304.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"amc matador\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3962, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 58.673855}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 152.0, \"Miles_per_Gallon\": 14.5, \"Name\": \"ford gran torino\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4215, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 54.888445000000004}, {\"Acceleration\": 15.4, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"plymouth valiant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3233, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"chevrolet nova\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3353, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 17.6, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 81.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"ford maverick\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3012, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 17.6, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 22.5, \"Name\": \"amc hornet\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3085, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 85.17172500000001}, {\"Acceleration\": 22.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2035, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 22.1, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 24.5, \"Name\": \"chevrolet woody\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2164, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 92.742545}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"vw rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1937, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 17.4, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 53.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1795, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 124.91853}, {\"Acceleration\": 17.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"dodge aspen se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3651, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 21.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 18.0, \"Name\": \"ford granada ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3574, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 68.13738000000001}, {\"Acceleration\": 16.2, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"pontiac ventura sj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3645, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 70.030085}, {\"Acceleration\": 17.8, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"amc pacer d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3193, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 66.244675}, {\"Acceleration\": 12.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"volkswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 111.669595}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"datsun b-210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1990, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2155, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 13.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 26.5, \"Name\": \"ford pinto\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2565, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 100.313365}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 130.0, \"Horsepower\": 102.0, \"Miles_per_Gallon\": 20.0, \"Name\": \"volvo 245\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3150, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 75.7082}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"plymouth volare premier v8\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 21.9, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3270, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 15.5, \"Cylinders\": 6, \"Displacement\": 156.0, \"Horsepower\": 108.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"toyota mark ii\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercedes-benz 280s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3820, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 62.459265}, {\"Acceleration\": 12.1, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"cadillac seville\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4380, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 62.459265}, {\"Acceleration\": 12.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"chevy c10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4055, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"ford f108\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3870, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 14.0, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 13.0, \"Name\": \"dodge d100\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3755, \"Year\": \"1976-01-01T00:00:00\", \"Miles_per_Liter\": 49.21033}, {\"Acceleration\": 18.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"honda Accelerationord cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2045, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 119.240415}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 111.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"buick opel isuzu deluxe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"renault 5 gtl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1825, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"plymouth arrow gs\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2300, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 96.527955}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"datsun f-10 hatchback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1945, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 126.81123500000001}, {\"Acceleration\": 12.5, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3880, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 66.244675}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"oldsmobile cutlass supreme\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4060, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"dodge monaco brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4140, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 58.673855}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 15.0, \"Name\": \"mercury cougar brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4295, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 56.781150000000004}, {\"Acceleration\": 16.4, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"chevrolet concours\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3520, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 66.244675}, {\"Acceleration\": 16.9, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"buick skylark\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 77.600905}, {\"Acceleration\": 17.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 19.0, \"Name\": \"plymouth volare custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3630, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 71.92279}, {\"Acceleration\": 19.0, \"Cylinders\": 6, \"Displacement\": 250.0, \"Horsepower\": 98.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"ford granada\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3525, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 70.030085}, {\"Acceleration\": 11.1, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 180.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"pontiac grand prix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4220, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 11.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 170.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4165, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 58.673855}, {\"Acceleration\": 12.2, \"Cylinders\": 8, \"Displacement\": 400.0, \"Horsepower\": 190.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"chrysler cordoba\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4325, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 58.673855}, {\"Acceleration\": 14.5, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 149.0, \"Miles_per_Gallon\": 16.0, \"Name\": \"ford thunderbird\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4335, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 60.56656}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"volkswagen rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1940, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 24.5, \"Name\": \"pontiac sunbird coupe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2740, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 92.742545}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"toyota corolla liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 89.0, \"Miles_per_Gallon\": 25.5, \"Name\": \"ford mustang ii 2+2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2755, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 96.527955}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2051, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 115.455005}, {\"Acceleration\": 15.9, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 83.