From d216469cc78c0769b73ce58a5464f3e01f077fd1 Mon Sep 17 00:00:00 2001
From: abhi8893 <35069768+abhi8893@users.noreply.github.com>
Date: Fri, 2 Jul 2021 17:40:30 +0530
Subject: [PATCH] #7; complete basic EDA, add notebook 00-EDA, reports
---
.../notebooks/00-EDA.ipynb | 2 +-
.../reports/continous.jpg | Bin 0 -> 45180 bytes
.../mpg-pred-end-to-end-ml/reports/nominal.jpg | Bin 0 -> 18507 bytes
.../mpg-pred-end-to-end-ml/reports/ordinal.jpg | Bin 0 -> 41183 bytes
.../reports/pairplot.jpg | Bin 0 -> 656776 bytes
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create mode 100644 mlops/mpg-pred-end-to-end-ml/reports/continous.jpg
create mode 100644 mlops/mpg-pred-end-to-end-ml/reports/nominal.jpg
create mode 100644 mlops/mpg-pred-end-to-end-ml/reports/ordinal.jpg
create mode 100644 mlops/mpg-pred-end-to-end-ml/reports/pairplot.jpg
diff --git a/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb b/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb
index 0978c47..1d3d1eb 100644
--- a/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb
+++ b/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb
@@ -1 +1 @@
-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"00-EDA.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMQhdWuCkCXfys9AKHjg9VJ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"15SaXqzIKWFV"},"source":["# Exploratory Data Analysis\n"]},{"cell_type":"code","metadata":{"id":"rlCI6y0oKeyC"},"source":[""],"execution_count":null,"outputs":[]}]}
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+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"00-EDA.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"18z54IaJKzfR6UKUxYNbhLuhp78WK2BOC","authorship_tag":"ABX9TyOGjSGZpFYp9ZJ8ufGI/RpU"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"15SaXqzIKWFV"},"source":["# **`Exploratory Data Analysis`**\n"]},{"cell_type":"markdown","metadata":{"id":"rlCI6y0oKeyC"},"source":["## Change Project Directory"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"plxALrpofmbN","executionInfo":{"status":"ok","timestamp":1625217567893,"user_tz":-330,"elapsed":629,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"87bc65f9-2535-4bed-d383-c3dd533ca3b9"},"source":["import os\n","os.chdir('/content/drive/MyDrive/projects/data-science-explorations/mlops/mpg-pred-end-to-end-ml/notebooks')\n","os.listdir('../')"],"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['notebooks',\n"," 'README.md',\n"," 'data',\n"," 'src',\n"," 'requirements.txt',\n"," 'venv-hpx360-win',\n"," '.gitignore']"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"_PhhG4peg1gS"},"source":["## Load the Data"]},{"cell_type":"code","metadata":{"id":"AEEKTnWyl9vz","executionInfo":{"status":"ok","timestamp":1625219394318,"user_tz":-330,"elapsed":381,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["import re\n","\n","def remove_extra_whitespace(s):\n"," '''remove extra whitespace from string'''\n"," \n"," return re.sub(r'\\s+', r' ', s.strip())\n"],"execution_count":34,"outputs":[]},{"cell_type":"code","metadata":{"id":"IsCXc3Y8lz5w","executionInfo":{"status":"ok","timestamp":1625225586052,"user_tz":-330,"elapsed":398,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["# TODO: Have option to lemmatize\n","def standardize_headers(headers):\n"," '''\n"," standardize the headers by removing extra whitespace\n"," and converting to snake_case\n"," '''\n"," headers = map(remove_extra_whitespace, headers)\n"," headers = map(lambda s: re.sub(r' ', '_', s).lower(), headers)\n"," return list(headers)"],"execution_count":169,"outputs":[]},{"cell_type":"code","metadata":{"id":"JCkfxOs7qBh6","executionInfo":{"status":"ok","timestamp":1625225602955,"user_tz":-330,"elapsed":382,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["def