diff --git a/Python_ML_Research.ipynb b/Python_ML_Research.ipynb
new file mode 100644
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--- /dev/null
+++ b/Python_ML_Research.ipynb
@@ -0,0 +1,854 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": [],
+ "authorship_tag": "ABX9TyMRTk7cN5kN0H1GuTdWLxq3",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "id": "G9iiwNbhM6nW"
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df = pd.read_csv('/content/sample_data/flipkart_reviews_large_dataset_sample.csv')"
+ ],
+ "metadata": {
+ "id": "agzK0iRoND7y"
+ },
+ "execution_count": 7,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "ZK0WmaxtV9KJ",
+ "outputId": "bca6b42b-f731-49de-f448-257b37d73f04"
+ },
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " ProductUrl \\\n",
+ "0 https://www.flipkart.com/samsung-galaxy-nxt-go... \n",
+ "1 https://www.flipkart.com/samsung-galaxy-nxt-go... \n",
+ "2 https://www.flipkart.com/samsung-galaxy-nxt-go... \n",
+ "3 https://www.flipkart.com/samsung-galaxy-nxt-go... \n",
+ "4 https://www.flipkart.com/samsung-galaxy-nxt-go... \n",
+ ".. ... \n",
+ "669 https://www.flipkart.com/apple-iphone-12-blue-... \n",
+ "670 https://www.flipkart.com/zebronics-wireless-to... \n",
+ "671 https://www.flipkart.com/apple-iphone-12-blue-... \n",
+ "672 https://www.flipkart.com/zebronics-wireless-to... \n",
+ "673 https://www.flipkart.com/mmshopy-heavy-duty-ad... \n",
+ "\n",
+ " productTitle productPrice \\\n",
+ "0 SAMSUNG Galaxy On Nxt (Gold, 16 GB) ₹9,499 \n",
+ "1 SAMSUNG Galaxy On Nxt (Gold, 16 GB) ₹9,499 \n",
+ "2 SAMSUNG Galaxy On Nxt (Gold, 16 GB) ₹9,499 \n",
+ "3 SAMSUNG Galaxy On Nxt (Gold, 16 GB) ₹9,499 \n",
+ "4 SAMSUNG Galaxy On Nxt (Gold, 16 GB) ₹9,499 \n",
+ ".. ... ... \n",
+ "669 APPLE iPhone 12 (Blue, 128 GB) ₹64,999 \n",
+ "670 ZEBRONICS Wireless Totem 3 Wireless Optical Mouse ₹374 \n",
+ "671 APPLE iPhone 12 (Blue, 128 GB) ₹64,999 \n",
+ "672 ZEBRONICS Wireless Totem 3 Wireless Optical Mouse ₹374 \n",
+ "673 MMShopy Heavy Duty Adjustable Smartphone Phone... ₹219 \n",
+ "\n",
+ " averageRating reviewTitle \\\n",
+ "0 4.3 Just wow! \n",
+ "1 4.3 Awesome \n",
+ "2 4.3 Does the job \n",
+ "3 4.3 Good \n",
+ "4 4.3 Wonderful \n",
+ ".. ... ... \n",
+ "669 4.7 Highly recommended \n",
+ "670 3.7 Awesome \n",
+ "671 4.7 Pretty good \n",
+ "672 3.7 NaN \n",
+ "673 4.1 Best in the market! \n",
+ "\n",
+ " reviewDescription \\\n",
+ "0 unbelievable \n",
+ "1 good mobile \n",
+ "2 good \n",
+ "3 it's good \n",
+ "4 very nice \n",
+ ".. ... \n",
+ "669 amazing experience moving from android to ios \n",
+ "670 The product is so cheap and it is working prop... \n",
+ "671 Mind blowing camera \n",
+ "672 got a defected moues at first ,flipkart replac... \n",
+ "673 Excellent quality \n",
+ "\n",
+ " reviewAuthor reviewAt reviewLikes reviewDislikes \\\n",
+ "0 KOUSIK DUTTA Aug, 2018 0 0 \n",
+ "1 Flipkart Customer Aug, 2018 0 0 \n",
+ "2 Rakesh Ranjan Aug, 2018 0 0 \n",
+ "3 PabiT Gouda Aug, 2018 0 0 \n",
+ "4 Sujal Patel Aug, 2018 0 0 \n",
+ ".. ... ... ... ... \n",
+ "669 sidharth gurjar 3 months ago 0 0 \n",
+ "670 Hyma Gumpu Jan, 2015 0 0 \n",
+ "671 Vikas Kumar 3 months ago 0 0 \n",
+ "672 viresh gupta Jan, 2015 0 0 \n",
+ "673 Indrala Lakshmi Narayana 14 days ago 0 0 \n",
+ "\n",
+ " certifiedBuyer reviewerLocation fiveStarRatingCount \\\n",
+ "0 True Burdwan 2,20,147 \n",
+ "1 True Kurnool 2,20,147 \n",
+ "2 True Noida 2,20,147 \n",
+ "3 True Behror 2,20,147 \n",
+ "4 True Dharampur 2,20,147 \n",
+ ".. ... ... ... \n",
+ "669 True Raja Sansi 1,29,344 \n",
+ "670 True Vishakhapatnam 705 \n",
+ "671 True Samastipur District 1,29,344 \n",
+ "672 True Ghaziabad 705 \n",
+ "673 True Metpally 3,473 \n",
+ "\n",
+ " fourStarRatingCount threeStarRatingCount twoStarRatingCount \\\n",
+ "0 83,936 30,026 10,267 \n",
+ "1 83,936 30,026 10,267 \n",
