From a2d054a3d11516248138f24cae8ac01c3d480f91 Mon Sep 17 00:00:00 2001
From: adityaaa2511 <137895529+adityaaa2511@users.noreply.github.com>
Date: Wed, 5 Jul 2023 21:25:58 +0530
Subject: [PATCH 1/6] Add files via upload
---
machine-learning/week1/final.ipynb | 1 +
machine-learning/week1/laptopPrice.csv | 819 +++++++++++++++++++++++++
2 files changed, 820 insertions(+)
create mode 100644 machine-learning/week1/final.ipynb
create mode 100644 machine-learning/week1/laptopPrice.csv
diff --git a/machine-learning/week1/final.ipynb b/machine-learning/week1/final.ipynb
new file mode 100644
index 000000000..61f18eac5
--- /dev/null
+++ b/machine-learning/week1/final.ipynb
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[{"file_id":"18OKK3KafYn158Y8sChWQ3xeY9U8QMx8E","timestamp":1688217248266},{"file_id":"1j-Pa7MK6Vt9UY7t_OA403w_sXVn0zPrU","timestamp":1688134402435},{"file_id":"1ggLWLtMhhmbUOU_VtGmJagGqZW2yccTZ","timestamp":1688106038296}],"authorship_tag":"ABX9TyPQjwexCrs0w4hOu/rIsNir"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["### IMPORTING LIBRARIES"],"metadata":{"id":"Q2Bi-d-fJJIn"}},{"cell_type":"code","source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sb\n","import numpy as np\n","import copy,math\n","import matplotlib.pyplot as plt"],"metadata":{"id":"NvocX13DAE87","executionInfo":{"status":"ok","timestamp":1688563795388,"user_tz":-330,"elapsed":360,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":75,"outputs":[]},{"cell_type":"code","source":["laptop=pd.read_csv('laptopPrice.csv')"],"metadata":{"id":"Xk29AsVXKZTN","executionInfo":{"status":"ok","timestamp":1688563799002,"user_tz":-330,"elapsed":377,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":76,"outputs":[]},{"cell_type":"code","source":["laptop.columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f-f7-kgSzh4e","executionInfo":{"status":"ok","timestamp":1688563800913,"user_tz":-330,"elapsed":4,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"546cbe42-60a7-403c-8125-fa0f440f7635"},"execution_count":77,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['brand', 'processor_brand', 'processor_name', 'processor_gnrtn',\n"," 'ram_gb', 'ram_type', 'ssd', 'hdd', 'os', 'os_bit', 'graphic_card_gb',\n"," 'weight', 'warranty', 'Touchscreen', 'msoffice', 'Price', 'rating',\n"," 'Number of Ratings', 'Number of Reviews'],\n"," dtype='object')"]},"metadata":{},"execution_count":77}]},{"cell_type":"markdown","source":["### DATA CLEANING"],"metadata":{"id":"XOAI3qOZJSfa"}},{"cell_type":"code","source":["laptop[\"ram_gb\"] = laptop[\"ram_gb\"].str.replace('GB', '')\n","laptop[\"ssd\"] = laptop[\"ssd\"].str.replace('GB', '')\n","laptop[\"hdd\"] = laptop[\"hdd\"].str.replace('GB', '')\n","laptop[\"graphic_card_gb\"] = laptop[\"graphic_card_gb\"].str.replace('GB', '')"],"metadata":{"id":"Q1Pz3U25zUgc","executionInfo":{"status":"ok","timestamp":1688563802960,"user_tz":-330,"elapsed":378,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":78,"outputs":[]},{"cell_type":"code","source":["laptopprice=laptop[['brand', 'processor_name', 'processor_gnrtn',\n"," 'ram_gb', 'ssd', 'hdd', 'graphic_card_gb','Price',]]\n","laptopprice"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":423},"id":"7JzkNCcK5IKP","executionInfo":{"status":"ok","timestamp":1688563804802,"user_tz":-330,"elapsed":392,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"5065c166-4698-4fa1-ac17-59db638c6054"},"execution_count":79,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" brand processor_name processor_gnrtn ram_gb ssd hdd \\\n","0 ASUS Core i3 10th 4 0 1024 \n","1 Lenovo Core i3 10th 4 0 1024 \n","2 Lenovo Core i3 10th 4 0 1024 \n","3 ASUS Core i5 10th 8 512 0 \n","4 ASUS Celeron Dual Not Available 4 0 512 \n",".. ... ... ... ... ... ... \n","813 ASUS Ryzen 9 Not Available 4 1024 0 \n","814 ASUS Ryzen 9 Not Available 4 1024 0 \n","815 ASUS Ryzen 9 Not Available 4 1024 0 \n","816 ASUS Ryzen 9 Not Available 4 1024 0 \n","817 Lenovo Ryzen 5 10th 8 512 0 \n","\n"," graphic_card_gb Price \n","0 0 34649 \n","1 0 38999 \n","2 0 39999 \n","3 2 69990 \n","4 0 26990 \n",".. ... ... \n","813 0 135990 \n","814 0 144990 \n","815 4 149990 \n","816 4 142990 \n","817 0 57490 \n","\n","[818 rows x 8 columns]"],"text/html":["\n","
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\n"," \n"," \n"," \n"," brand \n"," processor_name \n"," processor_gnrtn \n"," ram_gb \n"," ssd \n"," hdd \n"," graphic_card_gb \n"," Price \n"," \n"," \n"," \n"," \n"," 0 \n"," ASUS \n"," Core i3 \n"," 10th \n"," 4 \n"," 0 \n"," 1024 \n"," 0 \n"," 34649 \n"," \n"," \n"," 1 \n"," Lenovo \n"," Core i3 \n"," 10th \n"," 4 \n"," 0 \n"," 1024 \n"," 0 \n"," 38999 \n"," \n"," \n"," 2 \n"," Lenovo \n"," Core i3 \n"," 10th \n"," 4 \n"," 0 \n"," 1024 \n"," 0 \n"," 39999 \n"," \n"," \n"," 3 \n"," ASUS \n"," Core i5 \n"," 10th \n"," 8 \n"," 512 \n"," 0 \n"," 2 \n"," 69990 \n"," \n"," \n"," 4 \n"," ASUS \n"," Celeron Dual \n"," Not Available \n"," 4 \n"," 0 \n"," 512 \n"," 0 \n"," 26990 \n"," \n"," \n"," ... \n"," ... \n"," ... \n"," ... \n"," ... \n"," ... \n"," ... \n"," ... \n"," ... \n"," \n"," \n"," 813 \n"," ASUS \n"," Ryzen 9 \n"," Not Available \n"," 4 \n"," 1024 \n"," 0 \n"," 0 \n"," 135990 \n"," \n"," \n"," 814 \n"," ASUS \n"," Ryzen 9 \n"," Not Available \n"," 4 \n"," 1024 \n"," 0 \n"," 0 \n"," 144990 \n"," \n"," \n"," 815 \n"," ASUS \n"," Ryzen 9 \n"," Not Available \n"," 4 \n"," 1024 \n"," 0 \n"," 4 \n"," 149990 \n"," \n"," \n"," 816 \n"," ASUS \n"," Ryzen 9 \n"," Not Available \n"," 4 \n"," 1024 \n"," 0 \n"," 4 \n"," 142990 \n"," \n"," \n"," 817 \n"," Lenovo \n"," Ryzen 5 \n"," 10th \n"," 8 \n"," 512 \n"," 0 \n"," 0 \n"," 57490 \n"," \n"," \n","
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818 rows × 8 columns
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\n","
\n"," "]},"metadata":{},"execution_count":79}]},{"cell_type":"markdown","source":["### BONUS TASK(DATA ANALYSIS)"],"metadata":{"id":"CWc94GHrJkON"}},{"cell_type":"code","source":["laptopprice.describe()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"RdEV2YSn5jW_","executionInfo":{"status":"ok","timestamp":1688563824764,"user_tz":-330,"elapsed":9,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"ed00f51d-0392-4f2c-9d6e-aefdf45416d0"},"execution_count":80,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Price\n","count 818.000000\n","mean 77030.700489\n","std 45090.184043\n","min 16990.000000\n","25% 46840.000000\n","50% 64990.000000\n","75% 89918.000000\n","max 441990.000000"],"text/html":["\n"," \n","
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\n"," \n"," \n"," \n"," Price \n"," \n"," \n"," \n"," \n"," count \n"," 818.000000 \n"," \n"," \n"," mean \n"," 77030.700489 \n"," \n"," \n"," std \n"," 45090.184043 \n"," \n"," \n"," min \n"," 16990.000000 \n"," \n"," \n"," 25% \n"," 46840.000000 \n"," \n"," \n"," 50% \n"," 64990.000000 \n"," \n"," \n"," 75% \n"," 89918.000000 \n"," \n"," \n"," max \n"," 441990.000000 \n"," \n"," \n","
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Histogram of distribution of prices between different price ranges\n","features = laptopprice.drop( columns = [\"Price\"])\n","price = laptopprice[\"Price\"]\n","\n","plt.hist( price, bins = 20, edgecolor='orange' )\n","plt.title(\"Prices\")\n","plt.xlabel(\"Price range\")\n","plt.ylabel(\"No of products\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"X83KHfhISLrz","executionInfo":{"status":"ok","timestamp":1688564683875,"user_tz":-330,"elapsed":459,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"3768dbc7-6e02-4faf-9c09-a7d09fb7d4ac"},"execution_count":103,"outputs":[{"output_type":"display_data","data":{"text/plain":[""],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["laptopprice= laptopprice[laptopprice['Price'] <= 250000]\n","features = laptopprice.drop( columns = [\"Price\"])\n","price = laptopprice[\"Price\"]\n","\n","plt.hist( price , bins = 20 , edgecolor='orange' )\n","plt.title(\"Prices\")\n","plt.xlabel(\"Price range\")\n","plt.ylabel(\"No of products\")\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"bSkAfmM-Sb0a","executionInfo":{"status":"ok","timestamp":1688564712595,"user_tz":-330,"elapsed":477,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"62f31c4f-0b43-4554-bbd4-aecbef400585"},"execution_count":105,"outputs":[{"output_type":"display_data","data":{"text/plain":[""],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Scatterplots"],"metadata":{"id":"TJgBJNSPUdoX"}},{"cell_type":"code","source":["features_list = laptopprice.columns\n","prices_column_index = 7\n","\n","fig, axes = plt.subplots(nrows=len(features_list) , figsize=(8, 6 * len(features_list)))\n","\n","for i, feature in enumerate(features_list):\n"," axes[i].scatter(laptopprice[feature], laptopprice.iloc[:, prices_column_index])\n"," axes[i].set_xlabel(feature)\n"," axes[i].set_ylabel(laptopprice.columns[prices_column_index])\n","\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cnN5knPHTWRG","executionInfo":{"status":"ok","timestamp":1688564985493,"user_tz":-330,"elapsed":4205,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"14164c50-d57d-4e07-e21e-66381ae296a3"},"execution_count":107,"outputs":[{"output_type":"display_data","data":{"text/plain":[""],"image/png":"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ONE HOT ENCODING (In order to train the model to use features)"],"metadata":{"id":"TE4zeR1fJzjo"}},{"cell_type":"code","source":["latop=pd.get_dummies(laptopprice)\n","latop"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":505},"id":"mEWjbXEr21eu","executionInfo":{"status":"ok","timestamp":1688565086023,"user_tz":-330,"elapsed":384,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"d0c72014-d3f5-4182-d355-cc3db113467b"},"execution_count":108,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Price brand_APPLE brand_ASUS brand_Avita brand_DELL brand_HP \\\n","0 34649 0 1 0 0 0 \n","1 38999 0 0 0 0 0 \n","2 39999 0 0 0 0 0 \n","3 69990 0 1 0 0 0 \n","4 26990 0 1 0 0 0 \n",".. ... ... ... ... ... ... \n","813 135990 0 1 0 0 0 \n","814 144990 0 1 0 0 0 \n","815 149990 0 1 0 0 0 \n","816 142990 0 1 0 0 0 \n","817 57490 0 0 0 0 0 \n","\n"," brand_Lenovo brand_MSI brand_acer processor_name_Celeron Dual ... \\\n","0 0 0 0 0 ... \n","1 1 0 0 0 ... \n","2 1 0 0 0 ... \n","3 0 0 0 0 ... \n","4 0 0 0 1 ... \n",".. ... ... ... ... ... \n","813 0 0 0 0 ... \n","814 0 0 0 0 ... \n","815 0 0 0 0 ... \n","816 0 0 0 0 ... \n","817 1 0 0 0 ... \n","\n"," ssd_512 hdd_0 hdd_1024 hdd_2048 hdd_512 graphic_card_gb_0 \\\n","0 0 0 1 0 0 1 \n","1 0 0 1 0 0 1 \n","2 0 0 1 0 0 1 \n","3 1 1 0 0 0 0 \n","4 0 0 0 0 1 1 \n",".. ... ... ... ... ... ... \n","813 0 1 0 0 0 1 \n","814 0 1 0 0 0 1 \n","815 0 1 0 0 0 0 \n","816 0 1 0 0 0 0 \n","817 1 1 0 0 0 1 \n","\n"," graphic_card_gb_2 graphic_card_gb_4 graphic_card_gb_6 \\\n","0 0 0 0 \n","1 0 0 0 \n","2 0 0 0 \n","3 1 0 0 \n","4 0 0 0 \n",".. ... ... ... \n","813 0 0 0 \n","814 0 0 0 \n","815 0 1 0 \n","816 0 1 0 \n","817 0 0 0 \n","\n"," graphic_card_gb_8 \n","0 0 \n","1 0 \n","2 0 \n","3 0 \n","4 0 \n",".. ... \n","813 0 \n","814 0 \n","815 0 \n","816 0 \n","817 0 \n","\n","[811 rows x 47 columns]"],"text/html":["\n"," \n","
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811 rows × 47 columns