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"dodge colt m/m\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2075, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 126.81123500000001}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 14.1, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 30.5, \"Name\": \"volkswagen dasher\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 115.455005}, {\"Acceleration\": 14.5, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"datsun 810\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2815, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 12.8, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"bmw 320i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2600, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 81.38631500000001}, {\"Acceleration\": 13.5, \"Cylinders\": 3, \"Displacement\": 80.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"mazda rx-4\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2720, \"Year\": \"1977-01-01T00:00:00\", \"Miles_per_Liter\": 81.38631500000001}, {\"Acceleration\": 21.5, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 43.1, \"Name\": \"volkswagen rabbit custom diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 163.151171}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 66.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"ford fiesta\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 136.653301}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 78.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 32.8, \"Name\": \"mazda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 124.161448}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 39.4, \"Name\": \"datsun b210 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2070, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 149.145154}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 36.1, \"Name\": \"honda civic cvcc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1800, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 136.653301}, {\"Acceleration\": 15.5, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 19.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3365, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 75.32965899999999}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"dodge diplomat\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3735, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 73.436954}, {\"Acceleration\": 12.8, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"mercury monarch ghia\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3570, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 76.465282}, {\"Acceleration\": 19.2, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"pontiac phoenix lj\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3535, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 72.679872}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"chevrolet malibu\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3155, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 77.600905}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford fairmont (auto)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2965, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 76.465282}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 25.1, \"Name\": \"ford fairmont (man)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 95.01379100000001}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 20.5, \"Name\": \"plymouth volare\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3430, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 77.600905}, {\"Acceleration\": 17.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.4, \"Name\": \"amc concord\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3210, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 73.436954}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"buick century special\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3380, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 77.97944600000001}, {\"Acceleration\": 16.7, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 20.8, \"Name\": \"mercury zephyr\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3070, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 78.736528}, {\"Acceleration\": 18.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 18.6, \"Name\": \"dodge aspen\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3620, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 70.40862600000001}, {\"Acceleration\": 15.1, \"Cylinders\": 6, \"Displacement\": 258.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"amc concord d/l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 68.515921}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 145.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet monte carlo landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3425, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 72.679872}, {\"Acceleration\": 13.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 165.0, \"Miles_per_Gallon\": 17.7, \"Name\": \"buick regal sport coupe (turbo)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3445, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 67.001757}, {\"Acceleration\": 11.2, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 139.0, \"Miles_per_Gallon\": 18.1, \"Name\": \"ford futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3205, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 68.515921}, {\"Acceleration\": 13.7, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 140.0, \"Miles_per_Gallon\": 17.5, \"Name\": \"dodge magnum xe\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4080, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 66.244675}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2155, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 27.5, \"Name\": \"toyota corona\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2560, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 104.098775}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"datsun 510\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2300, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 102.96315200000001}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 30.9, \"Name\": \"dodge omni\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2230, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 116.969169}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 95.0, \"Miles_per_Gallon\": 21.1, \"Name\": \"toyota celica gt liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2515, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 79.872151}, {\"Acceleration\": 16.7, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 23.2, \"Name\": \"plymouth sapporo\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2745, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 87.821512}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 23.8, \"Name\": \"oldsmobile starfire sx\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2855, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 90.092758}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 97.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"datsun 200-sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2405, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 90.471299}, {\"Acceleration\": 15.9, \"Cylinders\": 5, \"Displacement\": 131.0, \"Horsepower\": 103.0, \"Miles_per_Gallon\": 20.3, \"Name\": \"audi 5000\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2830, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 76.843823}, {\"Acceleration\": 13.6, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"volvo 264gl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3140, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.6, \"Name\": \"saab 99gle\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2795, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 81.76485600000001}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 163.0, \"Horsepower\": 133.0, \"Miles_per_Gallon\": 16.2, \"Name\": \"peugeot 604sl\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3410, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 61.323642}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.5, \"Name\": \"volkswagen scirocco\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1990, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 119.240415}, {\"Acceleration\": 16.6, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 29.5, \"Name\": \"honda Accelerationord lx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2135, \"Year\": \"1978-01-01T00:00:00\", \"Miles_per_Liter\": 111.669595}, {\"Acceleration\": 15.4, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 21.5, \"Name\": \"pontiac lemans v6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3245, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 81.38631500000001}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 19.8, \"Name\": \"mercury zephyr 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2990, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 74.95111800000001}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 22.3, \"Name\": \"ford fairmont 4\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2890, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 84.41464300000001}, {\"Acceleration\": 18.2, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"amc concord dl 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3265, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 76.465282}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 20.6, \"Name\": \"dodge aspen 6\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3360, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 77.97944600000001}, {\"Acceleration\": 15.4, \"Cylinders\": 8, \"Displacement\": 305.0, \"Horsepower\": 130.0, \"Miles_per_Gallon\": 17.0, \"Name\": \"chevrolet caprice classic\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3840, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 64.35197000000001}, {\"Acceleration\": 13.4, \"Cylinders\": 8, \"Displacement\": 302.0, \"Horsepower\": 129.