+ "2 83,936 30,026 10,267 \n",
+ "3 83,936 30,026 10,267 \n",
+ "4 83,936 30,026 10,267 \n",
+ ".. ... ... ... \n",
+ "669 20,895 4,588 1,637 \n",
+ "670 397 249 136 \n",
+ "671 20,895 4,588 1,637 \n",
+ "672 397 249 136 \n",
+ "673 1,778 877 350 \n",
+ "\n",
+ " oneStarRatingCount reviewImages \\\n",
+ "0 21,199 NaN \n",
+ "1 21,199 NaN \n",
+ "2 21,199 NaN \n",
+ "3 21,199 NaN \n",
+ "4 21,199 NaN \n",
+ ".. ... ... \n",
+ "669 5,381 NaN \n",
+ "670 214 NaN \n",
+ "671 5,381 NaN \n",
+ "672 214 NaN \n",
+ "673 497 https://rukminim1.flixcart.com/blobio/124/124/... \n",
+ "\n",
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+ "0 21-02-2022 00:57 db7fc5e1-684d-5d92-a41b-25e40f37c0fe \n",
+ "1 21-02-2022 00:57 a2661c23-13b4-5823-959d-4324b9442056 \n",
+ "2 21-02-2022 00:57 0f2d6a35-7f63-57f8-8d20-0c8ab3141c74 \n",
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+ "4 21-02-2022 00:57 27d2b3b2-7034-52b8-9b64-df5778853f44 \n",
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+ "669 21-02-2022 00:57 4fe5dd26-5fd1-5a2d-a401-d2c2791bc53b \n",
+ "670 21-02-2022 00:57 81e2bf7d-1e4d-5adc-8dea-e419e77d4565 \n",
+ "671 21-02-2022 00:57 6ad5677e-85b1-5c85-8dcc-93e8b612c97a \n",
+ "672 21-02-2022 00:57 e976ceae-4818-5456-9491-aaf38dc340ed \n",
+ "673 21-02-2022 00:57 bd1f5cd5-b465-55c3-b5b4-a08579e179af \n",
+ "\n",
+ "[674 rows x 20 columns]"
+ ],
+ "text/html": [
+ "\n",
+ "
| \n", + " | ProductUrl | \n", + "productTitle | \n", + "productPrice | \n", + "averageRating | \n", + "reviewTitle | \n", + "reviewDescription | \n", + "reviewAuthor | \n", + "reviewAt | \n", + "reviewLikes | \n", + "reviewDislikes | \n", + "certifiedBuyer | \n", + "reviewerLocation | \n", + "fiveStarRatingCount | \n", + "fourStarRatingCount | \n", + "threeStarRatingCount | \n", + "twoStarRatingCount | \n", + "oneStarRatingCount | \n", + "reviewImages | \n", + "scrapedAt | \n", + "uniqId | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "https://www.flipkart.com/samsung-galaxy-nxt-go... | \n", + "SAMSUNG Galaxy On Nxt (Gold, 16 GB) | \n", + "₹9,499 | \n", + "4.3 | \n", + "Just wow! | \n", + "unbelievable | \n", + "KOUSIK DUTTA | \n", + "Aug, 2018 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Burdwan | \n", + "2,20,147 | \n", + "83,936 | \n", + "30,026 | \n", + "10,267 | \n", + "21,199 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "db7fc5e1-684d-5d92-a41b-25e40f37c0fe | \n", + "
| 1 | \n", + "https://www.flipkart.com/samsung-galaxy-nxt-go... | \n", + "SAMSUNG Galaxy On Nxt (Gold, 16 GB) | \n", + "₹9,499 | \n", + "4.3 | \n", + "Awesome | \n", + "good mobile | \n", + "Flipkart Customer | \n", + "Aug, 2018 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Kurnool | \n", + "2,20,147 | \n", + "83,936 | \n", + "30,026 | \n", + "10,267 | \n", + "21,199 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "a2661c23-13b4-5823-959d-4324b9442056 | \n", + "
| 2 | \n", + "https://www.flipkart.com/samsung-galaxy-nxt-go... | \n", + "SAMSUNG Galaxy On Nxt (Gold, 16 GB) | \n", + "₹9,499 | \n", + "4.3 | \n", + "Does the job | \n", + "good | \n", + "Rakesh Ranjan | \n", + "Aug, 2018 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Noida | \n", + "2,20,147 | \n", + "83,936 | \n", + "30,026 | \n", + "10,267 | \n", + "21,199 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "0f2d6a35-7f63-57f8-8d20-0c8ab3141c74 | \n", + "
| 3 | \n", + "https://www.flipkart.com/samsung-galaxy-nxt-go... | \n", + "SAMSUNG Galaxy On Nxt (Gold, 16 GB) | \n", + "₹9,499 | \n", + "4.3 | \n", + "Good | \n", + "it's good | \n", + "PabiT Gouda | \n", + "Aug, 2018 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Behror | \n", + "2,20,147 | \n", + "83,936 | \n", + "30,026 | \n", + "10,267 | \n", + "21,199 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "f39db306-aca5-5c62-a75b-a9248de9566f | \n", + "