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\n"," "]},"metadata":{},"execution_count":108}]},{"cell_type":"code","source":["latop.columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V-rE5wiiO4IF","executionInfo":{"status":"ok","timestamp":1688565091868,"user_tz":-330,"elapsed":374,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"c5d0a5b4-7eba-4173-f89a-5c8bc7a5139a"},"execution_count":109,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Price', 'brand_APPLE', 'brand_ASUS', 'brand_Avita', 'brand_DELL',\n"," 'brand_HP', 'brand_Lenovo', 'brand_MSI', 'brand_acer',\n"," 'processor_name_Celeron Dual', 'processor_name_Core i3',\n"," 'processor_name_Core i5', 'processor_name_Core i7',\n"," 'processor_name_Core i9', 'processor_name_M1',\n"," 'processor_name_Pentium Quad', 'processor_name_Ryzen 3',\n"," 'processor_name_Ryzen 5', 'processor_name_Ryzen 7',\n"," 'processor_name_Ryzen 9', 'processor_gnrtn_10th',\n"," 'processor_gnrtn_11th', 'processor_gnrtn_12th', 'processor_gnrtn_4th',\n"," 'processor_gnrtn_7th', 'processor_gnrtn_8th', 'processor_gnrtn_9th',\n"," 'processor_gnrtn_Not Available', 'ram_gb_16 ', 'ram_gb_32 ',\n"," 'ram_gb_4 ', 'ram_gb_8 ', 'ssd_0 ', 'ssd_1024 ', 'ssd_128 ',\n"," 'ssd_2048 ', 'ssd_256 ', 'ssd_512 ', 'hdd_0 ', 'hdd_1024 ', 'hdd_2048 ',\n"," 'hdd_512 ', 'graphic_card_gb_0 ', 'graphic_card_gb_2 ',\n"," 'graphic_card_gb_4 ', 'graphic_card_gb_6 ', 'graphic_card_gb_8 '],\n"," dtype='object')"]},"metadata":{},"execution_count":109}]},{"cell_type":"markdown","source":["Converting to numpy arrays"],"metadata":{"id":"BzqG_amDKEkJ"}},{"cell_type":"code","source":["latop_numpy=latop.values\n","latop_numpy"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yTmYELVB6Zqi","executionInfo":{"status":"ok","timestamp":1688565094050,"user_tz":-330,"elapsed":394,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"e310760f-9fdd-4d1b-90f2-5a54e92a266b"},"execution_count":110,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 34649, 0, 1, ..., 0, 0, 0],\n"," [ 38999, 0, 0, ..., 0, 0, 0],\n"," [ 39999, 0, 0, ..., 0, 0, 0],\n"," ...,\n"," [149990, 0, 1, ..., 1, 0, 0],\n"," [142990, 0, 1, ..., 1, 0, 0],\n"," [ 57490, 0, 0, ..., 0, 0, 0]])"]},"metadata":{},"execution_count":110}]},{"cell_type":"code","source":["x_train=latop_numpy[:,1:47:1]\n","y_train=latop_numpy[:,0]"],"metadata":{"id":"NfhIjd6MAtSG","executionInfo":{"status":"ok","timestamp":1688565095923,"user_tz":-330,"elapsed":3,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":111,"outputs":[]},{"cell_type":"markdown","source":["### Defining gradient descent from scratch"],"metadata":{"id":"a8hPjVe9KOpM"}},{"cell_type":"code","source":["def predict(x,w,b):\n"," p=np.dot(x,w)+b\n"," return p"],"metadata":{"id":"pg05FOl2ChbT","executionInfo":{"status":"ok","timestamp":1688565098611,"user_tz":-330,"elapsed":614,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":112,"outputs":[]},{"cell_type":"code","source":["def computecost(x,y,w,b):\n"," m=x.shape[0]\n"," cost=0.0\n"," for i in range(m):\n"," f_wb_i=np.dot(x[i],w)+b\n"," cost=cost+(f_wb_i-y[i])**2\n"," cost=cost/(2*m)\n"," return cost"],"metadata":{"id":"HPJ-0VRUHDsc","executionInfo":{"status":"ok","timestamp":1688565100021,"user_tz":-330,"elapsed":2,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":113,"outputs":[]},{"cell_type":"code","source":["def computegradient(x,y,w,b):\n"," m,n=x.shape\n"," dj_dw=np.zeros((n,))\n"," dj_db=0.\n"," for i in range(m):\n"," err=(np.dot(x[i],w)+b)-y[i]\n"," for j in range(n):\n"," dj_dw[j]=dj_dw[j]+err*x[i,j]\n"," dj_db=dj_db+err\n"," dj_dw=dj_dw/m\n"," dj_db=dj_db/m\n","\n"," return dj_db,dj_dw"],"metadata":{"id":"815mbkRwctoS","executionInfo":{"status":"ok","timestamp":1688565102720,"user_tz":-330,"elapsed":632,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":114,"outputs":[]},{"cell_type":"code","source":["def gradientdescent(x,y,w_in,b_in,cost_function,gradient_function,alpha,num_iters):\n"," J_history=[]\n"," w=copy.deepcopy(w_in)\n"," b=b_in\n"," for i in range(num_iters):\n"," dj_db,dj_dw=gradient_function(x,y,w,b)\n"," w=w-alpha*dj_dw\n"," b=b-alpha*dj_db\n"," if i<100000:\n"," J_history.append(cost_function(x,y,w,b))\n"," if i%math.ceil(num_iters/10)==0:\n"," print(f\"Iteration{i:4d}:Cost{J_history[-1]:8.2f}\")\n"," return w,b,J_history\n"],"metadata":{"id":"rblZoMDueydU","executionInfo":{"status":"ok","timestamp":1688565105364,"user_tz":-330,"elapsed":362,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":115,"outputs":[]},{"cell_type":"code","source":["initial_w=np.zeros(46)\n","initial_b=0.\n","iterations=10000\n","alpha=5.0e-1\n","w_final,b_final,J_his=gradientdescent(x_train,y_train,initial_w,initial_b,computecost,computegradient,alpha,iterations)\n","\n","print(f\"b,w found by gradient descent:{b_final:0.2f},{w_final}\")\n","m,_=x_train.shape\n","for i in range(m):\n"," print(f\"predictions:{np.dot(x_train[i],w_final)+b_final:0.2f},target value:{y_train[i]}\")"],"metadata":{"id":"Sj2k7BujhJqs","executionInfo":{"status":"ok","timestamp":1688572099213,"user_tz":-330,"elapsed":183543,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"77498ec5-ab61-46e4-a58a-af6b78d1e89b","colab":{"base_uri":"https://localhost:8080/"}},"execution_count":138,"outputs":[{"output_type":"stream","name":"stdout","text":["Iteration 0:Cost2538597539.09\n","Iteration1000:Cost197766724.31\n","Iteration2000:Cost196663002.63\n","Iteration3000:Cost196565034.86\n","Iteration4000:Cost196550286.85\n","Iteration5000:Cost196546288.23\n","Iteration6000:Cost196544873.92\n","Iteration7000:Cost196544337.91\n","Iteration8000:Cost196544131.53\n","Iteration9000:Cost196544051.75\n","b,w found by gradient descent:47229.02,[ 78117.50140901 -1498.96333726 -23466.30710553 2436.08101987\n"," 3452.19074476 1349.1265106 -6531.02285882 -6629.59082557\n"," -61864.94601831 -8348.71371817 14369.9142328 39285.46728506\n"," 58217.08263851 -5551.80508675 -18761.45156146 -17591.46820556\n"," -4981.97159958 8700.50105532 43756.4065352 7089.79156353\n"," -381.97799292 2567.91877901 -2683.21787699 9000.56379697\n"," 15341.22975277 7250.74092654 9043.96660815 21607.67145869\n"," 523.65960631 13700.05027474 11397.63421732 -20246.05947428\n"," 21927.98022383 -4485.61679903 62694.67633633 -11857.59875568\n"," -804.3659741 1504.23080049 5520.15391123 -3335.60758875\n"," 43540.2384341 -4422.49403503 -4861.26126156 -3590.98968127\n"," 12380.88057044 47722.87996448]\n","predictions:39022.78,target value:34649\n","predictions:41870.87,target value:38999\n","predictions:41870.87,target value:39999\n","predictions:74426.00,target value:69990\n","predictions:25480.81,target value:26990\n","predictions:25480.81,target value:22990\n","predictions:25480.81,target value:21990\n","predictions:59000.23,target value:58799\n","predictions:64589.50,target value:49999\n","predictions:76110.48,target value:59990\n","predictions:92082.35,target value:93700\n","predictions:76110.48,target value:72990\n","predictions:3513.46,target value:17490\n","predictions:25480.81,target value:22990\n","predictions:35923.55,target value:35990\n","predictions:38572.29,target value:56490\n","predictions:61290.91,target value:65390\n","predictions:45884.71,target value:32955\n","predictions:68164.57,target value:46200\n","predictions:35923.55,target value:34429\n"]}]},{"cell_type":"code","source":["fig,(ax1,ax2)=plt.subplots(1,2,constrained_layout=True,figsize=(12,4))\n","ax1.plot(J_his)\n","ax2.plot(100+np.arange(len(J_his[100:])),J_his[100:])\n","ax1.set_title(\"Cost vs Iterations\");ax2.set_title(\"Cost vs Iterations(Tail)\")\n","ax1.set_ylabel('Cost');ax2.set_ylabel('Cost')\n","ax1.set_xlabel('iteration step');ax2.set_xlabel('iteration step')\n","plt.show()"],"metadata":{"id":"yzRt_V15kimr","executionInfo":{"status":"ok","timestamp":1688565333355,"user_tz":-330,"elapsed":1402,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"82d10ce0-4483-4491-9b0d-a5b730d60fa9","colab":{"base_uri":"https://localhost:8080/","height":428}},"execution_count":117,"outputs":[{"output_type":"display_data","data":{"text/plain":[""],"image/png":"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Z-score normalisation to help in feature scaling(no need here as all values are 0,1 but still.....)\n"],"metadata":{"id":"sI9jLUvKQ5l-"}},{"cell_type":"code","source":["def zscore_normalisation_features(x):\n"," mu=np.mean(x,axis=0)\n"," sigma=np.std(x,axis=0)\n"," x_norm=(x-mu)/sigma\n"," return(x_norm,mu,sigma)"],"metadata":{"id":"ymmmIdiNQ432","executionInfo":{"status":"ok","timestamp":1688564146089,"user_tz":-330,"elapsed":5,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":93,"outputs":[]},{"cell_type":"code","source":["x_norm,x_mu,x_sigma=zscore_normalisation_features(x_train)\n","print(f\"x_mu={x_mu},\\nx_sigma={x_sigma}\")\n","print(f\"Peak to Peak range in column in Raw x:{np.ptp(x_train,axis=0)}\")\n","print(f\"Peak to Peak range in column in Normalised x:{np.ptp(x_norm,axis=0)}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tGMYwPx1Q-SU","executionInfo":{"status":"ok","timestamp":1688564142769,"user_tz":-330,"elapsed":405,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"37f2f819-d815-484c-975c-264ff2357ab4"},"execution_count":92,"outputs":[{"output_type":"stream","name":"stdout","text":["x_mu=[0.03422983 0.30195599 0.01711491 0.18459658 0.16503667 0.17359413\n"," 0.06112469 0.06234719 0.02322738 0.200489 0.35452323 0.13447433\n"," 0.00977995 0.02933985 0.01589242 0.03178484 0.1002445 0.06845966\n"," 0.03178484 0.24938875 0.40831296 0.00366748 0.00122249 0.01100244\n"," 0.05012225 0.00733496 0.26894866 0.21638142 0.00244499 0.27139364\n"," 0.50977995 0.15036675 0.13569682 0.00366748 0.00244499 0.2200489\n"," 0.00122249 0.48655257 0.75427873 0.19437653 0.00122249 0.05012225\n"," 0.6992665 0.08190709 0.15647922 0.04523227],\n","x_sigma=[0.181819 0.45910627 0.12969963 0.38796995 0.37121365 0.37876009\n"," 0.2395589 0.24178506 0.15062494 0.40036628 0.47836859 0.34116123\n"," 0.09840886 0.1687573 0.12505939 0.17542681 0.30032572 0.25253303\n"," 0.17542681 0.43265922 0.4915216 0.06044858 0.0349428 0.10431391\n"," 0.21819718 0.08532972 0.44341321 0.41177725 0.04938633 0.44467869\n"," 0.49990434 0.35743054 0.34246634 0.06044858 0.04938633 0.41427935\n"," 0.0349428 0.49981913 0.43051403 0.39571997 0.0349428 0.21819718\n"," 0.458577 0.27422312 0.36330906 0.20781317]\n","Peak to Peak range in column in Raw x:[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n"," 1 1 1 1 1 1 1 1 1]\n","Peak to Peak range in column in Normalised x:[ 5.49997534 2.17814493 7.7101222 2.57751922 2.69386649 2.64019366\n"," 4.17433877 4.1359048 6.6390068 2.49771283 2.09043825 2.93116545\n"," 10.1616867 5.92566959 7.99620072 5.70038303 3.32971813 3.95987799\n"," 5.70038303 2.31128784 2.03449857 16.54298485 28.61819743 9.58644949\n"," 4.58301064 11.71924582 2.25523276 2.42849747 20.24851725 2.24881478\n"," 2.0003827 2.7977464 2.919995 16.54298485 20.24851725 2.41383017\n"," 28.61819743 2.00072373 2.32280468 2.52703952 28.61819743 4.58301064\n"," 2.18065889 3.64666555 2.75247747 4.81201447]\n"]}]},{"cell_type":"code","source":["x_features=['brand','processor name','processor gen','ram(in GB)','ssd(in GB)','hdd(in GB)','graphics card(in GB)']"],"metadata":{"id":"RRTN-kddQ-Oj","executionInfo":{"status":"ok","timestamp":1688564158216,"user_tz":-330,"elapsed":409,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":94,"outputs":[]},{"cell_type":"code","source":["initial_w=np.zeros(46)\n","initial_b=0.\n","iterations=1000\n","alpha=8.0e-2\n","w_norm,b_norm,his=gradientdescent(x_norm,y_train,initial_w,initial_b,computecost,computegradient,alpha,iterations)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DPyd3LO0Q-K4","executionInfo":{"status":"ok","timestamp":1688564233111,"user_tz":-330,"elapsed":15566,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"6b000e00-964d-4d61-dd25-15035672eda2"},"execution_count":96,"outputs":[{"output_type":"stream","name":"stdout","text":["Iteration 0:Cost3223502105.66\n","Iteration 100:Cost245408114.12\n","Iteration 200:Cost240260271.39\n","Iteration 300:Cost237819326.53\n","Iteration 400:Cost236391290.75\n","Iteration 500:Cost235515568.64\n","Iteration 600:Cost234968988.56\n","Iteration 700:Cost234625067.83\n","Iteration 800:Cost234407761.66\n","Iteration 900:Cost234270124.04\n"]}]},{"cell_type":"code","source":["m=x_norm.shape[0]\n","yp=np.zeros(m)\n","for i in range(m):\n"," yp[i]=np.dot(x_norm[i],w_norm)+b_norm\n","\n","fig,ax=plt.subplots(1,7,figsize=(12,3),sharey=True)\n","for i in range(len(ax)):\n"," ax[i].scatter(x_train[:,i],y_train,label='Target')\n"," ax[i].set_xlabel(x_features[i])\n"," ax[i].scatter(x_train[:,i],yp,label='Prediction')\n","ax[0].set_ylabel(\"Price\");ax[0].legend();\n","fig.suptitle(\"Targer vs prediction using z score normalisation\")\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":359},"id":"LNn50iFJQ-Gd","executionInfo":{"status":"ok","timestamp":1688564283976,"user_tz":-330,"elapsed":1886,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"51ee6c18-0819-405b-977d-6c0d1c98fc1e"},"execution_count":98,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":98},{"output_type":"display_data","data":{"text/plain":[""],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Decision trees algorithm using sci-kit learn"],"metadata":{"id":"bIxiJzFNshbD"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","from sklearn.metrics import mean_absolute_percentage_error, mean_squared_error, mean_absolute_error, r2_score"],"metadata":{"id":"gbcKD7AdspzO","executionInfo":{"status":"ok","timestamp":1688571398816,"user_tz":-330,"elapsed":496,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":121,"outputs":[]},{"cell_type":"code","source":["features_train, features_test, price_train, price_test = train_test_split(x_train, y_train , test_size=0.2, random_state=42)"],"metadata":{"id":"W3FRsVJ5s-QY","executionInfo":{"status":"ok","timestamp":1688571475089,"user_tz":-330,"elapsed":422,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}}},"execution_count":122,"outputs":[]},{"cell_type":"code","source":["from