3361 lines
1.3 MiB
3361 lines
1.3 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"загрузка и сохранение данных"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"df = pd.read_csv(\"mobile_phone_price_prediction.csv\", index_col=\"Name\")\n",
|
||
"df.to_csv(\"test.csv\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"получение сведений о датафрейме с данными"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 1370 entries, Samsung Galaxy F14 5G to TCL Trifold\n",
|
||
"Data columns (total 17 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Unnamed: 0 1370 non-null int64 \n",
|
||
" 1 Rating 1370 non-null float64\n",
|
||
" 2 Spec_score 1370 non-null int64 \n",
|
||
" 3 No_of_sim 1370 non-null object \n",
|
||
" 4 Ram 1370 non-null object \n",
|
||
" 5 Battery 1370 non-null object \n",
|
||
" 6 Display 1370 non-null object \n",
|
||
" 7 Camera 1370 non-null object \n",
|
||
" 8 External_Memory 1370 non-null object \n",
|
||
" 9 Android_version 927 non-null object \n",
|
||
" 10 Price 1370 non-null object \n",
|
||
" 11 company 1370 non-null object \n",
|
||
" 12 Inbuilt_memory 1351 non-null object \n",
|
||
" 13 fast_charging 1281 non-null object \n",
|
||
" 14 Screen_resolution 1368 non-null object \n",
|
||
" 15 Processor 1342 non-null object \n",
|
||
" 16 Processor_name 1370 non-null object \n",
|
||
"dtypes: float64(1), int64(2), object(14)\n",
|
||
"memory usage: 192.7+ KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"df.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"получение сведений о колонках датафрейма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Index(['Unnamed: 0', 'Rating', 'Spec_score', 'No_of_sim', 'Ram', 'Battery',\n",
|
||
" 'Display', 'Camera', 'External_Memory', 'Android_version', 'Price',\n",
|
||
" 'company', 'Inbuilt_memory', 'fast_charging', 'Screen_resolution',\n",
|
||
" 'Processor', 'Processor_name'],\n",
|
||
" dtype='object')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(df.columns)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"вывод строк и столбцов из датафрейма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Rating</th>\n",
|
||
" <th>Spec_score</th>\n",
|
||
" <th>No_of_sim</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Name</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F14 5G</th>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>68</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A11</th>\n",
|
||
" <td>4.20</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A13</th>\n",
|
||
" <td>4.30</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F23</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A03s (4GB RAM + 64GB)</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>69</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40R</th>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XL NxtPaper 5G</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XE NxtPaper 5G</th>\n",
|
||
" <td>4.00</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40 NxtPaper 5G</th>\n",
|
||
" <td>4.50</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL Trifold</th>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G,</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1370 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 4.65 68 \n",
|
||
"Samsung Galaxy A11 4.20 63 \n",
|
||
"Samsung Galaxy A13 4.30 75 \n",
|
||
"Samsung Galaxy F23 4.10 73 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4.10 69 \n",
|
||
"... ... ... \n",
|
||
"TCL 40R 4.05 75 \n",
|
||
"TCL 50 XL NxtPaper 5G 4.10 80 \n",
|
||
"TCL 50 XE NxtPaper 5G 4.00 80 \n",
|
||
"TCL 40 NxtPaper 5G 4.50 79 \n",
|
||
"TCL Trifold 4.65 93 \n",
|
||
"\n",
|
||
" No_of_sim \n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy A11 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy A13 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy F23 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"... ... \n",
|
||
"TCL 40R Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 50 XL NxtPaper 5G Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"TCL 50 XE NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 40 NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL Trifold Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G, \n",
|
||
"\n",
|
||
"[1370 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[[\"Rating\", \"Spec_score\", \"No_of_sim\"]]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"вывод первых строк"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" Unnamed: 0 Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 0 4.65 68 \n",
|
||
"Samsung Galaxy A11 1 4.20 63 \n",
|
||
"Samsung Galaxy A13 2 4.30 75 \n",
|
||
"Samsung Galaxy F23 3 4.10 73 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4 4.10 69 \n",
|
||
"\n",
|
||
" No_of_sim Ram \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM \n",
|
||
"Samsung Galaxy A11 Dual Sim, 3G, 4G, VoLTE, 2 GB RAM \n",
|
||
"Samsung Galaxy A13 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"Samsung Galaxy F23 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"\n",
|
||
" Battery Display \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 6000 mAh Battery 6.6 inches \n",
|
||
"Samsung Galaxy A11 4000 mAh Battery 6.4 inches \n",
|
||
"Samsung Galaxy A13 5000 mAh Battery 6.6 inches \n",
|
||
"Samsung Galaxy F23 6000 mAh Battery 6.4 inches \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 5000 mAh Battery 6.5 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 50 MP + 2 MP Dual Rear & 13 MP Front Camera \n",
|
||
"Samsung Galaxy A11 13 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"Samsung Galaxy A13 50 MP Quad Rear & 8 MP Front Camera \n",
|