| 4 | \n", + "https://www.flipkart.com/samsung-galaxy-nxt-go... | \n", + "SAMSUNG Galaxy On Nxt (Gold, 16 GB) | \n", + "₹9,499 | \n", + "4.3 | \n", + "Wonderful | \n", + "very nice | \n", + "Sujal Patel | \n", + "Aug, 2018 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Dharampur | \n", + "2,20,147 | \n", + "83,936 | \n", + "30,026 | \n", + "10,267 | \n", + "21,199 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "27d2b3b2-7034-52b8-9b64-df5778853f44 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 669 | \n", + "https://www.flipkart.com/apple-iphone-12-blue-... | \n", + "APPLE iPhone 12 (Blue, 128 GB) | \n", + "₹64,999 | \n", + "4.7 | \n", + "Highly recommended | \n", + "amazing experience moving from android to ios | \n", + "sidharth gurjar | \n", + "3 months ago | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Raja Sansi | \n", + "1,29,344 | \n", + "20,895 | \n", + "4,588 | \n", + "1,637 | \n", + "5,381 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "4fe5dd26-5fd1-5a2d-a401-d2c2791bc53b | \n", + "
| 670 | \n", + "https://www.flipkart.com/zebronics-wireless-to... | \n", + "ZEBRONICS Wireless Totem 3 Wireless Optical Mouse | \n", + "₹374 | \n", + "3.7 | \n", + "Awesome | \n", + "The product is so cheap and it is working prop... | \n", + "Hyma Gumpu | \n", + "Jan, 2015 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Vishakhapatnam | \n", + "705 | \n", + "397 | \n", + "249 | \n", + "136 | \n", + "214 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "81e2bf7d-1e4d-5adc-8dea-e419e77d4565 | \n", + "
| 671 | \n", + "https://www.flipkart.com/apple-iphone-12-blue-... | \n", + "APPLE iPhone 12 (Blue, 128 GB) | \n", + "₹64,999 | \n", + "4.7 | \n", + "Pretty good | \n", + "Mind blowing camera | \n", + "Vikas Kumar | \n", + "3 months ago | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Samastipur District | \n", + "1,29,344 | \n", + "20,895 | \n", + "4,588 | \n", + "1,637 | \n", + "5,381 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "6ad5677e-85b1-5c85-8dcc-93e8b612c97a | \n", + "
| 672 | \n", + "https://www.flipkart.com/zebronics-wireless-to... | \n", + "ZEBRONICS Wireless Totem 3 Wireless Optical Mouse | \n", + "₹374 | \n", + "3.7 | \n", + "NaN | \n", + "got a defected moues at first ,flipkart replac... | \n", + "viresh gupta | \n", + "Jan, 2015 | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Ghaziabad | \n", + "705 | \n", + "397 | \n", + "249 | \n", + "136 | \n", + "214 | \n", + "NaN | \n", + "21-02-2022 00:57 | \n", + "e976ceae-4818-5456-9491-aaf38dc340ed | \n", + "
| 673 | \n", + "https://www.flipkart.com/mmshopy-heavy-duty-ad... | \n", + "MMShopy Heavy Duty Adjustable Smartphone Phone... | \n", + "₹219 | \n", + "4.1 | \n", + "Best in the market! | \n", + "Excellent quality | \n", + "Indrala Lakshmi Narayana | \n", + "14 days ago | \n", + "0 | \n", + "0 | \n", + "True | \n", + "Metpally | \n", + "3,473 | \n", + "1,778 | \n", + "877 | \n", + "350 | \n", + "497 | \n", + "https://rukminim1.flixcart.com/blobio/124/124/... | \n", + "21-02-2022 00:57 | \n", + "bd1f5cd5-b465-55c3-b5b4-a08579e179af | \n", + "
674 rows × 20 columns
\n", + "| \n", + " | averageRating | \n", + "reviewLikes | \n", + "reviewDislikes | \n", + "
|---|---|---|---|
| count | \n", + "674.000000 | \n", + "674.000000 | \n", + "674.000000 | \n", + "
| mean | \n", + "4.259347 | \n", + "0.670623 | \n", + "0.290801 | \n", + "
| std | \n", + "0.222995 | \n", + "5.236584 | \n", + "3.097476 | \n", + "
| min | \n", + "3.600000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| 25% | \n", + "4.100000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| 50% | \n", + "4.300000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| 75% | \n", + "4.400000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| max | \n", + "4.700000 | \n", + "72.000000 | \n", + "64.000000 | \n", + "