sklearn.tree import DecisionTreeRegressor\n","\n","decision_tree_regressor_model = DecisionTreeRegressor()\n","decision_tree_regressor_model.fit( features_train , price_train )\n","\n","price_predicted = decision_tree_regressor_model.predict( features_test )\n","\n","price_predicted = np.array( price_predicted )\n","price_test = np.array( price_test )\n","\n","for i in range(20):\n"," print( ( price_predicted[i] , price_test[i] ))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W9jCCHrBsoXE","executionInfo":{"status":"ok","timestamp":1688571845085,"user_tz":-330,"elapsed":404,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"636f42b2-d391-48e2-a21d-21bb39cdc7b3"},"execution_count":131,"outputs":[{"output_type":"stream","name":"stdout","text":["(80800.54545454546, 97990)\n","(114323.33333333333, 119990)\n","(79596.0, 76990)\n","(82840.0, 84990)\n","(194990.0, 154990)\n","(136823.33333333334, 142990)\n","(68090.0, 102551)\n","(116240.0, 103990)\n","(60490.0, 59990)\n","(57990.0, 233990)\n","(41490.0, 39998)\n","(69417.5, 71990)\n","(58656.666666666664, 57990)\n","(127493.33333333333, 144990)\n","(63366.0625, 55990)\n","(53540.0, 58990)\n","(69994.5, 57990)\n","(55385.666666666664, 45490)\n","(65556.0, 65556)\n","(224990.0, 144690)\n"]}]},{"cell_type":"markdown","source":["###Calculating Errors"],"metadata":{"id":"leKpNv9huGTH"}},{"cell_type":"code","source":["\n","print(\"Mean absolute error is:- \" , mean_absolute_error( price_test , price_predicted ))\n","print(\"Mean absolute percentage error is:- \" , mean_absolute_percentage_error( price_test , price_predicted )*100)\n","print(\"Mean square error is:- \" , mean_squared_error( price_test , price_predicted ))\n","print(\"Root mean square error is:- \" , math.sqrt(mean_squared_error( price_test , price_predicted )) )\n","print(\"R-squared score is:- \" , r2_score( price_test , price_predicted ))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"opI_r_LPuEE4","executionInfo":{"status":"ok","timestamp":1688571848290,"user_tz":-330,"elapsed":634,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"33b1f81e-3091-4bdc-d263-a003eb719b06"},"execution_count":132,"outputs":[{"output_type":"stream","name":"stdout","text":["Mean absolute error is:- 18930.085957958196\n","Mean absolute percentage error is:- 20.551055793668095\n","Mean square error is:- 1155713857.4963505\n","Root mean square error is:- 33995.79176157471\n","R-squared score is:- 0.359515525608869\n"]}]},{"cell_type":"markdown","source":["## Random forest algorithm using sci-kit"],"metadata":{"id":"5-zAQ8EjrDcv"}},{"cell_type":"code","source":["from sklearn.ensemble import RandomForestRegressor\n","\n","random_forest_regressor_model = RandomForestRegressor()\n","random_forest_regressor_model.fit( features_train , price_train )\n","\n","price_predicted = random_forest_regressor_model.predict( features_test )\n","\n","price_predicted = np.array( price_predicted )\n","price_test = np.array( price_test )\n","\n","for i in range(20):\n"," print( ( price_predicted[i] , price_test[i] ))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nUUHtBdNrY2C","executionInfo":{"status":"ok","timestamp":1688571867092,"user_tz":-330,"elapsed":393,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"2382f09e-b9a0-4307-a000-f721fc864221"},"execution_count":136,"outputs":[{"output_type":"stream","name":"stdout","text":["(80231.34466963429, 97990)\n","(134746.69333333333, 119990)\n","(75436.39412698412, 76990)\n","(82381.33527561076, 84990)\n","(149789.0611111111, 154990)\n","(136644.07936507938, 142990)\n","(74132.1, 102551)\n","(117333.62337662338, 103990)\n","(62547.26132142856, 59990)\n","(103151.163, 233990)\n","(43252.00833333333, 39998)\n","(69182.47683399933, 71990)\n","(59005.025, 57990)\n","(128113.21103174608, 144990)\n","(63470.64521425394, 55990)\n","(53500.71666666665, 58990)\n","(70657.3702420635, 57990)\n","(55219.84572619048, 45490)\n","(66234.19974358974, 65556)\n","(207386.51333333337, 144690)\n"]}]},{"cell_type":"markdown","source":["Calculating Errors"],"metadata":{"id":"kgROILdYt7Sb"}},{"cell_type":"code","source":["\n","\n","print(\"Mean absolute error is:- \" , mean_absolute_error( price_test , price_predicted ))\n","print(\"Mean absolute percentage error is:- \" , mean_absolute_percentage_error( price_test , price_predicted )*100)\n","print(\"Mean square error is:- \" , mean_squared_error( price_test , price_predicted ))\n","print(\"Root mean square error is:- \" , math.sqrt(mean_squared_error( price_test , price_predicted )) )\n","print(\"R-squared score is:- \" , r2_score( price_test , price_predicted ))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3QVHSp25t0-8","executionInfo":{"status":"ok","timestamp":1688571871007,"user_tz":-330,"elapsed":410,"user":{"displayName":"Aditya Saxena","userId":"14470010596090331838"}},"outputId":"b96b4f9d-916f-4d82-d54a-39f77508cf5c"},"execution_count":137,"outputs":[{"output_type":"stream","name":"stdout","text":["Mean absolute error is:- 16117.662841432273\n","Mean absolute percentage error is:- 17.502611538553708\n","Mean square error is:- 825769552.0694863\n","Root mean square error is:- 28736.20629222804\n","R-squared score is:- 0.5423671922813345\n"]}]}]}
\ No newline at end of file
diff --git a/machine-learning/week1/laptopPrice.csv b/machine-learning/week1/laptopPrice.csv
new file mode 100644
index 000000000..18a7d783e
--- /dev/null
+++ b/machine-learning/week1/laptopPrice.csv
@@ -0,0 +1,819 @@
+brand,processor_brand,processor_name,processor_gnrtn,ram_gb,ram_type,ssd,hdd,os,os_bit,graphic_card_gb,weight,warranty,Touchscreen,msoffice,Price,rating,Number of Ratings,Number of Reviews
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,34649,2 stars,3,0
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,38999,3 stars,65,5
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,39999,3 stars,8,1
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,69990,3 stars,0,0
+ASUS,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,26990,3 stars,0,0
+ASUS,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,22990,3 stars,0,0
+ASUS,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,21990,3 stars,31,3
+ASUS,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,58799,3 stars,0,0
+Lenovo,Intel,Core i5,10th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,49999,3 stars,0,0
+acer,AMD,Ryzen 5,10th,4 GB,DDR4,0 GB,512 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,59990,4 stars,1946,240
+acer,AMD,Ryzen 5,10th,4 GB,DDR4,0 GB,512 GB,Windows,32-bit,6 GB,Casual,No warranty,No,No,93700,4 stars,259,47
+acer,AMD,Ryzen 5,10th,4 GB,DDR4,0 GB,512 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,72990,4 stars,425,67
+Avita,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,17490,3 stars,1120,196
+ASUS,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,22990,3 stars,0,0
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,35990,3 stars,0,0
+HP,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,56490,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,65390,3 stars,0,0
+HP,Intel,Core i3,7th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,32955,4 stars,311,27
+HP,Intel,Core i5,7th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,46200,4 stars,47,7
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,34429,4 stars,37,6
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,ThinNlight,2 years,No,Yes,37990,4 stars,2080,235
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,35990,4 stars,1479,181
+ASUS,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,33980,4 stars,67,3
+HP,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39990,4 stars,273,30
+DELL,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39490,4 stars,1267,171
+HP,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,53990,4 stars,14,0
+acer,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,38990,3 stars,0,0
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,37990,4 stars,284,39
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,37890,4 stars,44,5
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,38990,4 stars,33,4
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,37990,4 stars,286,36
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41990,3 stars,10,5
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,45990,4 stars,816,147
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,39990,4 stars,543,65
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,42490,4 stars,9,1
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,36990,4 stars,1178,137
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,53990,4 stars,299,41
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,36990,4 stars,20,1
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,No,38940,4 stars,758,64
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,39490,4 stars,634,64
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,45990,4 stars,816,147
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,Yes,39999,5 stars,4,0
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,42990,4 stars,17,2
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,49990,4 stars,24,5
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41490,4 stars,1753,165
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,41990,4 stars,216,21
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41990,4 stars,1084,160
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,38490,3 stars,19,3
+Lenovo,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,38990,4 stars,106,13
+Lenovo,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,44990,4 stars,42,4
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,36490,3 stars,0,0
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,38970,3 stars,0,0
+HP,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44900,4 stars,1029,107
+MSI,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,38990,4 stars,53,11
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,44427,3 stars,0,0
+ASUS,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,35990,3 stars,0,0
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,40200,3 stars,48,1
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,40990,3 stars,3,0
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,42490,3 stars,0,0
+acer,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,23990,3 stars,61,4
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,71999,4 stars,97,13
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,39990,4 stars,181,19
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,41998,4 stars,529,39
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,41990,3 stars,0,0
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,Yes,39999,3 stars,0,0
+ASUS,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,39990,3 stars,0,0
+Lenovo,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,39998,4 stars,10,1
+HP,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42490,4 stars,5205,561
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,41990,3 stars,3,0
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,48490,3 stars,0,0
+HP,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44376,4 stars,1090,96
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,43900,3 stars,0,0
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,46690,3 stars,0,0
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,40990,5 stars,1,1
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,39990,4 stars,44,2
+Lenovo,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,43990,3 stars,0,0
+ASUS,Intel,Core i3,11th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,36990,4 stars,70,9
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,48500,3 stars,0,0
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,48990,3 stars,0,0
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,23490,4 stars,632,92
+HP,Intel,Core i3,8th,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,54238,4 stars,71,8
+ASUS,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,37990,4 stars,990,108
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42990,4 stars,158,18
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42990,4 stars,681,59
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,35990,4 stars,130,12
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,42990,4 stars,30,4
+ASUS,Intel,Core i3,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,Yes,Yes,51990,4 stars,6,2