assure_index(df):\n"," '''assure index is a RangeIndex with step 1'''\n"," \n"," df.index = pd.RangeIndex(start=0, stop=df.shape[0])\n"," return df"],"execution_count":170,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"olsjleZJoujh"},"source":["### Some imports"]},{"cell_type":"code","metadata":{"id":"S3omFHT4opdN","executionInfo":{"status":"ok","timestamp":1625219605811,"user_tz":-330,"elapsed":1025,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import seaborn as sns"],"execution_count":47,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":202},"id":"GBs3l4EzhV1P","executionInfo":{"status":"ok","timestamp":1625226313143,"user_tz":-330,"elapsed":380,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"3a608263-6209-43ba-9f0d-2ae625165e14"},"source":["HEADERS = ['MPG', 'Cylinder', 'Displacement', 'Horsepower', 'Weight',\n"," 'Acceleration', 'Model Year', 'Origin']\n","\n","df = pd.read_csv('../data/auto-mpg.data', names=HEADERS, na_values='?',\n"," comment = '\\t', sep=' ', skipinitialspace=True)\n","\n","df.columns = standardize_headers(df.columns)\n","\n","df.head()"],"execution_count":178,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","
\n"," \n"," \n"," \n"," mpg \n"," cylinder \n"," displacement \n"," horsepower \n"," weight \n"," acceleration \n"," model_year \n"," origin \n"," \n"," \n"," \n"," \n"," 0 \n"," 18.0 \n"," 8 \n"," 307.0 \n"," 130.0 \n"," 3504.0 \n"," 12.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 1 \n"," 15.0 \n"," 8 \n"," 350.0 \n"," 165.0 \n"," 3693.0 \n"," 11.5 \n"," 70 \n"," 1 \n"," \n"," \n"," 2 \n"," 18.0 \n"," 8 \n"," 318.0 \n"," 150.0 \n"," 3436.0 \n"," 11.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 3 \n"," 16.0 \n"," 8 \n"," 304.0 \n"," 150.0 \n"," 3433.0 \n"," 12.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 4 \n"," 17.0 \n"," 8 \n"," 302.0 \n"," 140.0 \n"," 3449.0 \n"," 10.5 \n"," 70 \n"," 1 \n"," \n"," \n","
\n","
"],"text/plain":[" mpg cylinder displacement ... acceleration model_year origin\n","0 18.0 8 307.0 ... 12.0 70 1\n","1 15.0 8 350.0 ... 11.5 70 1\n","2 18.0 8 318.0 ... 11.0 70 1\n","3 16.0 8 304.0 ... 12.0 70 1\n","4 17.0 8 302.0 ... 10.5 70 1\n","\n","[5 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":178}]},{"cell_type":"markdown","metadata":{"id":"b-ZabpQVf96D"},"source":["## Problem Statement\n","\n","The data contains variables describing a car, and our goal is to **predict the mpg** : miles per gallon i.e. fuel efficiency of the car. This is a regression problem.\n"]},{"cell_type":"markdown","metadata":{"id":"zDqK-hB3oZDP"},"source":["## Exploring the data\n","\n","**Attribute Information:**\n","\n"," 1. mpg: continuous\n"," 2. cylinders: multi-valued discrete\n"," 3. displacement: continuous\n"," 4. horsepower: continuous\n"," 5. weight: continuous\n"," 6. acceleration: continuous\n"," 7. model year: multi-valued discrete\n"," 8. origin: multi-valued discrete\n"," 9. car name: string (unique for each instance)\n","\n","**Missing Attribute Values:**\n","\n"," horsepower has 6 missing values\n","\n","\n","> **Note**: \n","\n","> * `origin` describes the geographical location of the car. [See this Kaggle Discussion](https://www.kaggle.com/uciml/autompg-dataset/discussion/35900)\n","> * 1 is a car made in america, 2 in europe and 3 in asia or other part of the world"]},{"cell_type":"markdown","metadata":{"id":"_DqL_RkRp0EH"},"source":["Info"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H2cuWd0ip2xE","executionInfo":{"status":"ok","timestamp":1625219889707,"user_tz":-330,"elapsed":383,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"8559b26f-3cd6-4b70-fbbe-7c7ae1b7bf37"},"source":["df.info()"],"execution_count":52,"outputs":[{"output_type":"stream","text":["\n","RangeIndex: 