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"ford ltd landau\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 66.62321600000001}, {\"Acceleration\": 13.2, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 138.0, \"Miles_per_Gallon\": 16.5, \"Name\": \"mercury grand marquis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3955, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 62.459265}, {\"Acceleration\": 15.2, \"Cylinders\": 8, \"Displacement\": 318.0, \"Horsepower\": 135.0, \"Miles_per_Gallon\": 18.2, \"Name\": \"dodge st. regis\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3830, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 68.894462}, {\"Acceleration\": 14.9, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 155.0, \"Miles_per_Gallon\": 16.9, \"Name\": \"buick estate wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4360, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 63.973428999999996}, {\"Acceleration\": 14.3, \"Cylinders\": 8, \"Displacement\": 351.0, \"Horsepower\": 142.0, \"Miles_per_Gallon\": 15.5, \"Name\": \"ford country squire (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 4054, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 58.673855}, {\"Acceleration\": 15.0, \"Cylinders\": 8, \"Displacement\": 267.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 19.2, \"Name\": \"chevrolet malibu classic (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3605, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 72.679872}, {\"Acceleration\": 13.0, \"Cylinders\": 8, \"Displacement\": 360.0, \"Horsepower\": 150.0, \"Miles_per_Gallon\": 18.5, \"Name\": \"chrysler lebaron town @ country (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3940, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 70.030085}, {\"Acceleration\": 14.0, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 31.9, \"Name\": \"vw rabbit custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1925, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 120.754579}, {\"Acceleration\": 15.2, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.1, \"Name\": \"maxda glc deluxe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 129.082481}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 35.7, \"Name\": \"dodge colt hatchback custom\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1915, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 135.139137}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 27.4, \"Name\": \"amc spirit dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 103.720234}, {\"Acceleration\": 20.1, \"Cylinders\": 5, \"Displacement\": 183.0, \"Horsepower\": 77.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"mercedes benz 300d\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3530, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 96.149414}, {\"Acceleration\": 17.4, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 125.0, \"Miles_per_Gallon\": 23.0, \"Name\": \"cadillac eldorado\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3900, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 24.8, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 71.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"peugeot 504\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3190, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 102.96315200000001}, {\"Acceleration\": 22.2, \"Cylinders\": 8, \"Displacement\": 260.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 23.9, \"Name\": \"oldsmobile cutlass salon brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3420, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 90.471299}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.2, \"Name\": \"plymouth horizon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2200, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 129.461022}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.5, \"Name\": \"plymouth horizon tc3\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2150, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 130.596645}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 31.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2020, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 120.37603800000001}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 69.0, \"Miles_per_Gallon\": 37.3, \"Name\": \"fiat strada custom\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 141.195793}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.4, \"Name\": \"buick skylark limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2670, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 107.505644}, {\"Acceleration\": 11.3, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 28.8, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2595, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 109.01980800000001}, {\"Acceleration\": 12.9, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 115.0, \"Miles_per_Gallon\": 26.8, \"Name\": \"oldsmobile omega brougham\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2700, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 101.44898800000001}, {\"Acceleration\": 13.2, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 33.5, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2556, \"Year\": \"1979-01-01T00:00:00\", \"Miles_per_Liter\": 126.81123500000001}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 41.5, \"Name\": \"vw rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2144, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 157.094515}, {\"Acceleration\": 18.8, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 38.1, \"Name\": \"toyota corolla tercel\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1968, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 144.22412100000003}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 32.1, \"Name\": \"chevrolet chevette\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2120, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 121.511661}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 37.2, \"Name\": \"datsun 310\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2019, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 140.81725200000002}, {\"Acceleration\": 16.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2678, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 18.1, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 26.4, \"Name\": \"ford fairmont\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2870, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 99.93482399999999}, {\"Acceleration\": 20.1, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 24.3, \"Name\": \"amc concord\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3003, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 91.98546300000001}, {\"Acceleration\": 18.7, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 19.1, \"Name\": \"dodge aspen\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3381, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 72.301331}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 78.0, \"Miles_per_Gallon\": 34.3, \"Name\": \"audi 4000\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2188, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 129.839563}, {\"Acceleration\": 15.5, \"Cylinders\": 4, \"Displacement\": 134.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 29.8, \"Name\": \"toyota corona liftback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2711, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 112.80521800000001}, {\"Acceleration\": 17.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 31.3, \"Name\": \"mazda 626\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2542, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 118.483333}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"datsun 510 hatchback\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2434, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 140.06017}, {\"Acceleration\": 15.2, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.2, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2265, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 121.89020200000002}, {\"Acceleration\": 17.9, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 46.6, \"Name\": \"mazda glc\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 176.40010600000002}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 27.9, \"Name\": \"dodge colt\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2800, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 105.612939}, {\"Acceleration\": 19.2, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 40.8, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2110, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 154.444728}, {\"Acceleration\": 21.7, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 44.3, \"Name\": \"vw rabbit c (diesel)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2085, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 167.693663}, {\"Acceleration\": 23.7, \"Cylinders\": 4, \"Displacement\": 90.0, \"Horsepower\": 48.0, \"Miles_per_Gallon\": 43.4, \"Name\": \"vw dasher (diesel)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2335, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 164.28679400000001}, {\"Acceleration\": 19.9, \"Cylinders\": 5, \"Displacement\": 121.