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,48990,4 stars,174,30
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,42990,4 stars,40,7
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,38990,3 stars,13,1
+DELL,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,45990,4 stars,184,29
+HP,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42490,4 stars,1296,126
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43970,4 stars,571,56
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39990,4 stars,2551,297
+MSI,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,48990,4 stars,17,3
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,54990,4 stars,35,3
+MSI,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,40990,4 stars,118,17
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41990,3 stars,0,0
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,No,54990,4 stars,245,34
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,44990,4 stars,2058,305
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,41250,4 stars,117,11
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,44990,3 stars,0,0
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,42990,4 stars,74,11
+DELL,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,60790,4 stars,10,1
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,45650,4 stars,39,4
+DELL,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41990,3 stars,29,7
+DELL,Intel,Core i3,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,45490,4 stars,43,4
+ASUS,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44990,3 stars,0,0
+Lenovo,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,2 years,No,Yes,42990,4 stars,984,99
+HP,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,45490,4 stars,523,66
+HP,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,38799,4 stars,30,1
+HP,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,69267,3 stars,0,0
+ASUS,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,51649,3 stars,0,0
+HP,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,47990,4 stars,1605,215
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,40990,4 stars,4008,519
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42990,4 stars,1869,234
+ASUS,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,44890,3 stars,7,0
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,41490,4 stars,4008,519
+HP,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,ThinNlight,1 year,No,No,50990,3 stars,0,0
+HP,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,48900,4 stars,1278,135
+ASUS,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,40990,4 stars,4008,519
+DELL,Intel,Core i3,10th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,41790,3 stars,0,0
+Lenovo,Intel,Core i3,11th,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,57999,3 stars,10,2
+DELL,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,45930,3 stars,0,0
+HP,Intel,Core i3,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,55490,4 stars,143,15
+ASUS,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,32890,3 stars,28,4
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,35990,4 stars,2124,233
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,42490,4 stars,276,40
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,42190,3 stars,250,21
+DELL,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39490,4 stars,1917,189
+HP,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43690,4 stars,4999,490
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,35990,3 stars,17,0
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,43800,4 stars,17,0
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,38990,3 stars,0,0
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,34990,3 stars,4203,490
+ASUS,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,38900,3 stars,13,0
+DELL,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,39990,3 stars,15,1
+DELL,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,40890,4 stars,527,46
+Lenovo,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,36990,3 stars,103,10
+HP,Intel,Core i3,11th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39990,3 stars,324,45
+HP,Intel,Core i3,11th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41990,4 stars,69,5
+DELL,Intel,Core i3,11th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,43970,3 stars,16,0
+HP,Intel,Core i3,11th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,39790,3 stars,40,3
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,ThinNlight,No warranty,No,No,35590,3 stars,12,1
+HP,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,36490,3 stars,1146,175
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,38990,4 stars,1850,216
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,ThinNlight,No warranty,No,No,33990,3 stars,43,7
+DELL,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,43400,4 stars,231,26
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,24990,4 stars,502,93
+HP,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,40750,4 stars,1096,116
+DELL,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43000,4 stars,313,35
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,38000,4 stars,7,0
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,37990,3 stars,265,46
+HP,Intel,Core i3,7th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,49279,4 stars,38,3
+Lenovo,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,38999,3 stars,7,2
+ASUS,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,41500,3 stars,4,0
+acer,Intel,Core i3,11th,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,36999,3 stars,0,0
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,42900,3 stars,0,0
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,21490,3 stars,818,113
+DELL,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,41480,3 stars,25,4
+ASUS,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,32990,2 stars,12,0
+ASUS,Intel,Core i3,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,38680,3 stars,17,1
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,23990,4 stars,974,170
+DELL,Intel,Core i3,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,40390,3 stars,83,15
+ASUS,Intel,Core i3,10th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,33990,3 stars,31,6
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,20490,3 stars,637,91
+DELL,Intel,Core i3,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41490,5 stars,7,5
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,45490,4 stars,207,16
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,44490,4 stars,844,103
+ASUS,Intel,Core i3,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,41890,4 stars,53,6
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,42990,4 stars,62,7
+acer,Intel,Core i3,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,40990,4 stars,38,2
+DELL,Intel,Core i3,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,48990,4 stars,724,92
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43590,3 stars,0,0
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,44690,4 stars,9,0
+ASUS,Intel,Core i3,10th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,40990,3 stars,0,0
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43990,3 stars,0,0
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,43590,3 stars,0,0
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41390,4 stars,56,7
+DELL,Intel,Core i3,10th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44290,3 stars,0,0
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,48999,3 stars,0,0
+DELL,Intel,Core i3,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39990,3 stars,170,11
+DELL,Intel,Core i3,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,46390,2 stars,95,5
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,18990,3 stars,197,25
+ASUS,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,17990,3 stars,1180,148
+HP,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,26470,3 stars,232,23
+HP,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,27990,3 stars,596,65
+Lenovo,Intel,Celeron Dual,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,29999,3 stars,19,1
+Lenovo,Intel,Celeron Dual,Not Available,4 GB,LPDDR4X,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,25990,3 stars,84,16
+Lenovo,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,16990,3 stars,414,54
+Lenovo,Intel,Celeron Dual,Not Available,4 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,24990,2 stars,70,16
+acer,Intel,Core i5,Not Available,8 GB,DDR5,0 GB,512 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,50990,4 stars,10966,1185
+acer,Intel,Core i5,Not Available,8 GB,LPDDR4,0 GB,512 GB,Windows,32-bit,0 GB,Casual,1 year,No,No,119990,4 stars,1,1
+acer,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,0 GB,Casual,No warranty,No,No,94190,4 stars,31,6
+ASUS,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,4 GB,Casual,No warranty,No,No,106167,4 stars,1881,241
+DELL,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,4 GB,Casual,1 year,No,No,68090,1 star,23,4
+DELL,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,0 GB,ThinNlight,1 year,No,No,139990,3 stars,0,0
+HP,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,0 GB,ThinNlight,No warranty,No,No,55990,4 stars,818,109
+HP,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,4 GB,Casual,No warranty,No,No,102551,3 stars,0,0
+Lenovo,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,2 GB,Casual,No warranty,No,No,46990,4 stars,4428,569
+HP,Intel,Core i5,8th,8 GB,DDR4,128 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,76012,4 stars,129,16
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,Yes,49490,4 stars,365,35
+acer,Intel,Core i5,7th,8 GB,DDR3,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,86867,4 stars,39,3
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,48990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,55990,3 stars,3,0
+acer,Intel,Core i5,8th,8 GB,DDR3,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,Yes,81998,4 stars,14,3
+HP,Intel,Core i5,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,136590,3 stars,0,0
+acer,Intel,Core i5,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,59490,3 stars,33,7
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,49800,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,61999,2 stars,4,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,54990,4 stars,116,15
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,53990,4 stars,206,17
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,Yes,52990,4 stars,300,24
+HP,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,67990,4 stars,108,6
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,No,57990,4 stars,3712,412
+Lenovo,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,62300,4 stars,825,95
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,52990,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,2 years,No,Yes,51990,4 stars,85,4
+Lenovo,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,61990,4 stars,56,7
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,Yes,Yes,63990,4 stars,10,1
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,65990,4 stars,17,4
+acer,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,52990,4 stars,155,20
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,49990,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,71990,4 stars,91,17
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,47990,4 stars,35,2
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,ThinNlight,2 years,No,Yes,48490,4 stars,126,13
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,72990,4 stars,74,10
+MSI,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,76990,4 stars,75,17
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,6 GB,Gaming,1 year,No,Yes,89990,4 stars,124,17
+MSI,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,59990,4 stars,1597,228
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,65990,4 stars,3850,378
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,71990,4 stars,7,1
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,71890,4 stars,3,0
+Lenovo,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,64990,3 stars,0,0
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,65990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,55999,4 stars,5,1
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,73490,4 stars,213,45
+HP,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,74490,4 stars,10,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,58340,4 stars,69,6