398 entries, 0 to 397\n","Data columns (total 8 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 mpg 398 non-null float64\n"," 1 cylinder 398 non-null int64 \n"," 2 displacement 398 non-null float64\n"," 3 horsepower 392 non-null float64\n"," 4 weight 398 non-null float64\n"," 5 acceleration 398 non-null float64\n"," 6 model_year 398 non-null int64 \n"," 7 origin 398 non-null int64 \n","dtypes: float64(5), int64(3)\n","memory usage: 25.0 KB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"dyncNnp7qPXv"},"source":["Describe"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":294},"id":"B58sfFrBqRfa","executionInfo":{"status":"ok","timestamp":1625220002652,"user_tz":-330,"elapsed":394,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"45c02b2d-6aa4-40a7-bca8-a2892b9e5ef9"},"source":["df.describe()"],"execution_count":55,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," mpg \n"," cylinder \n"," displacement \n"," horsepower \n"," weight \n"," acceleration \n"," model_year \n"," origin \n"," \n"," \n"," \n"," \n"," count \n"," 398.000000 \n"," 398.000000 \n"," 398.000000 \n"," 392.000000 \n"," 398.000000 \n"," 398.000000 \n"," 398.000000 \n"," 398.000000 \n"," \n"," \n"," mean \n"," 23.514573 \n"," 5.454774 \n"," 193.425879 \n"," 104.469388 \n"," 2970.424623 \n"," 15.568090 \n"," 76.010050 \n"," 1.572864 \n"," \n"," \n"," std \n"," 7.815984 \n"," 1.701004 \n"," 104.269838 \n"," 38.491160 \n"," 846.841774 \n"," 2.757689 \n"," 3.697627 \n"," 0.802055 \n"," \n"," \n"," min \n"," 9.000000 \n"," 3.000000 \n"," 68.000000 \n"," 46.000000 \n"," 1613.000000 \n"," 8.000000 \n"," 70.000000 \n"," 1.000000 \n"," \n"," \n"," 25% \n"," 17.500000 \n"," 4.000000 \n"," 104.250000 \n"," 75.000000 \n"," 2223.750000 \n"," 13.825000 \n"," 73.000000 \n"," 1.000000 \n"," \n"," \n"," 50% \n"," 23.000000 \n"," 4.000000 \n"," 148.500000 \n"," 93.500000 \n"," 2803.500000 \n"," 15.500000 \n"," 76.000000 \n"," 1.000000 \n"," \n"," \n"," 75% \n"," 29.000000 \n"," 8.000000 \n"," 262.000000 \n"," 126.000000 \n"," 3608.000000 \n"," 17.175000 \n"," 79.000000 \n"," 2.000000 \n"," \n"," \n"," max \n"," 46.600000 \n"," 8.000000 \n"," 455.000000 \n"," 230.000000 \n"," 5140.000000 \n"," 24.800000 \n"," 82.000000 \n"," 3.000000 \n"," \n"," \n","
\n","
"],"text/plain":[" mpg cylinder ... model_year origin\n","count 398.000000 398.000000 ... 398.000000 398.000000\n","mean 23.514573 5.454774 ... 76.010050 1.572864\n","std 7.815984 1.701004 ... 3.697627 0.802055\n","min 9.000000 3.000000 ... 70.000000 1.000000\n","25% 17.500000 4.000000 ... 73.000000 1.000000\n","50% 23.000000 4.000000 ... 76.000000 1.000000\n","75% 29.000000 8.000000 ... 79.000000 2.000000\n","max 46.600000 8.000000 ... 82.000000 3.000000\n","\n","[8 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":55}]},{"cell_type":"markdown","metadata":{"id":"ZgBx46XTpfY4"},"source":["Shape"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"THqGb_fUph2W","executionInfo":{"status":"ok","timestamp":1625219804207,"user_tz":-330,"elapsed":406,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"594d7f6b-46d0-4584-e34b-b4b94e36ddbb"},"source":["df.shape"],"execution_count":50,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(398, 8)"]},"metadata":{"tags":[]},"execution_count":50}]},{"cell_type":"markdown","metadata":{"id":"hLPU38_ZpXCB"},"source":["Data types"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5Ooltcv6pYpA","executionInfo":{"status":"ok","timestamp":1625219767786,"user_tz":-330,"elapsed":383,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"0954f3b6-7aaf-431d-f921-5ced6e7c6721"},"source":["df.dtypes"],"execution_count":48,"outputs":[{"output_type":"execute_result","data":{"text/plain":["mpg