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 36.4, \"Name\": \"audi 5000s (diesel)\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2950, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 137.788924}, {\"Acceleration\": 21.8, \"Cylinders\": 4, \"Displacement\": 146.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"mercedes-benz 240d\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3250, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 13.8, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 44.6, \"Name\": \"honda civic 1500 gl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1850, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 168.82928600000002}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": null, \"Miles_per_Gallon\": 40.9, \"Name\": \"renault lecar deluxe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1835, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 154.823269}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 33.8, \"Name\": \"subaru dl\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2145, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 127.94685799999999}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Miles_per_Gallon\": 29.8, \"Name\": \"vokswagen rabbit\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1845, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 112.80521800000001}, {\"Acceleration\": 11.4, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 132.0, \"Miles_per_Gallon\": 32.7, \"Name\": \"datsun 280-zx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2910, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 123.78290700000002}, {\"Acceleration\": 12.5, \"Cylinders\": 3, \"Displacement\": 70.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 23.7, \"Name\": \"mazda rx-7 gs\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2420, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 89.714217}, {\"Acceleration\": 15.1, \"Cylinders\": 4, \"Displacement\": 122.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 35.0, \"Name\": \"triumph tr7 coupe\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2500, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 132.48935}, {\"Acceleration\": 14.3, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.6, \"Name\": \"ford mustang cobra\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2905, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 89.335676}, {\"Acceleration\": 17.0, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 72.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2290, \"Year\": \"1980-01-01T00:00:00\", \"Miles_per_Liter\": 122.647284}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 27.2, \"Name\": \"plymouth reliant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2490, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 102.96315200000001}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"buick skylark\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 100.691906}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 25.8, \"Name\": \"dodge aries wagon (sw)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2620, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 97.663578}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 173.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 23.5, \"Name\": \"chevrolet citation\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2725, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 88.95713500000001}, {\"Acceleration\": 12.9, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 30.0, \"Name\": \"plymouth reliant\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2385, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 113.56230000000001}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 79.0, \"Horsepower\": 58.0, \"Miles_per_Gallon\": 39.1, \"Name\": \"toyota starlet\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1755, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 148.009531}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 86.0, \"Horsepower\": 64.0, \"Miles_per_Gallon\": 39.0, \"Name\": \"plymouth champ\", \"Origin\": \"USA\", \"Weight_in_lbs\": 1875, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 147.63099}, {\"Acceleration\": 16.1, \"Cylinders\": 4, \"Displacement\": 81.0, \"Horsepower\": 60.0, \"Miles_per_Gallon\": 35.1, \"Name\": \"honda civic 1300\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1760, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 132.86789100000001}, {\"Acceleration\": 17.8, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 32.3, \"Name\": \"subaru\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2065, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 122.268743}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 85.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"datsun 210\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1975, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 140.06017}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 89.0, \"Horsepower\": 62.0, \"Miles_per_Gallon\": 37.7, \"Name\": \"toyota tercel\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2050, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 142.709957}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 34.1, \"Name\": \"mazda glc 4\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1985, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 129.082481}, {\"Acceleration\": 14.9, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 34.7, \"Name\": \"plymouth horizon 4\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2215, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 131.35372700000002}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 34.4, \"Name\": \"ford escort 4w\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2045, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 130.218104}, {\"Acceleration\": 20.7, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 65.0, \"Miles_per_Gallon\": 29.9, \"Name\": \"ford escort 2h\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2380, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 113.183759}, {\"Acceleration\": 14.2, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 33.0, \"Name\": \"volkswagen jetta\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2190, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 124.91853}, {\"Acceleration\": 15.8, \"Cylinders\": 4, \"Displacement\": 100.0, \"Horsepower\": null, \"Miles_per_Gallon\": 34.5, \"Name\": \"renault 18i\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2320, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 130.596645}, {\"Acceleration\": 14.4, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 33.7, \"Name\": \"honda prelude\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2210, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 127.56831700000002}, {\"Acceleration\": 16.8, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 32.4, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2350, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 122.647284}, {\"Acceleration\": 14.8, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 100.0, \"Miles_per_Gallon\": 32.9, \"Name\": \"datsun 200sx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2615, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 124.539989}, {\"Acceleration\": 18.3, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 31.6, \"Name\": \"mazda 626\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2635, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 119.61895600000001}, {\"Acceleration\": 20.4, \"Cylinders\": 4, \"Displacement\": 141.0, \"Horsepower\": 80.0, \"Miles_per_Gallon\": 28.1, \"Name\": \"peugeot 505s turbo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3230, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 106.37002100000001}, {\"Acceleration\": 15.4, \"Cylinders\": 4, \"Displacement\": 121.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": null, \"Name\": \"saab 900s\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2800, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": null}, {\"Acceleration\": 19.6, \"Cylinders\": 6, \"Displacement\": 145.0, \"Horsepower\": 76.0, \"Miles_per_Gallon\": 30.7, \"Name\": \"volvo diesel\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 3160, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 116.212087}, {\"Acceleration\": 12.6, \"Cylinders\": 6, \"Displacement\": 168.0, \"Horsepower\": 116.0, \"Miles_per_Gallon\": 25.4, \"Name\": \"toyota cressida\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2900, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 96.149414}, {\"Acceleration\": 13.8, \"Cylinders\": 6, \"Displacement\": 146.0, \"Horsepower\": 120.0, \"Miles_per_Gallon\": 24.2, \"Name\": \"datsun 810 maxima\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2930, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 91.606922}, {\"Acceleration\": 15.8, \"Cylinders\": 6, \"Displacement\": 231.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 22.4, \"Name\": \"buick century\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3415, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 84.793184}, {\"Acceleration\": 19.0, \"Cylinders\": 8, \"Displacement\": 350.0, \"Horsepower\": 105.0, \"Miles_per_Gallon\": 26.6, \"Name\": \"oldsmobile cutlass ls\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3725, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 100.691906}, {\"Acceleration\": 17.1, \"Cylinders\": 6, \"Displacement\": 200.