+acer,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,55999,4 stars,6,0
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,67990,4 stars,93,9
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,59990,4 stars,11,2
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,Yes,82990,4 stars,262,31
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,64190,3 stars,0,0
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,70090,4 stars,5,1
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,ThinNlight,1 year,No,No,49990,4 stars,45,3
+MSI,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,55490,3 stars,8,1
+HP,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,97990,5 stars,3,1
+ASUS,Intel,Core i5,9th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,54990,4 stars,1681,227
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,59990,4 stars,37,2
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,53990,4 stars,61,2
+HP,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,66999,4 stars,17,1
+acer,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,60990,4 stars,17,1
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,47990,4 stars,1625,152
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,ThinNlight,1 year,No,Yes,59999,4 stars,4,1
+DELL,Intel,Core i5,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,79990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,No,63990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,63990,4 stars,17,1
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,59990,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,55990,3 stars,0,0
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,59990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,63990,4 stars,3,0
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,69490,3 stars,0,0
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,89390,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,74990,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,3 years,Yes,Yes,64990,4 stars,48,12
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,66490,4 stars,282,36
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,89702,3 stars,0,0
+Lenovo,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,70990,4 stars,67,4
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,58990,3 stars,0,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,57500,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,79990,4 stars,23,2
+MSI,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,56541,4 stars,677,87
+ASUS,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,59990,3 stars,3,0
+Lenovo,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,64990,4 stars,46,4
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,61290,3 stars,4,1
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,54990,4 stars,9,1
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,59990,4 stars,26,4
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,6 GB,Casual,1 year,No,No,84990,5 stars,5,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,72500,4 stars,40,3
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,59990,3 stars,44,6
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,87990,4 stars,28,6
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,57990,4 stars,1541,123
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,69490,4 stars,72,7
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,3 years,Yes,Yes,68990,4 stars,44,8
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,77990,4 stars,17,2
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,105990,4 stars,59,11
+MSI,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,79990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,55490,4 stars,337,27
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,69990,4 stars,10,2
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,84990,4 stars,10,2
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,59990,3 stars,31,7
+DELL,Intel,Core i5,10th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,111890,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,65990,4 stars,10,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,72990,4 stars,76,14
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,71090,4 stars,44,6
+MSI,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,74990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,79990,4 stars,11,3
+MSI,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,55490,4 stars,138,16
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,ThinNlight,1 year,No,Yes,66490,4 stars,199,17
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,53400,4 stars,46,6
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,74500,4 stars,45,5
+DELL,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,114990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,ThinNlight,No warranty,No,No,61990,4 stars,35,4
+APPLE,Intel,Core i5,10th,8 GB,LPDDR4X,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,159990,4 stars,32,5
+APPLE,Intel,Core i5,8th,8 GB,DDR3,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,172090,4 stars,108,13
+MSI,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,74990,3 stars,0,0
+MSI,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,56490,4 stars,814,112
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,3 years,No,No,147000,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,55990,4 stars,75,9
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,77990,3 stars,0,0
+HP,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,106490,4 stars,3,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,1 year,No,Yes,70990,4 stars,11,3
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,64990,4 stars,125,11
+acer,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,57990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,No,64990,4 stars,4,0
+MSI,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,54990,4 stars,714,147
+HP,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,111999,3 stars,0,0
+Lenovo,Intel,Core i5,10th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,70798,4 stars,21,3
+Lenovo,Intel,Core i5,9th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,59990,3 stars,9,1
+acer,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,99500,3 stars,0,0
+HP,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,55990,4 stars,30,4
+ASUS,Intel,Core i5,8th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,72990,4 stars,44,4
+acer,Intel,Core i5,8th,8 GB,DDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,64990,3 stars,4,1
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,57990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,76990,4 stars,14,2
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,2 years,No,Yes,62998,4 stars,739,71
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,77990,4 stars,31,5
+HP,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,114990,4 stars,145,19
+DELL,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,65990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,88990,3 stars,19,2
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,113590,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,73990,4 stars,32,6
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,61000,4 stars,1124,100
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,99990,4 stars,35,6
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,67990,4 stars,9,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,70799,4 stars,98,6
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,65990,4 stars,31,2
+ASUS,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,53690,4 stars,19,3
+MSI,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,55990,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,53190,4 stars,11,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,2 years,No,Yes,58999,4 stars,45,3
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,ThinNlight,3 years,No,No,71990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,82000,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,84990,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,89998,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,99990,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,84990,3 stars,0,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,69899,4 stars,474,37
+DELL,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,79990,3 stars,0,0
+DELL,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,76300,4 stars,6,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,55999,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,72900,3 stars,24,4
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,73990,4 stars,195,17
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,84990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,73519,3 stars,0,0
+HP,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,126000,5 stars,2,1
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,88990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,Yes,114999,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,82990,4 stars,21,2
+acer,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,Yes,No,109999,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,Yes,82990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,79990,4 stars,5,0
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,114990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,129999,3 stars,0,0
+MSI,Intel,Core i5,8th,8 GB,DDR5,512 GB,0 GB,Windows,32-bit,6 GB,Casual,No warranty,No,No,149990,4 stars,10,3
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,71290,3 stars,0,0
+DELL,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,79500,4 stars,10,1
+DELL,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,82990,3 stars,15,3
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,70980,4 stars,138,23
+ASUS,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,99990,3 stars,0,0
+HP,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,94000,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,Yes,No,82990,4 stars,16,3
+MSI,Intel,Core i5,11th,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,79990,4 stars,11,4
+ASUS,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,85990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,86990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,105990,5 stars,4,0
+ASUS,Intel,Core i5,10th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,84990,3 stars,0,0
+Lenovo,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,59999,4 stars,22,3
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,91999,4 stars,16,2
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,78900,3 stars,16,1
+ASUS,Intel,Core i5,10th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,132790,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,60990,3 stars,14,6
+Avita,Intel,Core i5,7th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,65556,3 stars,0,0
+DELL,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,70190,3 stars,6,3
+DELL,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,No,79590,3 stars,0,0
+Avita,Intel,Core i5,7th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,65556,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,76990,3 stars,0,0
+Avita,Intel,Core i5,7th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,65556,3 stars,0,0
+Avita,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,44990,3 stars,17,3
+ASUS,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,84990,3 stars,17,2
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,86999,4 stars,3,0
+HP,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,78000,4 stars,512,85
+Avita,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73063,3 stars,17,3
+Avita,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73063,3 stars,17,3
+HP,Intel,Core i5,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,100990,3 stars,0,0
+Lenovo,Intel,Core i5,8th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,74990,3 stars,3,1
+ASUS,Intel,Core i5,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,75990,4 stars,1365,137
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,1 year,No,Yes,84086,3 stars,8,3
+ASUS,Intel,Core i5,11th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,75990,4 stars,368,48
+ASUS,Intel,Core i5,11th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,77990,4 stars,202,26
+ASUS,Intel,Core i5,10th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,77990,4 stars,187,26