float64\n","cylinder int64\n","displacement float64\n","horsepower float64\n","weight float64\n","acceleration float64\n","model_year int64\n","origin int64\n","dtype: object"]},"metadata":{"tags":[]},"execution_count":48}]},{"cell_type":"markdown","metadata":{"id":"UlGzcftIpZXJ"},"source":["Missing values"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oKY27WeGpdRy","executionInfo":{"status":"ok","timestamp":1625219789791,"user_tz":-330,"elapsed":357,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"b3398172-886b-4d36-98cb-21ad8d9d1447"},"source":["df.isna().sum()"],"execution_count":49,"outputs":[{"output_type":"execute_result","data":{"text/plain":["mpg 0\n","cylinder 0\n","displacement 0\n","horsepower 6\n","weight 0\n","acceleration 0\n","model_year 0\n","origin 0\n","dtype: int64"]},"metadata":{"tags":[]},"execution_count":49}]},{"cell_type":"markdown","metadata":{"id":"K78ufOp6phFN"},"source":["**horsepower** has missing values. We would need to impute it or reject the data points. Two options\n","\n"," - impute (multiple strategies)\n"," - add missing indicator\n"," - drop"]},{"cell_type":"markdown","metadata":{"id":"wOXFEauQpkYJ"},"source":["## Assessing Correlations using `pairplot`"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":202},"id":"G0DwhySLrINg","executionInfo":{"status":"ok","timestamp":1625220222873,"user_tz":-330,"elapsed":398,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"c9702378-dc0c-4f8d-c972-46d77ec77ea2"},"source":["df.head()"],"execution_count":56,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," mpg \n"," cylinder \n"," displacement \n"," horsepower \n"," weight \n"," acceleration \n"," model_year \n"," origin \n"," \n"," \n"," \n"," \n"," 0 \n"," 18.0 \n"," 8 \n"," 307.0 \n"," 130.0 \n"," 3504.0 \n"," 12.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 1 \n"," 15.0 \n"," 8 \n"," 350.0 \n"," 165.0 \n"," 3693.0 \n"," 11.5 \n"," 70 \n"," 1 \n"," \n"," \n"," 2 \n"," 18.0 \n"," 8 \n"," 318.0 \n"," 150.0 \n"," 3436.0 \n"," 11.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 3 \n"," 16.0 \n"," 8 \n"," 304.0 \n"," 150.0 \n"," 3433.0 \n"," 12.0 \n"," 70 \n"," 1 \n"," \n"," \n"," 4 \n"," 17.0 \n"," 8 \n"," 302.0 \n"," 140.0 \n"," 3449.0 \n"," 10.5 \n"," 70 \n"," 1 \n"," \n"," \n","
\n","
"],"text/plain":[" mpg cylinder displacement ... acceleration model_year origin\n","0 18.0 8 307.0 ... 12.0 70 1\n","1 15.0 8 350.0 ... 11.5 70 1\n","2 18.0 8 318.0 ... 11.0 70 1\n","3 16.0 8 304.0 ... 12.0 70 1\n","4 17.0 8 302.0 ... 10.5 70 1\n","\n","[5 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":56}]},{"cell_type":"markdown","metadata":{"id":"k7M_qOzqvT0j"},"source":["### Plot by column types"]},{"cell_type":"code","metadata":{"id":"GK6ADigjsoxm","executionInfo":{"status":"ok","timestamp":1625221294341,"user_tz":-330,"elapsed":409,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["column_types = {'continous' : ['mpg', 'displacement', 'horsepower', 'weight', 'acceleration'],\n"," 'ordinal': ['cylinder', 'model_year'],\n"," 'nominal': ['origin']}\n"],"execution_count":66,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vpZKrKns1mr7"},"source":["### `ColumnTypePlotter`"]},{"cell_type":"code","metadata":{"id":"nIiUgj_XxZiG","executionInfo":{"status":"ok","timestamp":1625225535704,"user_tz":-330,"elapsed":376,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["# TODO: Add infer_column_types method\n","class ColumnTypePlotter:\n","\n"," def __init__(self, column_types):\n"," '''Plot a dataframe by three column types: [continous, ordinal, nominal]'''\n"," \n"," self.column_types = column_types\n","\n"," def plot(self, data, kind, figsize=(12, 4)):\n"," cols = self.column_types[kind]\n"," df = data[cols]\n"," fig, axn = plt.subplots(nrows=1, ncols=len(cols), figsize=figsize)\n"," if len(cols) == 1:\n"," axn = np.array([axn])\n","\n"," plotter_func = self._get_plotter_func(kind)\n"," \n"," i = 0\n"," for ax in axn:\n"," col = cols[i]\n"," plotter_func(col, df, ax)\n"," ax.set_title(col, fontweight='bold')\n"," i += 1\n","\n"," fig.suptitle(kind, fontweight='bold', fontsize=20)\n"," plt.subplots_adjust(top=0.8)\n","\n"," return fig, axn\n","\n"," @staticmethod\n"," def _get_plotter_func(kind):\n"," if kind == 'continous':\n"," func = lambda col, data, ax: ax.hist(data[col])\n"," elif kind in ['ordinal', 'nominal']:\n"," func = lambda col, data, ax: data[col].value_counts().sort_index().plot(kind='bar', ax=ax)\n","\n"," return func"],"execution_count":168,"outputs":[]},{"cell_type":"code","metadata":{"id":"nqJWnMv21rfi","executionInfo":{"status":"ok","timestamp":1625223196365,"user_tz":-330,"elapsed":9,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["ctype_plotter = ColumnTypePlotter(column_types)"],"execution_count":132,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ogKAFdUqvSNP"},"source":["#### Continous"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":294},"id":"Yc9ZoZgnvZnd","executionInfo":{"status":"ok","timestamp":1625223586549,"user_tz":-330,"elapsed":1325,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"cccb9553-50eb-47d3-bfc8-7d8ffdee226d"},"source":["kind = 'continous'\n","ctype_plotter.plot(data=df, kind=kind);\n","plt.savefig(f'../reports/{kind}.jpg')"],"execution_count":139,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"G8oqX0dY2oLe"},"source":["All the variables except acceleration (which seems to be normally distributed) are skewed right i.e. bulk of the data is distributed in one place (low values) and there are some (few) values which skew away to highly positive ones. Options:\n","\n","- BoxCoxTransformation\n","\n"]},{"cell_type":"markdown","metadata":{"id":"mX7KnMuCwgIp"},"source":["#### Ordinal"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":297},"id":"s7kVFj7iwjUW","executionInfo":{"status":"ok","timestamp":1625223566085,"user_tz":-330,"elapsed":1313,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"bbeca6a3-6456-4fc0-dffa-70ae54b17c9e"},"source":["kind = 'ordinal'\n","ctype_plotter.plot(data=df, kind=kind);\n","plt.savefig(f'../reports/{kind}.jpg')"],"execution_count":137,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"p7r4BjFNw8cJ"},"source":["#### Nominal"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":291},"id":"F_ai_EqWxOKB","executionInfo":{"status":"ok","timestamp":1625223575806,"user_tz":-330,"elapsed":398,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"585cbb27-7f63-4072-ce45-584d8edcaf1b"},"source":["kind = 'nominal'\n","ctype_plotter.plot(data=df, kind=kind);\n","plt.savefig(f'../reports/{kind}.jpg')"],"execution_count":138,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"YW9OXytip2E8","executionInfo":{"status":"ok","timestamp":1625220596226,"user_tz":-330,"elapsed":33851,"user":{"displayName":"Abhishek 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\n","text/plain":[""]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"CqupwTSoqQsq"},"source":["### Correlation Matrix"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TUp3AwXr4VGz","executionInfo":{"status":"ok","timestamp":1625223708661,"user_tz":-330,"elapsed":347,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"68e77739-8052-461b-c7b6-8d61d9eb6356"},"source":["corr_mat = df.corr()\n","corr_mat['mpg'].sort_values(ascending=True)"],"execution_count":140,"outputs":[{"output_type":"execute_result","data":{"text/plain":["weight -0.831741\n","displacement -0.804203\n","horsepower -0.778427\n","cylinder -0.775396\n","acceleration 0.420289\n","origin 0.563450\n","model_year 0.579267\n","mpg 1.000000\n","Name: mpg, dtype: float64"]},"metadata":{"tags":[]},"execution_count":140}]},{"cell_type":"markdown","metadata":{"id":"WvtG-fQl5SVL"},"source":["Seeing above data it might be better to find higher degree correlation rather than 1-degree correlation. Could be done by fitting a higher degree polynomial and finding the $R^2$ value"]},{"cell_type":"markdown","metadata":{"id":"JcXIr35c5YDq"},"source":["### Correlation of feature engineered variables\n","\n","1. displacement on horsepower\n","2. weight on cylinder\n","3. acceleration on horsepower\n","4. acceleration on cylinder\n"]},{"cell_type":"code","metadata":{"id":"10tVK48d85e0","executionInfo":{"status":"ok","timestamp":1625225015620,"user_tz":-330,"elapsed":10,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["import functools"],"execution_count":154,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"B_lGY3_h6FU7","executionInfo":{"status":"ok","timestamp":1625226447001,"user_tz":-330,"elapsed":366,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"b2159218-a40a-4be5-f863-aa1fdea5fcf0"},"source":["on_pairs = [\n"," ('displacement', 'horsepower'),\n"," ('weight', 'cylinder'),\n"," ('acceleration', 'horsepower'),\n"," ('acceleration', 'cylinder')\n","]\n","\n","\n","feature_cols = []\n","for col1, col2 in on_pairs:\n"," feature_name = f'{col1}_on_{col2}'\n"," df[feature_name] = df[col1]/df[col2]\n","\n"," feature_cols.append(feature_name)\n","\n","orig_cols = functools.reduce(lambda c1, c2: tuple(set(c1+c2)), on_pairs)\n","\n","corr_mat = df[['mpg', *orig_cols, *feature_cols]].corr()\n","corr_mat['mpg']"],"execution_count":187,"outputs":[{"output_type":"execute_result","data":{"text/plain":["mpg 1.000000\n","weight -0.831741\n","displacement -0.804203\n","horsepower -0.778427\n","cylinder -0.775396\n","acceleration 0.420289\n","displacement_on_horsepower -0.572176\n","weight_on_cylinder -0.020778\n","acceleration_on_horsepower 0.710556\n","acceleration_on_cylinder 0.732133\n","Name: mpg, dtype: float64"]},"metadata":{"tags":[]},"execution_count":187}]},{"cell_type":"code","metadata":{"id":"3NNlMJ8KCowh","executionInfo":{"status":"ok","timestamp":1625226448712,"user_tz":-330,"elapsed":9,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["df.drop(feature_cols, axis=1, inplace=True)"],"execution_count":188,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"iOQz1TqB7nKB"},"source":["Doesn't seem much useful to be honest. Let us try some polynomial features (degree 2)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bfHcAHbJ7x2r","executionInfo":{"status":"ok","timestamp":1625226451264,"user_tz":-330,"elapsed":371,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"904951f6-f592-4c12-fc4c-9e3a698fe2f2"},"source":["orig_cols = ['displacement', 'horsepower', 'weight', 'acceleration']\n","\n","feature_cols = []\n","degrees = [2]\n","for col in cols:\n"," for deg in degrees:\n"," feature_name = f'{col}_deg{deg}'\n"," df[feature_name] = df[col]**deg\n"," feature_cols.append(feature_name)\n","\n","corr_mat = df[['mpg', *orig_cols, *feature_cols]].corr()\n","corr_mat['mpg']"],"execution_count":189,"outputs":[{"output_type":"execute_result","data":{"text/plain":["mpg 1.000000\n","displacement -0.804203\n","horsepower -0.778427\n","weight -0.831741\n","acceleration 0.420289\n","displacement_deg2 -0.750854\n","horsepower_deg2 -0.712297\n","weight_deg2 -0.805849\n","acceleration_deg2 0.400170\n","Name: mpg, dtype: float64"]},"metadata":{"tags":[]},"execution_count":189}]},{"cell_type":"code","metadata":{"id":"kTmLuY7wCweh","executionInfo":{"status":"ok","timestamp":1625226455424,"user_tz":-330,"elapsed":375,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["df.drop(feature_cols, axis=1, inplace=True)"],"execution_count":190,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"OHjaHK1A-8_w"},"source":["## Basic Imputation\n","\n","The **horsepower** variable was missing."]