||
"Samsung Galaxy F23 48 MP Quad Rear & 13 MP Front Camera \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n",
|
||
"\n",
|
||
" External_Memory \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A11 Memory Card Supported, upto 512 GB \n",
|
||
"Samsung Galaxy A13 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy F23 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Memory Card Supported, upto 1 TB \n",
|
||
"\n",
|
||
" Android_version Price company \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 13 9,999 Samsung \n",
|
||
"Samsung Galaxy A11 10 9,990 Samsung \n",
|
||
"Samsung Galaxy A13 12 11,999 Samsung \n",
|
||
"Samsung Galaxy F23 12 11,999 Samsung \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 11 11,999 Samsung \n",
|
||
"\n",
|
||
" Inbuilt_memory fast_charging \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 128 GB inbuilt 25W Fast Charging \n",
|
||
"Samsung Galaxy A11 32 GB inbuilt 15W Fast Charging \n",
|
||
"Samsung Galaxy A13 64 GB inbuilt 25W Fast Charging \n",
|
||
"Samsung Galaxy F23 64 GB inbuilt NaN \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 64 GB inbuilt 15W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 2408 x 1080 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy A11 720 x 1560 px Display with Punch Hole \n",
|
||
"Samsung Galaxy A13 1080 x 2408 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy F23 720 x 1600 px \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 720 x 1600 px Display with Water Drop Notch \n",
|
||
"\n",
|
||
" Processor Processor_name \n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Octa Core Processor Exynos 1330 \n",
|
||
"Samsung Galaxy A11 1.8 GHz Processor Octa Core \n",
|
||
"Samsung Galaxy A13 2 GHz Processor Octa Core \n",
|
||
"Samsung Galaxy F23 Octa Core Helio G88 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Octa Core Helio P35 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(df.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"вывод строк по условию"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Rating</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Name</th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F14 5G</th>\n",
|
||
" <td>4.65</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A11</th>\n",
|
||
" <td>4.20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A13</th>\n",
|
||
" <td>4.30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F23</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A03s (4GB RAM + 64GB)</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40R</th>\n",
|
||
" <td>4.05</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XL NxtPaper 5G</th>\n",
|
||
" <td>4.10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XE NxtPaper 5G</th>\n",
|
||
" <td>4.00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40 NxtPaper 5G</th>\n",
|
||
" <td>4.50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL Trifold</th>\n",
|
||
" <td>4.65</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1370 rows × 1 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rating\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 4.65\n",
|
||
"Samsung Galaxy A11 4.20\n",
|
||
"Samsung Galaxy A13 4.30\n",
|
||
"Samsung Galaxy F23 4.10\n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4.10\n",
|
||
"... ...\n",
|
||
"TCL 40R 4.05\n",
|
||
"TCL 50 XL NxtPaper 5G 4.10\n",
|
||
"TCL 50 XE NxtPaper 5G 4.00\n",
|
||
"TCL 40 NxtPaper 5G 4.50\n",
|
||
"TCL Trifold 4.65\n",
|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"source": [
|
||
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|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>Vivo Y21T</th>\n",
|
||
" <td>118</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.51 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>1600 x 720 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 680</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Vivo Y66</th>\n",
|
||
" <td>125</td>\n",
|
||
" <td>3.75</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>3 GB RAM</td>\n",
|
||
" <td>3000 mAh Battery</td>\n",
|
||
" <td>5.5 inches</td>\n",
|
||
" <td>13 MP Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 128 GB</td>\n",
|
||
" <td>6.0 (Marshmallow)</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>32 GB inbuilt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>720 x 1280 px Display</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon MSM8937</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Vivo V23 Pro 5G</th>\n",
|
||
" <td>146</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>85</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>4300 mAh Battery</td>\n",
|
||
" <td>6.56 inches</td>\n",
|
||
" <td>108 MP + 8 MP + 2 MP Triple Rear &amp; 50 MP +...</td>\n",
|
||
" <td>Memory Card Not Supported</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>44W Fast Charging</td>\n",
|
||
" <td>1080 x 2376 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 1200</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme 8i</th>\n",
|
||
" <td>229</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 256 GB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Realme</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>1080 x 2412 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio G96</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme 9 5G</th>\n",
|
||
" <td>259</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>48 MP + 2 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
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|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 810 5G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme 6i (6GB RAM + 64GB)</th>\n",