+APPLE,Intel,Core i5,10th,16 GB,LPDDR4X,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,179990,4 stars,31,3
+APPLE,Intel,Core i5,10th,16 GB,LPDDR4X,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,179990,4 stars,91,5
+ASUS,Intel,Core i5,10th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,82990,4 stars,844,118
+ASUS,Intel,Core i5,11th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,87990,3 stars,0,0
+ASUS,Intel,Core i5,11th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,84500,4 stars,3,0
+DELL,Intel,Core i5,11th,8 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,74190,4 stars,21,3
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,64990,3 stars,4,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,512 GB,Windows,64-bit,0 GB,ThinNlight,3 years,Yes,No,155411,3 stars,0,0
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,512 GB,512 GB,Windows,64-bit,0 GB,ThinNlight,3 years,Yes,No,125394,3 stars,0,0
+acer,Intel,Core i5,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,49990,3 stars,0,0
+acer,Intel,Core i5,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,46990,3 stars,253,28
+DELL,Intel,Core i5,11th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,48990,3 stars,470,46
+acer,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,59999,4 stars,118,28
+ASUS,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,46990,4 stars,1444,179
+MSI,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,52990,4 stars,1114,137
+Lenovo,Intel,Core i5,7th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,57999,3 stars,0,0
+Lenovo,Intel,Core i5,4th,8 GB,DDR3,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,52490,3 stars,78,17
+Lenovo,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,56990,4 stars,21,5
+acer,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,ThinNlight,1 year,No,No,61990,4 stars,73,21
+DELL,Intel,Core i5,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,58090,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,56990,3 stars,0,0
+acer,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,61597,3 stars,0,0
+ASUS,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,81990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,61249,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,58990,3 stars,0,0
+ASUS,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,83990,3 stars,0,0
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,6 GB,Casual,No warranty,No,No,291190,4 stars,7,3
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,6 GB,Casual,No warranty,No,No,145990,4 stars,715,106
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,8 GB,Casual,No warranty,No,No,179990,4 stars,24,5
+HP,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,64990,4 stars,23,4
+HP,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,46790,4 stars,3062,325
+HP,Intel,Core i5,7th,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,44599,4 stars,122,12
+acer,Intel,Core i5,8th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,72964,4 stars,18,6
+HP,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,48790,3 stars,11,1
+acer,Intel,Core i5,10th,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,56491,3 stars,30,6
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,50990,4 stars,1188,127
+ASUS,Intel,Core i5,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,55990,4 stars,23,0
+acer,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,57990,4 stars,32,1
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,52990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,57990,4 stars,47,0
+acer,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,56990,4 stars,27,2
+acer,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,55490,3 stars,8,3
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,62490,3 stars,157,20
+ASUS,Intel,Core i5,11th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,64990,4 stars,10,1
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,59990,4 stars,52,4
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,60190,4 stars,33,4
+ASUS,Intel,Core i5,9th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,54490,4 stars,343,47
+Lenovo,Intel,Core i5,9th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,60990,4 stars,131,17
+DELL,Intel,Core i5,11th,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,55790,4 stars,41,4
+ASUS,Intel,Core i5,11th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,64990,4 stars,328,51
+ASUS,Intel,Core i5,11th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,58990,4 stars,6,1
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,54990,3 stars,353,28
+HP,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,71990,4 stars,127,20
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,69900,3 stars,0,0
+Lenovo,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,65990,4 stars,241,19
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,49990,3 stars,22,2
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,58990,4 stars,8,1
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,74590,4 stars,898,128
+ASUS,Intel,Core i5,10th,8 GB,DDR4,256 GB,1024 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,58990,5 stars,1,1
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,64990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,66490,3 stars,6,1
+DELL,Intel,Core i5,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,77900,4 stars,179,34
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,67490,3 stars,41,5
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,61990,3 stars,0,0
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,58990,4 stars,114,9
+Lenovo,Intel,Core i5,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,74999,4 stars,268,25
+ASUS,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,68900,5 stars,6,1
+DELL,Intel,Core i5,11th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,71695,4 stars,153,16
+acer,Intel,Core i5,11th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,62490,3 stars,8,0
+DELL,Intel,Core i5,8th,8 GB,DDR4,0 GB,2048 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,62317,4 stars,377,53
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,8 GB,Casual,No warranty,No,No,207290,3 stars,0,0
+DELL,Intel,Core i7,8th,16 GB,DDR4,256 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,87990,4 stars,120,21
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+Avita,Intel,Core i7,8th,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,73990,3 stars,0,0
+ASUS,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,57990,4 stars,76,9
+ASUS,Intel,Core i7,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,61990,4 stars,11,2
+MSI,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,79990,4 stars,484,56
+Lenovo,Intel,Core i7,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,68990,4 stars,44,2
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,85990,4 stars,77,10
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,99990,4 stars,11,3
+ASUS,Intel,Core i7,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,77990,4 stars,21,5
+Lenovo,Intel,Core i7,11th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,79990,4 stars,5,2
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,93190,5 stars,4,0
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,94990,3 stars,0,0
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,3 years,Yes,Yes,84990,4 stars,13,2
+MSI,Intel,Core i7,10th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,57990,4 stars,15,0
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,102990,4 stars,11,2
+DELL,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,99990,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,94990,4 stars,118,15
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,104000,3 stars,0,0
+MSI,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,76990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,90190,4 stars,6,1
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,Yes,No,88488,3 stars,0,0
+MSI,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,109990,4 stars,138,30
+MSI,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,86990,3 stars,0,0
+MSI,Intel,Core i7,11th,16 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,89990,3 stars,0,0
+HP,Intel,Core i7,10th,16 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,239759,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,78990,4 stars,35,4
+DELL,Intel,Core i7,8th,16 GB,DDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,121890,1 star,3,0
+ASUS,Intel,Core i7,8th,16 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,85990,4 stars,18,0
+MSI,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,94990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,92000,4 stars,8,1
+HP,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,162990,3 stars,3,1
+DELL,Intel,Core i7,11th,16 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,135300,5 stars,5,2
+MSI,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,64990,4 stars,33,5
+Lenovo,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,3 years,No,No,174527,3 stars,0,0
+Lenovo,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,162299,3 stars,0,0
+DELL,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,109190,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,99999,3 stars,0,0
+MSI,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,No,104990,4 stars,85,9
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,Yes,No,109990,3 stars,0,0
+ASUS,Intel,Core i7,8th,16 GB,DDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,99990,4 stars,30,7
+Lenovo,Intel,Core i7,8th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,ThinNlight,No warranty,No,No,244801,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,94990,3 stars,0,0
+Lenovo,Intel,Core i7,8th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,86000,3 stars,0,0
+Lenovo,Intel,Core i7,10th,16 GB,DDR4,512 GB,0 GB,Windows,32-bit,2 GB,Casual,No warranty,No,No,162399,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,119599,3 stars,0,0
+Lenovo,Intel,Core i7,10th,16 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,211753,3 stars,0,0
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,110999,3 stars,0,0
+DELL,Intel,Core i7,11th,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,99990,3 stars,0,0
+ASUS,Intel,Core i7,8th,8 GB,LPDDR3,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,81990,4 stars,40,4
+MSI,Intel,Core i7,9th,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,66990,4 stars,1639,230
+MSI,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,2 years,No,No,84990,4 stars,498,64
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,Yes,Yes,104990,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,134990,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,98990,4 stars,445,56
+HP,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,Yes,144690,4 stars,17,4
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,99990,3 stars,0,0
+MSI,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,2 years,No,No,119990,4 stars,20,3
+ASUS,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,32-bit,4 GB,Casual,1 year,No,No,194990,3 stars,0,0
+ASUS,Intel,Core i7,10th,16 GB,LPDDR3,1024 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,124990,4 stars,17,1
+DELL,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,122410,3 stars,0,0
+HP,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,179990,4 stars,13,5
+MSI,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,2 years,Yes,No,154990,4 stars,3,2
+Lenovo,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,122990,3 stars,4,2
+ASUS,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,Yes,No,224990,4 stars,9,0
+MSI,Intel,Core i7,12th,16 GB,DDR5,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,No warranty,No,No,279990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,121990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,116990,3 stars,0,0
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,151098,4 stars,7,0
+MSI,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,2 years,No,No,129990,4 stars,14,3
+HP,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,149999,3 stars,0,0
+MSI,Intel,Core i7,12th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,139990,4 stars,4,2
+acer,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,129990,4 stars,54,7
+HP,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,Yes,171990,3 stars,0,0
+DELL,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,93955,4 stars,4,0