},{"cell_type":"code","metadata":{"id":"A6ourmWw_EaA","executionInfo":{"status":"ok","timestamp":1625226557125,"user_tz":-330,"elapsed":365,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}}},"source":["from sklearn.experimental import enable_iterative_imputer\n","from sklearn.impute import SimpleImputer, IterativeImputer"],"execution_count":195,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"id":"JanhHxeyA3ko","executionInfo":{"status":"ok","timestamp":1625225955424,"user_tz":-330,"elapsed":383,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"922ecdd6-6620-4dcd-8917-df3648dcd4fc"},"source":["df['horsepower'].plot(kind='hist')"],"execution_count":177,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":177},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":[""]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"A7eVL0MmAuVt","executionInfo":{"status":"ok","timestamp":1625227171739,"user_tz":-330,"elapsed":405,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"0c2b6405-b6ee-4287-a74e-52e4566b2868"},"source":["imputers = {}\n","imputers['median'] = SimpleImputer(strategy='median')\n","imputers['mean'] = SimpleImputer(strategy='mean')\n","imputers['iterative'] = IterativeImputer(random_state=42)\n","\n","is_na = df['horsepower'].isna().to_numpy()\n","col_idx = df.columns.get_loc('horsepower')\n","imputed_values = {}\n","\n","for name, imputer in imputers.items():\n"," imputed_values[name] = imputer.fit(df).transform(df)[is_na, col_idx]\n","\n","imputed_values"],"execution_count":202,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'iterative': array([60.04381068, 94.934306 , 56.38375329, 98.41671091, 75.53731594,\n"," 74.29657277]),\n"," 'mean': array([104.46938776, 104.46938776, 104.46938776, 104.46938776,\n"," 104.46938776, 104.46938776]),\n"," 'median': array([93.5, 93.5, 93.5, 93.5, 93.5, 93.5])}"]},"metadata":{"tags":[]},"execution_count":202}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":232},"id":"TulQK_qrDn-v","executionInfo":{"status":"ok","timestamp":1625227213210,"user_tz":-330,"elapsed":386,"user":{"displayName":"Abhishek Bhatia","photoUrl":"","userId":"05636063588651340588"}},"outputId":"363583b6-0448-4271-9141-757cab948067"},"source":["imputed_values = pd.DataFrame(imputed_values)\n","imputed_values"],"execution_count":203,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","\n","
\n"," \n"," \n"," \n"," median \n"," mean \n"," iterative \n"," \n"," \n"," \n"," \n"," 0 \n"," 93.5 \n"," 104.469388 \n"," 60.043811 \n"," \n"," \n"," 1 \n"," 93.5 \n"," 104.469388 \n"," 94.934306 \n"," \n"," \n"," 2 \n"," 93.5 \n"," 104.469388 \n"," 56.383753 \n"," \n"," \n"," 3 \n"," 93.5 \n"," 104.469388 \n"," 98.416711 \n"," \n"," \n"," 4 \n"," 93.5 \n"," 104.469388 \n"," 75.537316 \n"," \n"," \n"," 5 \n"," 93.5 \n"," 104.469388 \n"," 74.296573 \n"," \n"," \n","
\n","
"],"text/plain":[" median mean iterative\n","0 93.5 104.469388 60.043811\n","1 93.5 104.469388 94.934306\n","2 93.5 104.469388 56.383753\n","3 93.5 104.469388 98.416711\n","4 93.5 104.469388 75.537316\n","5 93.5 104.469388 74.296573"]},"metadata":{"tags":[]},"execution_count":203}]}]}
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