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 20.2, \"Name\": \"ford granada gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3060, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 76.465282}, {\"Acceleration\": 16.6, \"Cylinders\": 6, \"Displacement\": 225.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 17.6, \"Name\": \"chrysler lebaron salon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3465, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 66.62321600000001}, {\"Acceleration\": 19.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"chevrolet cavalier\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2605, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet cavalier wagon\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2640, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"chevrolet cavalier 2-door\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2395, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 128.70394000000002}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 112.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"pontiac j2000 se hatchback\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2575, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 16.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 29.0, \"Name\": \"dodge aries se\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2525, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 109.77689000000001}, {\"Acceleration\": 18.0, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"pontiac phoenix\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2735, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 16.4, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 24.0, \"Name\": \"ford fairmont futura\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2865, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 90.84984}, {\"Acceleration\": 20.5, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": null, \"Miles_per_Gallon\": 23.0, \"Name\": \"amc concord dl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3035, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 87.06443}, {\"Acceleration\": 15.3, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 74.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"volkswagen rabbit l\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 1980, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 18.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 37.0, \"Name\": \"mazda glc custom l\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2025, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 140.06017}, {\"Acceleration\": 17.6, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 68.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"mazda glc custom\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1970, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}, {\"Acceleration\": 14.7, \"Cylinders\": 4, \"Displacement\": 105.0, \"Horsepower\": 63.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"plymouth horizon miser\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 143.84558}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 98.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"mercury lynx l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2125, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 88.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"nissan stanza xe\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2160, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 107.0, \"Horsepower\": 75.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"honda Accelerationord\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2205, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 16.9, \"Cylinders\": 4, \"Displacement\": 108.0, \"Horsepower\": 70.0, \"Miles_per_Gallon\": 34.0, \"Name\": \"toyota corolla\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2245, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 128.70394000000002}, {\"Acceleration\": 15.0, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"honda civic\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 143.84558}, {\"Acceleration\": 15.7, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"honda civic (auto)\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1965, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 16.2, \"Cylinders\": 4, \"Displacement\": 91.0, \"Horsepower\": 67.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"datsun 310 gx\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 1995, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 143.84558}, {\"Acceleration\": 16.4, \"Cylinders\": 6, \"Displacement\": 181.0, \"Horsepower\": 110.0, \"Miles_per_Gallon\": 25.0, \"Name\": \"buick century limited\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2945, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 94.63525}, {\"Acceleration\": 17.0, \"Cylinders\": 6, \"Displacement\": 262.0, \"Horsepower\": 85.0, \"Miles_per_Gallon\": 38.0, \"Name\": \"oldsmobile cutlass ciera (diesel)\", \"Origin\": \"USA\", \"Weight_in_lbs\": 3015, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 143.84558}, {\"Acceleration\": 14.5, \"Cylinders\": 4, \"Displacement\": 156.0, \"Horsepower\": 92.0, \"Miles_per_Gallon\": 26.0, \"Name\": \"chrysler lebaron medallion\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2585, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 98.42066}, {\"Acceleration\": 14.7, \"Cylinders\": 6, \"Displacement\": 232.0, \"Horsepower\": 112.0, \"Miles_per_Gallon\": 22.0, \"Name\": \"ford granada l\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2835, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 83.27902}, {\"Acceleration\": 13.9, \"Cylinders\": 4, \"Displacement\": 144.0, \"Horsepower\": 96.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"toyota celica gt\", \"Origin\": \"Japan\", \"Weight_in_lbs\": 2665, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 13.0, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 36.0, \"Name\": \"dodge charger 2.2\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2370, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 136.27476000000001}, {\"Acceleration\": 17.3, \"Cylinders\": 4, \"Displacement\": 151.0, \"Horsepower\": 90.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"chevrolet camaro\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2950, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 15.6, \"Cylinders\": 4, \"Displacement\": 140.0, \"Horsepower\": 86.0, \"Miles_per_Gallon\": 27.0, \"Name\": \"ford mustang gl\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2790, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 102.20607000000001}, {\"Acceleration\": 24.6, \"Cylinders\": 4, \"Displacement\": 97.0, \"Horsepower\": 52.0, \"Miles_per_Gallon\": 44.0, \"Name\": \"vw pickup\", \"Origin\": \"Europe\", \"Weight_in_lbs\": 2130, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 166.55804}, {\"Acceleration\": 11.6, \"Cylinders\": 4, \"Displacement\": 135.0, \"Horsepower\": 84.0, \"Miles_per_Gallon\": 32.0, \"Name\": \"dodge rampage\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2295, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 121.13312}, {\"Acceleration\": 18.6, \"Cylinders\": 4, \"Displacement\": 120.0, \"Horsepower\": 79.0, \"Miles_per_Gallon\": 28.0, \"Name\": \"ford ranger\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2625, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 105.99148000000001}, {\"Acceleration\": 19.4, \"Cylinders\": 4, \"Displacement\": 119.0, \"Horsepower\": 82.0, \"Miles_per_Gallon\": 31.0, \"Name\": \"chevy s-10\", \"Origin\": \"USA\", \"Weight_in_lbs\": 2720, \"Year\": \"1982-01-01T00:00:00\", \"Miles_per_Liter\": 117.34771}]}};\n", + "var opt = {};\n", + "var type = \"vega-lite\";\n", + "var id = \"ce01657f-6151-4ee3-ba95-b0d41bddda55\";\n", + "\n", + "var output_area = this;\n", + "\n", + "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n", + " var target = document.createElement(\"div\");\n", + " target.id = id;\n", + " target.className = \"vega-embed\";\n", + "\n", + " var style = document.createElement(\"style\");\n", + " style.textContent = [\n", + " \".vega-embed .error p {\",\n", + " \" color: firebrick;\",\n", + " \" font-size: 14px;\",\n", + " \"}\",\n", + " ].join(\"\\\\n\");\n", + "\n", + " // element is a jQuery wrapped DOM element inside the output area\n", + " // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n", + " // IPython.display.html#IPython.display.Javascript.__init__\n", + " element[0].appendChild(target);\n", + " element[0].appendChild(style);\n", + "\n", + " vega.render(\"#\" + id, spec, type, opt, output_area);\n", + "}, function (err) {\n", + " if (err.requireType !== \"scripterror\") {\n", + " throw(err);\n", + " }\n", + "});\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "jupyter-vega": "#ce01657f-6151-4ee3-ba95-b0d41bddda55" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# %load ../scripts/altair-example.py" + "# %load ../scripts/altair-example.py\n", + "#!/usr/bin/env python\n", + "\"\"\"\n", + "Altair Tooltip Example\n", + "======================\n", + "\n", + "An example script that Jonathan lightly modified to make it work in a Notebook.