+ASUS,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,No warranty,No,No,234990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,128500,3 stars,3,1
+Lenovo,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,102990,4 stars,16,2
+ASUS,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,119990,4 stars,8,1
+ASUS,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,32-bit,6 GB,Casual,No warranty,No,No,120980,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,32-bit,6 GB,Casual,1 year,No,No,157249,4 stars,7,0
+Lenovo,Intel,Core i7,9th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,ThinNlight,No warranty,No,No,229900,3 stars,0,0
+ASUS,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,131500,3 stars,0,0
+ASUS,Intel,Core i7,10th,16 GB,LPDDR3,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,154990,5 stars,3,0
+ASUS,Intel,Core i7,10th,16 GB,LPDDR3,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,165990,3 stars,0,0
+Lenovo,Intel,Core i7,10th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,119990,2 stars,2,1
+ASUS,Intel,Core i7,10th,16 GB,LPDDR3,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,167990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,165000,3 stars,0,0
+Avita,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,62990,3 stars,207,49
+Lenovo,Intel,Core i7,11th,16 GB,LPDDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,85990,3 stars,7,2
+HP,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,94990,3 stars,0,0
+HP,Intel,Core i7,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,Yes,136990,3 stars,0,0
+Lenovo,Intel,Core i7,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,Yes,234990,3 stars,0,0
+acer,Intel,Core i7,10th,16 GB,DDR4,2048 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,No,159990,3 stars,4,0
+ASUS,Intel,Core i7,10th,16 GB,LPDDR3,2048 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,233990,3 stars,0,0
+ASUS,Intel,Core i7,10th,16 GB,DDR4,0 GB,1024 GB,Windows,64-bit,2 GB,Casual,No warranty,No,No,93990,3 stars,0,0
+HP,Intel,Core i7,8th,16 GB,DDR4,128 GB,1024 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,116941,3 stars,0,0
+MSI,Intel,Core i7,10th,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,2 years,No,No,63990,4 stars,794,83
+ASUS,Intel,Core i7,10th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,66990,4 stars,25,4
+ASUS,Intel,Core i7,11th,16 GB,DDR4,256 GB,1024 GB,Windows,32-bit,0 GB,ThinNlight,No warranty,No,No,82500,3 stars,0,0
+acer,Intel,Core i7,10th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,119990,4 stars,2038,313
+MSI,Intel,Core i7,10th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,3 years,No,No,159990,3 stars,0,0
+ASUS,Intel,Core i7,8th,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,98912,3 stars,0,0
+acer,Intel,Core i7,11th,16 GB,DDR4,512 GB,1024 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,92990,4 stars,214,37
+acer,Intel,Core i7,11th,16 GB,DDR4,512 GB,1024 GB,Windows,32-bit,6 GB,Casual,1 year,No,No,119990,4 stars,342,54
+acer,Intel,Core i9,11th,32 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,No,169990,3 stars,0,0
+acer,Intel,Core i9,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,139990,3 stars,0,0
+MSI,Intel,Core i9,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,192990,3 stars,0,0
+ASUS,Intel,Core i9,12th,16 GB,DDR5,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,299990,3 stars,0,0
+ASUS,Intel,Core i9,10th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,Yes,No,269990,4 stars,8,1
+ASUS,Intel,Core i9,11th,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Gaming,1 year,No,No,139990,3 stars,0,0
+Lenovo,Intel,Core i9,10th,16 GB,DDR4,1024 GB,0 GB,Windows,32-bit,8 GB,Casual,No warranty,No,No,265998,3 stars,0,0
+ASUS,Intel,Core i9,11th,16 GB,DDR4,3072 GB,0 GB,Windows,32-bit,6 GB,Casual,1 year,No,No,441990,5 stars,1,1
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,4 GB,Casual,No warranty,No,No,86990,4 stars,218,27
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,6 GB,Casual,No warranty,No,No,109990,4 stars,78,16
+MSI,Intel,Core i5,10th,8 GB,LPDDR4,0 GB,512 GB,DOS,32-bit,4 GB,Casual,No warranty,No,No,109590,4 stars,5,2
+ASUS,Intel,Core i7,10th,16 GB,LPDDR4X,0 GB,512 GB,DOS,32-bit,6 GB,Casual,No warranty,No,No,146490,3 stars,2,1
+APPLE,M1,M1,10th,8 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,85990,4 stars,6725,629
+APPLE,M1,M1,10th,8 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,112990,4 stars,640,70
+APPLE,M1,M1,10th,16 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,104990,4 stars,45,4
+APPLE,M1,M1,10th,8 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,112990,4 stars,640,70
+APPLE,M1,M1,10th,16 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,132990,4 stars,640,70
+APPLE,M1,M1,10th,16 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,104990,4 stars,45,4
+APPLE,M1,M1,10th,8 GB,DDR4,256 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,85990,4 stars,6725,629
+APPLE,M1,M1,10th,16 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,149990,4 stars,640,70
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,125990,4 stars,399,45
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,103990,4 stars,809,91
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,101990,4 stars,809,91
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,104990,4 stars,6725,629
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,131990,4 stars,399,45
+APPLE,M1,M1,10th,16 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,128990,4 stars,45,4
+APPLE,M1,M1,10th,16 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,184990,4 stars,42,8
+APPLE,M1,M1,10th,16 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,225990,4 stars,42,8
+APPLE,M1,M1,10th,4 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,124990,4 stars,45,4
+APPLE,M1,M1,10th,8 GB,DDR4,512 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,104990,4 stars,6725,629
+APPLE,M1,M1,10th,8 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,149990,4 stars,640,70
+APPLE,M1,M1,10th,16 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,169990,4 stars,640,70
+APPLE,M1,M1,10th,16 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,225990,4 stars,42,8
+APPLE,M1,M1,10th,16 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,243990,4 stars,42,8
+APPLE,M1,M1,10th,32 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,309990,5 stars,3,1
+APPLE,M1,M1,10th,16 GB,DDR4,1024 GB,0 GB,Mac,64-bit,0 GB,Casual,1 year,No,No,225990,4 stars,42,8
+ASUS,Intel,Pentium Quad,Not Available,4 GB,LPDDR4X,0 GB,512 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,45990,3 stars,0,0
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,128 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,Yes,No,58100,3 stars,0,0
+ASUS,Intel,Pentium Quad,Not Available,8 GB,LPDDR4X,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,62990,3 stars,0,0
+HP,Intel,Pentium Quad,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,32990,4 stars,77,9
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,33990,4 stars,6,0
+acer,Intel,Pentium Quad,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,30990,4 stars,465,89
+DELL,Intel,Pentium Quad,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,36000,4 stars,102,16
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,32990,4 stars,7,1
+DELL,Intel,Pentium Quad,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,35990,3 stars,0,0
+ASUS,Intel,Pentium Quad,Not Available,4 GB,LPDDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,27990,3 stars,0,0
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,25990,3 stars,4741,658
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,25990,3 stars,2736,350
+ASUS,Intel,Pentium Quad,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,30780,3 stars,0,0
+HP,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,37990,4 stars,2214,241
+ASUS,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,35990,4 stars,2886,375
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,39490,4 stars,34,4
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,36990,4 stars,137,15
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,39990,4 stars,7,0
+ASUS,AMD,Ryzen 3,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,33690,4 stars,170,26
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,40590,3 stars,0,0
+ASUS,AMD,Ryzen 3,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,37990,4 stars,39,3
+ASUS,AMD,Ryzen 3,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,34500,4 stars,2886,375
+acer,AMD,Ryzen 3,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,36990,4 stars,11,2
+HP,AMD,Ryzen 3,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,43490,4 stars,163,33
+HP,AMD,Ryzen 3,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,41490,4 stars,153,21
+acer,AMD,Ryzen 3,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,34990,3 stars,0,0
+HP,AMD,Ryzen 3,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44490,4 stars,267,42
+DELL,AMD,Ryzen 3,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,40590,3 stars,0,0
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,42090,3 stars,3,0
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,35990,4 stars,59,12
+HP,AMD,Ryzen 3,Not Available,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,39490,4 stars,7291,895
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,37390,4 stars,38,5
+DELL,AMD,Ryzen 3,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,52632,3 stars,0,0
+DELL,AMD,Ryzen 3,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,39990,4 stars,409,39
+DELL,AMD,Ryzen 3,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,43990,3 stars,0,0
+HP,AMD,Ryzen 3,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,32917,4 stars,353,58
+Lenovo,AMD,Ryzen 3,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,34990,3 stars,38,6
+DELL,AMD,Ryzen 3,Not Available,8 GB,DDR4,0 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,39990,3 stars,18,4
+HP,AMD,Ryzen 3,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,41999,4 stars,3524,432
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,41990,4 stars,939,107
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,44490,4 stars,14,1
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,41990,4 stars,649,84
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,44490,4 stars,8,2
+MSI,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,49990,3 stars,0,0
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,44390,4 stars,276,24
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,57990,4 stars,4740,532
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,56990,4 stars,162,15
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,48990,4 stars,219,27
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,49970,4 stars,193,28
+MSI,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,47990,4 stars,562,89
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,48990,4 stars,45,5
+acer,AMD,Ryzen 5,Not Available,8 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,53990,4 stars,7,0
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,52990,4 stars,39,5
+acer,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,43990,3 stars,0,0
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,59490,4 stars,92,10
+MSI,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,64990,4 stars,469,80
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,No warranty,No,No,47490,2 stars,2,1
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,59990,4 stars,1978,188
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,69990,4 stars,9,0
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,58990,4 stars,1049,134
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,59490,4 stars,74,18
+HP,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,67500,4 stars,196,19
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,48990,4 stars,17,1
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,62450,4 stars,172,36
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,58990,4 stars,324,34
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,57999,4 stars,86,15
+ASUS,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,56990,4 stars,4,1
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,72990,4 stars,16,4
+HP,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,65990,4 stars,104,18
+HP,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,98020,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,63990,4 stars,90,13
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,ThinNlight,1 year,No,Yes,49890,4 stars,6,1
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,49990,4 stars,47,7