\n", + "\"\"\"\n", + "import sys\n", + "\n", + "import altair as alt\n", + "\n", + "alt.renderers.enable(\"notebook\")\n", + "\n", + "from vega_datasets import data\n", + "\n", + "iris = data.iris()\n", + "# alt.renderers.enable('default')\n", + "\n", + "alt.Chart(iris).mark_point().encode(x=\"petalLength\", y=\"petalWidth\", color=\"species\")\n", + "\n", + "\n", + "cars = data.cars()\n", + "\n", + "LITERS_PER_GALLON = 3.78541\n", + "\n", + "cars[\"Miles_per_Liter\"] = cars[\"Miles_per_Gallon\"] * LITERS_PER_GALLON\n", + "\n", + "alt.Chart(cars).mark_circle(size=60).encode(\n", + " x=\"Horsepower\",\n", + " y=\"Miles_per_Gallon\",\n", + " color=\"Origin\",\n", + " tooltip=[\"Name\", \"Origin\", \"Horsepower\", \"Miles_per_Gallon\"],\n", + ").interactive()\n" ] }, { @@ -60,11 +181,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 54, "metadata": { "ExecuteTime": { - "end_time": "2019-01-17T23:52:39.427121Z", - "start_time": "2019-01-17T23:52:37.812664Z" + "end_time": "2019-06-06T02:04:54.922166Z", + "start_time": "2019-06-06T02:04:54.005991Z" } }, "outputs": [], @@ -80,7 +201,7 @@ "\n", "import numpy as np\n", "import pandas as pd\n", - "from pandas.tools.plotting import scatter_matrix\n", + "from pandas.plotting import scatter_matrix\n", "from sklearn.datasets import load_boston\n", "\n", "import warnings\n", @@ -100,50 +221,214 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 55, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:08:05.934382Z", - "start_time": "2019-01-18T03:08:05.821446Z" + "end_time": "2019-06-06T02:04:55.034558Z", + "start_time": "2019-06-06T02:04:54.990692Z" } }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'pd' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m-----------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"../data/coal_prod_cleaned.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined" - ] - } - ], + "outputs": [], "source": [ "df = pd.read_csv(\"../data/coal_prod_cleaned.csv\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 56, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:08:06.048870Z", - "start_time": "2019-01-18T03:08:06.039735Z" + "end_time": "2019-06-06T02:04:55.169272Z", + "start_time": "2019-06-06T02:04:55.150253Z" } }, "outputs": [ { - "ename": "NameError", - "evalue": "name 'df' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m-----------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined" - ] + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSHA_IDAverage_EmployeesCompany_TypeLabor_HoursMine_BasinMine_CountyMine_NameMine_StateMine_StatusMine_TypeOperating_CompanyOperating_Company_AddressOperation_TypeProduction_short_tonsUnion_CodeYear
010329518.0Independent Producer Operator39175.0Appalachia SouthernBibbSeymour MineAlabamaActiveSurfaceHope Coal Company IncP.O. Box 249, Maylene, AL 35114Mine only105082.0NaN2008
110311719.0Operating Subsidiary29926.0Appalachia SouthernCullmanMine #2, #3, #4AlabamaActive, men working, not producingSurfaceTwin Pines Coal Company Inc1874 County Road 15, Bremen, AL 35033Mine only10419.0NaN2008
210336120.0Operating Subsidiary42542.0Appalachia SouthernCullmanCold Springs West MineAlabamaActiveSurfaceTwin Pines Coal Company74 Industrial Parkway, Jasper, AL 35502Mine only143208.0NaN2008
3100759395.0Operating Subsidiary890710.0Appalachia SouthernFayetteNorth River # 1 Underground MiAlabamaActiveUndergroundChevron Mining Inc3114 County Road 63 S, Berry, AL 35546Mine and Preparation Plant2923261.0United Mine Workers of America2008
410324622.0Independent Producer Operator55403.0Appalachia SouthernFranklinBear CreekAlabamaActiveSurfaceBirmingham Coal & Coke Co., In912 Edenton Street, Birmingham, AL 35242Mine only183137.0NaN2008
\n", + "
" + ], + "text/plain": [ + " MSHA_ID Average_Employees Company_Type Labor_Hours \\\n", + "0 103295 18.0 Independent Producer Operator 39175.0 \n", + "1 103117 19.0 Operating Subsidiary 29926.0 \n", + "2 103361 20.0 Operating Subsidiary 42542.0 \n", + "3 100759 395.0 Operating Subsidiary 890710.0 \n", + "4 103246 22.0 Independent Producer Operator 55403.0 \n", + "\n", + " Mine_Basin Mine_County Mine_Name Mine_State \\\n", + "0 Appalachia Southern Bibb Seymour Mine Alabama \n", + "1 Appalachia Southern Cullman Mine #2, #3, #4 Alabama \n", + "2 Appalachia Southern Cullman Cold Springs West Mine Alabama \n", + "3 Appalachia Southern Fayette North River # 1 Underground Mi Alabama \n", + "4 Appalachia Southern Franklin Bear Creek Alabama \n", + "\n", + " Mine_Status Mine_Type \\\n", + "0 Active Surface \n", + "1 Active, men working, not producing Surface \n", + "2 Active Surface \n", + "3 Active Underground \n", + "4 Active Surface \n", + "\n", + " Operating_Company Operating_Company_Address \\\n", + "0 Hope Coal Company Inc P.O. Box 249, Maylene, AL 35114 \n", + "1 Twin Pines Coal Company Inc 1874 County Road 15, Bremen, AL 35033 \n", + "2 Twin Pines Coal Company 74 Industrial Parkway, Jasper, AL 35502 \n", + "3 Chevron Mining Inc 3114 County Road 63 S, Berry, AL 35546 \n", + "4 Birmingham Coal & Coke Co., In 912 Edenton Street, Birmingham, AL 35242 \n", + "\n", + " Operation_Type Production_short_tons \\\n", + "0 Mine only 105082.0 \n", + "1 Mine only 10419.0 \n", + "2 Mine only 143208.0 \n", + "3 Mine and Preparation Plant 2923261.0 \n", + "4 Mine only 183137.0 \n", + "\n", + " Union_Code Year \n", + "0 NaN 2008 \n", + "1 NaN 2008 \n", + "2 NaN 2008 \n", + "3 United Mine Workers of America 2008 \n", + "4 NaN 2008 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -152,51 +437,39 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 57, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:08:06.305039Z", - "start_time": "2019-01-18T03:08:06.292237Z" + "end_time": "2019-06-06T02:04:55.290027Z", + "start_time": "2019-06-06T02:04:55.286870Z" } }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'sns' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m-----------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcolors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolor_palette\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_colors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mYear\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'sns' is not defined" - ] - } - ], + "outputs": [], "source": [ "colors = sns.color_palette(n_colors=df.Year.nunique())" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 58, "metadata": { "ExecuteTime": { - "end_time": "2018-09-19T03:42:12.872239Z", - "start_time": "2018-09-19T03:42:12.866156Z" + "end_time": "2019-06-06T02:04:55.296657Z", + "start_time": "2019-06-06T02:04:55.291834Z" } }, "outputs": [ { "data": { "text/plain": [ - "{2008: (0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n", - " 2009: (1.0, 0.4980392156862745, 0.054901960784313725),\n", - " 2010: (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n", - " 2011: (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n", - " 2012: (0.5803921568627451, 0.403921568627451, 0.7411764705882353)}" + "{2008: (0.0, 0.4470588235294118, 0.6980392156862745),\n", + " 2009: (0.0, 0.6196078431372549, 0.45098039215686275),\n", + " 2010: (0.8352941176470589, 0.3686274509803922, 0.0),\n", + " 2011: (0.8, 0.4745098039215686, 0.6549019607843137),\n", + " 2012: (0.9411764705882353, 0.8941176470588236, 0.25882352941176473)}" ] }, - "execution_count": 6, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -208,18 +481,18 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 63, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:00.682203Z", - "start_time": "2018-09-18T02:30:00.024882Z" + "end_time": "2019-06-06T02:04:56.123988Z", + "start_time": "2019-06-06T02:04:55.521696Z" }, "code_folding": [] }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -232,8 +505,8 @@ "for year in sorted(df.Year.unique()[[0, 2, -1]]):\n", " plt.scatter(df[df.Year == year].Labor_Hours,\n", " df[df.Year == year].Production_short_tons, \n", - " c=color_dict[year],\n", - " s=50,\n", + " c=np.c_[color_dict[year]],\n", + " s=500,\n", " label=year,\n", " )\n", "plt.xlabel(\"Total Hours Worked\")\n", @@ -244,11 +517,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 60, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:34.709870Z", - "start_time": "2018-09-18T02:30:34.705032Z" + "end_time": "2019-06-06T02:04:56.262900Z", + "start_time": "2019-06-06T02:04:56.256131Z" } }, "outputs": [ @@ -283,7 +556,7 @@ " 'seaborn-deep']" ] }, - "execution_count": 20, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -294,11 +567,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 61, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:37.257017Z", - "start_time": "2018-09-18T02:30:37.254061Z" + "end_time": "2019-06-06T02:04:56.384360Z", + "start_time": "2019-06-06T02:04:56.381308Z" } }, "outputs": [], @@ -308,23 +581,32 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 53, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:38.441250Z", - "start_time": "2018-09-18T02:30:37.939266Z" + "end_time": "2019-06-06T02:04:57.039591Z", + "start_time": "2019-06-06T02:04:56.513913Z" } }, "outputs": [ { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "AttributeError", + "evalue": "'DataFrame' object has no attribute 'Year'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0myear\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msorted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mYear\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m plt.scatter(df[df.Year == year].Labor_Hours,\n\u001b[1;32m 3\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mYear\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0myear\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mProduction_short_tons\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# c=color_dict[year],\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniconda3/envs/dspy3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5065\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5066\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5067\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5068\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5069\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Year'" + ] } ], "source": [ @@ -343,11 +625,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:39.512197Z", - "start_time": "2018-09-18T02:30:39.499491Z" + "end_time": "2019-06-06T02:04:57.167480Z", + "start_time": "2019-06-06T02:04:57.156895Z" } }, "outputs": [], @@ -360,11 +642,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:40.007237Z", - "start_time": "2018-09-18T02:30:39.985754Z" + "end_time": "2019-06-06T02:04:57.360976Z", + "start_time": "2019-06-06T02:04:57.338538Z" } }, "outputs": [ @@ -517,7 +799,7 @@ "4 18.7 396.90 5.33 36.2 0.0 " ] }, - "execution_count": 24, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -529,22 +811,24 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:40.666035Z", - "start_time": "2018-09-18T02:30:40.430949Z" + "end_time": "2019-06-06T02:04:57.856001Z", + "start_time": "2019-06-06T02:04:57.534204Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -556,22 +840,24 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:42.149613Z", - "start_time": "2018-09-18T02:30:41.080195Z" + "end_time": "2019-06-06T02:04:58.472057Z", + "start_time": "2019-06-06T02:04:58.025096Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -584,22 +870,24 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:44.675038Z", - "start_time": "2018-09-18T02:30:42.590068Z" + "end_time": "2019-06-06T02:05:02.080313Z", + "start_time": "2019-06-06T02:04:58.636963Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -610,22 +898,24 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2018-09-18T02:30:49.102140Z", - "start_time": "2018-09-18T02:30:45.162079Z" + "end_time": "2019-06-06T02:05:13.951658Z", + "start_time": "2019-06-06T02:05:02.255377Z" } }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -646,11 +936,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2017-06-01T02:27:33.679991Z", - "start_time": "2017-06-01T02:27:33.667044Z" + "end_time": "2019-06-06T02:05:14.179802Z", + "start_time": "2019-06-06T02:05:14.162534Z" } }, "outputs": [], @@ -660,25 +950,137 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2017-06-01T02:27:35.017554Z", - "start_time": "2017-06-01T02:27:35.003860Z" + "end_time": "2019-06-06T02:05:14.407878Z", + "start_time": "2019-06-06T02:05:14.395147Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
playerShortbirthdayheightweightpositionphotoIDrater1rater2
0aaron-hughes08.11.1979182.071.0Center Back3868.jpg0.250.00
1aaron-hunt04.09.1986183.073.0Attacking Midfielder20136.jpg0.000.25
2aaron-lennon16.04.1987165.063.0Right Midfielder13515.jpg0.250.25
3aaron-ramsey26.12.1990178.076.0Center Midfielder94953.jpg0.000.00
4abdelhamid-el-kaoutari17.03.1990180.073.0Center Back124913.jpg0.250.25
\n", + "
" + ], + "text/plain": [ + " playerShort birthday height weight position \\\n", + "0 aaron-hughes 08.11.1979 182.0 71.0 Center Back \n", + "1 aaron-hunt 04.09.1986 183.0 73.0 Attacking Midfielder \n", + "2 aaron-lennon 16.04.1987 165.0 63.0 Right Midfielder \n", + "3 aaron-ramsey 26.12.1990 178.0 76.0 Center Midfielder \n", + "4 abdelhamid-el-kaoutari 17.03.1990 180.0 73.0 Center Back \n", + "\n", + " photoID rater1 rater2 \n", + "0 3868.jpg 0.25 0.00 \n", + "1 20136.jpg 0.00 0.25 \n", + "2 13515.jpg 0.25 0.25 \n", + "3 94953.jpg 0.00 0.00 \n", + "4 124913.jpg 0.25 0.25 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "players.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2017-06-01T02:28:25.763747Z", - "start_time": "2017-06-01T02:28:25.754523Z" + "end_time": "2019-06-06T02:05:39.107331Z", + "start_time": "2019-06-06T02:05:39.100038Z" } }, "outputs": [], @@ -697,14 +1099,132 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2017-06-01T02:28:26.199916Z", - "start_time": "2017-06-01T02:28:26.183857Z" + "end_time": "2019-06-06T02:05:39.371227Z", + "start_time": "2019-06-06T02:05:39.358191Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
playerShortbirthdayheightweightpositionphotoIDrater1rater2weightclass
0aaron-hughes08.11.1979182.071.0Center Back3868.jpg0.250.00low_weight
1aaron-hunt04.09.1986183.073.0Attacking Midfielder20136.jpg0.000.25low_weight
2aaron-lennon16.04.1987165.063.0Right Midfielder13515.jpg0.250.25vlow_weight
3aaron-ramsey26.12.1990178.076.0Center Midfielder94953.jpg0.000.00mid_weight
4abdelhamid-el-kaoutari17.03.1990180.073.0Center Back124913.jpg0.250.25low_weight
\n", + "
" + ], + "text/plain": [ + " playerShort birthday height weight position \\\n", + "0 aaron-hughes 08.11.1979 182.0 71.0 Center Back \n", + "1 aaron-hunt 04.09.1986 183.0 73.0 Attacking Midfielder \n", + "2 aaron-lennon 16.04.1987 165.0 63.0 Right Midfielder \n", + "3 aaron-ramsey 26.12.1990 178.0 76.0 Center Midfielder \n", + "4 abdelhamid-el-kaoutari 17.03.1990 180.0 73.0 Center Back \n", + "\n", + " photoID rater1 rater2 weightclass \n", + "0 3868.jpg 0.25 0.00 low_weight \n", + "1 20136.jpg 0.00 0.25 low_weight \n", + "2 13515.jpg 0.25 0.25 vlow_weight \n", + "3 94953.jpg 0.00 0.00 mid_weight \n", + "4 124913.jpg 0.25 0.25 low_weight " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "players.head()" ] @@ -720,11 +1240,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:08:17.890658Z", - "start_time": "2019-01-18T03:08:17.887845Z" + "end_time": "2019-06-06T02:05:53.877451Z", + "start_time": "2019-06-06T02:05:53.874747Z" } }, "outputs": [], @@ -734,11 +1254,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:08:19.054321Z", - "start_time": "2019-01-18T03:08:18.817409Z" + "end_time": "2019-06-06T02:05:54.874993Z", + "start_time": "2019-06-06T02:05:54.712550Z" } }, "outputs": [ @@ -757,10 +1277,10 @@ " " ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -771,11 +1291,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:09:03.466590Z", - "start_time": "2019-01-18T03:09:03.066384Z" + "end_time": "2019-06-06T02:06:35.959205Z", + "start_time": "2019-06-06T02:06:35.931413Z" } }, "outputs": [], @@ -787,11 +1307,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:09:03.936849Z", - "start_time": "2019-01-18T03:09:03.934165Z" + "end_time": "2019-06-06T02:06:36.706663Z", + "start_time": "2019-06-06T02:06:36.703900Z" } }, "outputs": [], @@ -802,18 +1322,18 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:09:05.092201Z", - "start_time": "2019-01-18T03:09:05.048485Z" + "end_time": "2019-06-06T02:06:37.625213Z", + "start_time": "2019-06-06T02:06:37.578536Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ccb51077859d46d1860787ee6bbbcf8a", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -833,26 +1353,26 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:10:44.092419Z", - "start_time": "2019-01-18T03:10:44.088892Z" + "end_time": "2019-06-06T02:07:22.546471Z", + "start_time": "2019-06-06T02:07:22.542772Z" } }, "outputs": [], "source": [ "fig.animation_duration = 500\n", - "scatter.y = x**2" + "scatter.y = x**.5" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:10:58.335516Z", - "start_time": "2019-01-18T03:10:58.326554Z" + "end_time": "2019-06-06T02:07:33.825155Z", + "start_time": "2019-06-06T02:07:33.818714Z" } }, "outputs": [], @@ -863,21 +1383,21 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:11:31.115139Z", - "start_time": "2019-01-18T03:11:31.110857Z" + "end_time": "2019-06-06T02:07:54.308139Z", + "start_time": "2019-06-06T02:07:54.304345Z" } }, "outputs": [ { "data": { "text/plain": [ - "[10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]" + "[]" ] }, - "execution_count": 13, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -888,11 +1408,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:11:56.368034Z", - "start_time": "2019-01-18T03:11:56.364751Z" + "end_time": "2019-06-06T02:08:15.074922Z", + "start_time": "2019-06-06T02:08:15.071633Z" } }, "outputs": [], @@ -909,11 +1429,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 46, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:12:54.290263Z", - "start_time": "2019-01-18T03:12:53.653444Z" + "end_time": "2019-06-06T02:08:31.021648Z", + "start_time": "2019-06-06T02:08:30.530439Z" } }, "outputs": [], @@ -930,11 +1450,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 47, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:12:55.823976Z", - "start_time": "2019-01-18T03:12:55.820731Z" + "end_time": "2019-06-06T02:08:45.676941Z", + "start_time": "2019-06-06T02:08:45.674042Z" } }, "outputs": [], @@ -945,18 +1465,18 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:12:57.651851Z", - "start_time": "2019-01-18T03:12:57.590180Z" + "end_time": "2019-06-06T02:08:47.668369Z", + "start_time": "2019-06-06T02:08:47.591946Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f0f77f7550724a7eb361895730df05c2", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -976,11 +1496,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 49, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:16.179233Z", - "start_time": "2019-01-18T03:13:16.175105Z" + "end_time": "2019-06-06T02:09:08.664261Z", + "start_time": "2019-06-06T02:09:08.660775Z" } }, "outputs": [], @@ -990,11 +1510,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:20.129073Z", - "start_time": "2019-01-18T03:13:20.125644Z" + "end_time": "2019-06-06T02:09:14.979121Z", + "start_time": "2019-06-06T02:09:14.975910Z" } }, "outputs": [], @@ -1004,11 +1524,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:25.932901Z", - "start_time": "2019-01-18T03:13:25.929118Z" + "end_time": "2019-06-06T02:09:21.368326Z", + "start_time": "2019-06-06T02:09:21.364791Z" } }, "outputs": [], @@ -1019,11 +1539,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:42.820999Z", - "start_time": "2019-01-18T03:13:42.816788Z" + "end_time": "2019-06-06T02:09:25.751791Z", + "start_time": "2019-06-06T02:09:25.748121Z" } }, "outputs": [], @@ -1033,11 +1553,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:43.091053Z", - "start_time": "2019-01-18T03:13:43.087450Z" + "end_time": "2019-06-05T07:11:38.986621Z", + "start_time": "2019-06-05T07:11:38.982958Z" } }, "outputs": [], @@ -1047,11 +1567,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:44.879909Z", - "start_time": "2019-01-18T03:13:43.902756Z" + "end_time": "2019-06-06T02:09:36.316180Z", + "start_time": "2019-06-06T02:09:35.451697Z" } }, "outputs": [], @@ -1061,11 +1581,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:44.977464Z", - "start_time": "2019-01-18T03:13:44.973414Z" + "end_time": "2019-06-06T02:09:36.690249Z", + "start_time": "2019-06-06T02:09:36.686464Z" } }, "outputs": [ @@ -1075,7 +1595,7 @@ "(6, 200, 1250)" ] }, - "execution_count": 26, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1086,11 +1606,11 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:45.077347Z", - "start_time": "2019-01-18T03:13:45.072510Z" + "end_time": "2019-06-06T02:09:37.073283Z", + "start_time": "2019-06-06T02:09:37.069057Z" } }, "outputs": [ @@ -1100,7 +1620,7 @@ "(6, 200, 313)" ] }, - "execution_count": 27, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1111,18 +1631,18 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:13:51.506838Z", - "start_time": "2019-01-18T03:13:50.563859Z" + "end_time": "2019-06-06T02:09:38.381675Z", + "start_time": "2019-06-06T02:09:37.441641Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e22ef6dacbe74c56bec5b78ae03a9fb6", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -1145,11 +1665,11 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:14:26.127497Z", - "start_time": "2019-01-18T03:14:26.120103Z" + "end_time": "2019-06-06T02:11:16.269136Z", + "start_time": "2019-06-06T02:11:16.266455Z" } }, "outputs": [], @@ -1159,11 +1679,11 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:14:41.603294Z", - "start_time": "2019-01-18T03:14:41.543329Z" + "end_time": "2019-06-06T02:11:16.828885Z", + "start_time": "2019-06-06T02:11:16.770038Z" } }, "outputs": [], @@ -1174,18 +1694,18 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 44, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:14:41.898711Z", - "start_time": "2019-01-18T03:14:41.843866Z" + "end_time": "2019-06-06T02:11:17.649312Z", + "start_time": "2019-06-06T02:11:17.592718Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "597385bc36964b9f9aa908e11a17269d", + "model_id": "", "version_major": 2, "version_minor": 0 }, @@ -1205,11 +1725,11 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 45, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:14:42.856855Z", - "start_time": "2019-01-18T03:14:42.198757Z" + "end_time": "2019-06-06T02:11:48.281286Z", + "start_time": "2019-06-06T02:11:47.901154Z" } }, "outputs": [], @@ -1219,11 +1739,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 48, "metadata": { "ExecuteTime": { - "end_time": "2019-01-18T03:15:10.230453Z", - "start_time": "2019-01-18T03:15:09.969981Z" + "end_time": "2019-06-06T02:11:53.304697Z", + "start_time": "2019-06-06T02:11:52.978153Z" } }, "outputs": [], @@ -1231,6 +1751,15 @@ "!open 3d-example-plot.html" ] }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "name = \"Billy\"" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/scripts/neato.py b/scripts/neato.py new file mode 100644 index 0000000..c51c0e4 --- /dev/null +++ b/scripts/neato.py @@ -0,0 +1,4 @@ + +def torpedo(): + print('Live demos are fun!') + print("What else could we do?") diff --git a/scripts/sql_practice.sql b/scripts/sql_practice.sql new file mode 100644 index 0000000..0da4836 --- /dev/null +++ b/scripts/sql_practice.sql @@ -0,0 +1,137 @@ +drop table if exists Highschooler cascade; +drop table if exists Friend cascade; +drop table if exists Likes cascade; + +create table Highschooler(ID int, name text, grade int); +create table Friend(ID1 int, ID2 int); +create table Likes(ID1 int, ID2 int); + +insert into Highschooler values (1510, 'Jordan', 9); +insert into Highschooler values (1689, 'Gabriel', 9); +insert into Highschooler values (1381, 'Tiffany', 9); +insert into Highschooler values (1709, 'Cassandra', 9); +insert into Highschooler values (1101, 'Haley', 10); +insert into Highschooler values (1782, 'Andrew', 10); +insert into Highschooler values (1468, 'Kris', 10); +insert into Highschooler values (1641, 'Brittany', 10); +insert into Highschooler values (1247, 'Alexis', 11); +insert into Highschooler values (1316, 'Austin', 11); +insert into Highschooler values (1911, 'Gabriel', 11); +insert into Highschooler values (1501, 'Jessica', 11); +insert into Highschooler values (1304, 'Jordan', 12); +insert into Highschooler values (1025, 'John', 12); +insert into Highschooler values (1934, 'Kyle', 12); +insert into Highschooler values (1661, 'Logan', 12); + +insert into Friend values (1510, 1381); +insert into Friend values (1510, 1689); +insert into Friend values (1689, 1709); +insert into Friend values (1381, 1247); +insert into Friend values (1709, 1247); +insert into Friend values (1689, 1782); +insert into Friend values (1782, 1468); +insert into Friend values (1782, 1316); +insert into Friend values (1782, 1304); +insert into Friend values (1468, 1101); +insert into Friend values (1468, 1641); +insert into Friend values (1101, 1641); +insert into Friend values (1247, 1911); +insert into Friend values (1247, 1501); +insert into Friend values (1911, 1501); +insert into Friend values (1501, 1934); +insert into Friend values (1316, 1934); +insert into Friend values (1934, 1304); +insert into Friend values (1304, 1661); +insert into Friend values (1661, 1025); +insert into Friend select ID2, ID1 from Friend; + +insert into Likes values(1689, 1709); +insert into Likes values(1709, 1689); +insert into Likes values(1782, 1709); +insert into Likes values(1911, 1247); +insert into Likes values(1247, 1468); +insert into Likes values(1641, 1468); +insert into Likes values(1316, 1304); +insert into Likes values(1501, 1934); +insert into Likes values(1934, 1501); +insert into Likes values(1025, 1101); + +drop table if exists employees cascade; +drop table if exists departments cascade; +drop table if exists projects cascade; +drop table if exists employees_projects cascade; + + +create table employees(id int, first_name text, last_name text, salary int, department_id int); +create table departments(id int, name text); +create table projects(id int, title text, start_date date, end_date date, budget int); +create table employees_projects(project_id int, employee_id int); + +insert into employees values (1, 'John', 'Smith', 20000, 1); +insert into employees values (2, 'Ava', 'Muffinson', 10000, 5); +insert into employees values (3, 'Cailin', 'Ninson', 30000, 2); +insert into employees values (4, 'Mike', 'Peterson', 20000, 2); +insert into employees values (5, 'Ian', 'Peterson', 80000, 2); +insert into employees values (6, 'John', 'Mills', 50000, 3); + +insert into departments values (1, 'Reporting'); +insert into departments values (2, 'Engineering'); +insert into departments values (3, 'Marketing'); +insert into departments values (4, 'Biz Dev'); +insert into departments values (5, 'Silly Walks'); + +insert into projects values (1, 'Build a cool site', '2011-10-28', '2012-01-26', 1000000); +insert into projects values (2, 'Update TPS Reports', '2011-07-20', '2011-10-28', 100000); +insert into projects values (3, 'Design 3 New Silly Walks', '2009-05-11', '2009-08-19', 100); + +insert into employees_projects values (2, 1); +insert into employees_projects values (3, 2); +insert into employees_projects values (1, 3); +insert into employees_projects values (1, 4); +insert into employees_projects values (1, 5); + + +drop table if exists Movie cascade; +drop table if exists Reviewer cascade; +drop table if exists Rating cascade; + + +create table Movie(mID int, title text, year int, director text); +create table Reviewer(rID int, name text); +create table Rating(rID int, mID int, stars int, ratingDate date); + + +insert into Movie values(101, 'Gone with the Wind', 1939, 'Victor Fleming'); +insert into Movie values(102, 'Star Wars', 1977, 'George Lucas'); +insert into Movie values(103, 'The Sound of Music', 1965, 'Robert Wise'); +insert into Movie values(104, 'E.T.', 1982, 'Steven Spielberg'); +insert into Movie values(105, 'Titanic', 1997, 'James Cameron'); +insert into Movie values(106, 'Snow White', 1937, null); +insert into Movie values(107, 'Avatar', 2009, 'James Cameron'); +insert into Movie values(108, 'Raiders of the Lost Ark', 1981, 'Steven Spielberg'); + +insert into Reviewer values(201, 'Sarah Martinez'); +insert into Reviewer values(202, 'Daniel Lewis'); +insert into Reviewer values(203, 'Brittany Harris'); +insert into Reviewer values(204, 'Mike Anderson'); +insert into Reviewer values(205, 'Chris Jackson'); +insert into Reviewer values(206, 'Elizabeth Thomas'); +insert into Reviewer values(207, 'James Cameron'); +insert into Reviewer values(208, 'Ashley White'); + +insert into Rating values(201, 101, 2, '2011-01-22'); +insert into Rating values(201, 101, 4, '2011-01-27'); +insert into Rating values(202, 106, 4, null); +insert into Rating values(203, 103, 2, '2011-01-20'); +insert into Rating values(203, 108, 4, '2011-01-12'); +insert into Rating values(203, 108, 2, '2011-01-30'); +insert into Rating values(204, 101, 3, '2011-01-09'); +insert into Rating values(205, 103, 3, '2011-01-27'); +insert into Rating values(205, 104, 2, '2011-01-22'); +insert into Rating values(205, 108, 4, null); +insert into Rating values(206, 107, 3, '2011-01-15'); +insert into Rating values(206, 106, 5, '2011-01-19'); +insert into Rating values(207, 107, 5, '2011-01-20'); +insert into Rating values(208, 104, 3, '2011-01-02'); + +