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,59490,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,73999,4 stars,206,27
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,60990,4 stars,183,42
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,76190,4 stars,358,64
+Lenovo,AMD,Ryzen 5,Not Available,4 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,3 years,Yes,Yes,74798,3 stars,0,0
+ASUS,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,58990,4 stars,88,13
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,68100,3 stars,0,0
+Lenovo,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,Yes,77990,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,55090,4 stars,364,52
+ASUS,AMD,Ryzen 5,Not Available,4 GB,LPDDR4X,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,91990,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,84208,3 stars,0,0
+acer,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,44990,4 stars,313,39
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,53490,4 stars,826,118
+Lenovo,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,76498,3 stars,0,0
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,98920,3 stars,0,0
+MSI,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,54990,4 stars,1410,203
+acer,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,49990,4 stars,47,6
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,52380,3 stars,0,0
+acer,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,49990,4 stars,6,1
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,52500,4 stars,741,67
+ASUS,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,49990,4 stars,14,2
+acer,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,75999,3 stars,0,0
+ASUS,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,80990,3 stars,0,0
+Lenovo,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,No,No,59900,3 stars,3,0
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,54590,4 stars,349,69
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,75500,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,51890,4 stars,519,48
+ASUS,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,78000,2 stars,3,0
+HP,AMD,Ryzen 5,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,59999,4 stars,19,1
+HP,AMD,Ryzen 5,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,64990,3 stars,8,1
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,57900,4 stars,3,1
+Lenovo,AMD,Ryzen 5,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,3 years,Yes,Yes,81978,3 stars,0,0
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,0 GB,1024 GB,Windows,64-bit,4 GB,Gaming,1 year,No,No,59990,4 stars,1480,151
+DELL,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,49490,4 stars,31,3
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,54990,4 stars,18,3
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,68500,4 stars,271,24
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,54990,4 stars,49,6
+ASUS,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,32-bit,0 GB,Casual,1 year,No,Yes,54990,4 stars,474,65
+Lenovo,AMD,Ryzen 5,Not Available,8 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Gaming,1 year,No,Yes,63990,4 stars,861,116
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,1 year,No,No,80000,4 stars,34,6
+DELL,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,51990,3 stars,0,0
+ASUS,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,62990,4 stars,165,34
+HP,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,52990,4 stars,698,74
+ASUS,AMD,Ryzen 5,Not Available,4 GB,DDR4,256 GB,1024 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,75100,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Gaming,No warranty,No,No,76990,4 stars,22,3
+ASUS,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,79990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,71990,4 stars,144,16
+ASUS,AMD,Ryzen 7,Not Available,8 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,71990,4 stars,1810,235
+Lenovo,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,99990,4 stars,26,1
+ASUS,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,79990,3 stars,0,0
+DELL,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,93990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,No warranty,No,No,82990,4 stars,1067,145
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR5,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,106990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,92990,4 stars,25,4
+Lenovo,Intel,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Casual,3 years,No,Yes,81490,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,56990,3 stars,0,0
+MSI,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,64990,3 stars,0,0
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,60990,4 stars,530,69
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,Yes,84988,3 stars,0,0
+HP,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,90990,4 stars,273,40
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,63990,4 stars,77,7
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,63990,4 stars,105,10
+HP,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,57999,4 stars,44,5
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,72400,3 stars,0,0
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,No,78990,4 stars,6,0
+acer,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,No,59990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR5,512 GB,0 GB,Windows,32-bit,4 GB,Casual,1 year,No,No,111990,3 stars,0,0
+HP,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,0 GB,Casual,No warranty,Yes,No,109000,3 stars,0,0
+DELL,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,89990,4 stars,191,27
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,3 years,Yes,Yes,78988,3 stars,0,0
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,73138,3 stars,4,1
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,106990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,32-bit,4 GB,Casual,No warranty,No,No,79990,3 stars,0,0
+DELL,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,Yes,Yes,89570,3 stars,0,0
+HP,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,68500,4 stars,134,22
+Lenovo,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,73400,3 stars,0,0
+HP,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,2 GB,Casual,1 year,No,Yes,79990,3 stars,23,6
+HP,AMD,Ryzen 7,Not Available,16 GB,DDR4,512 GB,0 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,84990,2 stars,4,2
+MSI,AMD,Ryzen 7,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,No,99990,4 stars,108,24
+ASUS,AMD,Ryzen 7,Not Available,8 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,72990,4 stars,198,24
+HP,AMD,Ryzen 7,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,Yes,Yes,92990,3 stars,0,0
+HP,AMD,Ryzen 7,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,84190,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,112990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR5,1024 GB,0 GB,Windows,32-bit,4 GB,Casual,1 year,No,No,114990,3 stars,0,0
+acer,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,99990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,32-bit,4 GB,Gaming,No warranty,No,No,95990,4 stars,57,3
+HP,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,No,159990,4 stars,17,2
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,76990,3 stars,0,0
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,Yes,130990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,99990,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR5,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,112990,3 stars,0,0
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,77988,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,Yes,76000,5 stars,1,1
+ASUS,AMD,Ryzen 7,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,No,99990,4 stars,77,15
+ASUS,AMD,Ryzen 7,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,111000,3 stars,0,0
+ASUS,AMD,Ryzen 7,Not Available,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,ThinNlight,1 year,No,Yes,84970,3 stars,2,1
+HP,AMD,Ryzen 7,Not Available,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Gaming,1 year,No,Yes,75990,4 stars,1084,123
+acer,AMD,Ryzen 7,Not Available,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,89990,4 stars,272,36
+acer,AMD,Ryzen 7,Not Available,16 GB,DDR4,256 GB,1024 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,81990,4 stars,141,24
+Lenovo,AMD,Ryzen 7,Not Available,4 GB,DDR4,512 GB,1024 GB,Windows,32-bit,0 GB,Casual,No warranty,No,No,80490,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,No,135990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,32-bit,0 GB,Casual,1 year,No,No,154990,4 stars,194,42
+ASUS,AMD,Ryzen 9,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,Yes,199990,4 stars,9,2
+ASUS,AMD,Ryzen 9,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,114990,4 stars,28,4
+ASUS,AMD,Ryzen 9,Not Available,16 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,1 year,No,Yes,129990,4 stars,204,35
+ASUS,AMD,Ryzen 9,Not Available,16 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,Yes,114990,4 stars,32,6
+MSI,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,No,No,146990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,104990,4 stars,14,2
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,No,114990,4 stars,14,1
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,Yes,124990,5 stars,3,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,No warranty,Yes,No,134990,3 stars,0,0
+HP,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,8 GB,Casual,1 year,No,Yes,141990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,129990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,Yes,142990,4 stars,4,1
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,121990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,Yes,124990,4 stars,44,12
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,6 GB,Casual,No warranty,No,No,141990,4 stars,61,13
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,162990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,130500,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,No warranty,No,No,116990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,32-bit,6 GB,Casual,No warranty,No,No,138990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,LPDDR4X,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,Yes,Yes,234990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,135990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,0 GB,Casual,1 year,No,No,144990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,149990,3 stars,0,0
+ASUS,AMD,Ryzen 9,Not Available,4 GB,DDR4,1024 GB,0 GB,Windows,64-bit,4 GB,Casual,1 year,No,No,142990,3 stars,0,0
+Lenovo,AMD,Ryzen 5,10th,8 GB,DDR4,512 GB,0 GB,DOS,64-bit,0 GB,ThinNlight,No warranty,No,No,57490,4 stars,18,4
From a1aec66d5fcd0e88978eebdec457db2146c8750b Mon Sep 17 00:00:00 2001
From: adityaaa2511 <137895529+adityaaa2511@users.noreply.github.com>
Date: Sat, 8 Jul 2023 23:14:09 +0530
Subject: [PATCH 2/6] Add files via upload
---
.../week2/14474517749_600f20185e_c.jpg | Bin 0 -> 123560 bytes
machine-learning/week2/PR_curve.png | Bin 0 -> 96620 bytes
machine-learning/week2/confusion_matrix.png | Bin 0 -> 97955 bytes
machine-learning/week2/data.yaml | 7 +
machine-learning/week2/results.png | Bin 0 -> 323118 bytes
machine-learning/week2/val_batch0_labels.jpg | Bin 0 -> 157025 bytes
machine-learning/week2/val_batch0_pred.jpg | Bin 0 -> 158901 bytes
machine-learning/week2/yolo_pred.png | Bin 0 -> 1692871 bytes
machine-learning/week2/yolo_predictions.ipynb | 244 ++++++++++++++++++
machine-learning/week2/yolo_training.ipynb | 1 +
10 files changed, 252 insertions(+)
create mode 100644 machine-learning/week2/14474517749_600f20185e_c.jpg
create mode 100644 machine-learning/week2/PR_curve.png
create mode 100644 machine-learning/week2/confusion_matrix.png
create mode 100644 machine-learning/week2/data.yaml
create mode 100644 machine-learning/week2/results.png
create mode 100644 machine-learning/week2/val_batch0_labels.jpg
create mode 100644 machine-learning/week2/val_batch0_pred.jpg
create mode 100644 machine-learning/week2/yolo_pred.png
create mode 100644 machine-learning/week2/yolo_predictions.ipynb
create mode 100644 machine-learning/week2/yolo_training.ipynb
diff --git a/machine-learning/week2/14474517749_600f20185e_c.jpg b/machine-learning/week2/14474517749_600f20185e_c.jpg
new file mode 100644
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