|
||
" <td>264</td>\n",
|
||
" <td>3.85</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>Helio G90T</td>\n",
|
||
" <td>6 GB RAM, 64 GB inbuilt</td>\n",
|
||
" <td>4300 mAh Battery with 30W Fast Charging</td>\n",
|
||
" <td>6.5 inches, 1080 x 2400 px, 90 Hz Display with...</td>\n",
|
||
" <td>48 MP Quad Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Realme</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>No Wifi</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Poco M4 Pro 5G</th>\n",
|
||
" <td>502</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 8 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Poco</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 810 5G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Poco F4 5G</th>\n",
|
||
" <td>530</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>82</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>4500 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>64 MP + 8 MP + 2 MP Triple Rear &amp; 20 MP Fr...</td>\n",
|
||
" <td>Android v12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Poco</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>67W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 870</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Nothing Phone 1</th>\n",
|
||
" <td>619</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>85</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>4500 mAh Battery</td>\n",
|
||
" <td>6.55 inches</td>\n",
|
||
" <td>50 MP + 50 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Android v12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Nothing</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 778G Plus</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy M34 5G</th>\n",
|
||
" <td>738</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>82</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>50 MP + 8 MP + 2 MP Triple Rear &amp; 13 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>1080 x 2340 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Exynos 1280</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme Narzo 50</th>\n",
|
||
" <td>874</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 256 GB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Realme</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1080 x 2412 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio G96</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Motorola Moto G 5G</th>\n",
|
||
" <td>1002</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>82</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Motorola</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>20W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px Display with Punch Hole</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 750G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Xiaomi Redmi Note 12 5G</th>\n",
|
||
" <td>1148</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>77</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 2 MP Triple Rear &amp; 13 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Xiaomi</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 4 Gen 1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 118 3.95 74 \n",
|
||
"Vivo Y66 125 3.75 53 \n",
|
||
"Vivo V23 Pro 5G 146 3.90 85 \n",
|
||
"Realme 8i 229 3.95 74 \n",
|
||
"Realme 9 5G 259 3.95 75 \n",
|
||
"Realme 6i (6GB RAM + 64GB) 264 3.85 76 \n",
|
||
"Poco M4 Pro 5G 502 3.95 76 \n",
|
||
"Poco F4 5G 530 3.95 82 \n",
|
||
"Nothing Phone 1 619 3.95 85 \n",
|
||
"Samsung Galaxy M34 5G 738 3.95 82 \n",
|
||
"Realme Narzo 50 874 3.95 74 \n",
|
||
"Motorola Moto G 5G 1002 3.90 82 \n",
|
||
"Xiaomi Redmi Note 12 5G 1148 3.90 77 \n",
|
||
"\n",
|
||
" No_of_sim Ram \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"Vivo Y66 Dual Sim, 3G, 4G, VoLTE, 3 GB RAM \n",
|
||
"Vivo V23 Pro 5G Dual Sim, 3G, 4G, 5G, VoLTE, 8 GB RAM \n",
|
||
"Realme 8i Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"Realme 9 5G Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM \n",
|
||
"Realme 6i (6GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, Helio G90T \n",
|
||
"Poco M4 Pro 5G Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM \n",
|
||
"Poco F4 5G Dual Sim, 3G, 4G, 5G, VoLTE, 6 GB RAM \n",
|
||
"Nothing Phone 1 Dual Sim, 3G, 4G, 5G, VoLTE, 8 GB RAM \n",
|
||
"Samsung Galaxy M34 5G Dual Sim, 3G, 4G, 5G, VoLTE, 6 GB RAM \n",
|
||
"Realme Narzo 50 Dual Sim, 3G, 4G, VoLTE, 4 GB RAM \n",
|
||
"Motorola Moto G 5G Dual Sim, 3G, 4G, 5G, VoLTE, 6 GB RAM \n",
|
||
"Xiaomi Redmi Note 12 5G Dual Sim, 3G, 4G, 5G, VoLTE, 4 GB RAM \n",
|
||
"\n",
|
||
" Battery \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 5000 mAh Battery \n",
|
||
"Vivo Y66 3000 mAh Battery \n",
|
||
"Vivo V23 Pro 5G 4300 mAh Battery \n",
|
||
"Realme 8i 5000 mAh Battery \n",
|
||
"Realme 9 5G 5000 mAh Battery \n",
|
||
"Realme 6i (6GB RAM + 64GB) 6 GB RAM, 64 GB inbuilt \n",
|
||
"Poco M4 Pro 5G 5000 mAh Battery \n",
|
||
"Poco F4 5G 4500 mAh Battery \n",
|
||
"Nothing Phone 1 4500 mAh Battery \n",
|
||
"Samsung Galaxy M34 5G 6000 mAh Battery \n",
|
||
"Realme Narzo 50 5000 mAh Battery \n",
|
||
"Motorola Moto G 5G 5000 mAh Battery \n",
|
||
"Xiaomi Redmi Note 12 5G 5000 mAh Battery \n",
|
||
"\n",
|
||
" Display \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 6.51 inches \n",
|
||
"Vivo Y66 5.5 inches \n",
|
||
"Vivo V23 Pro 5G 6.56 inches \n",
|
||
"Realme 8i 6.6 inches \n",
|
||
"Realme 9 5G 6.5 inches \n",
|
||
"Realme 6i (6GB RAM + 64GB) 4300 mAh Battery with 30W Fast Charging \n",
|
||
"Poco M4 Pro 5G 6.6 inches \n",
|
||
"Poco F4 5G 6.67 inches \n",
|
||
"Nothing Phone 1 6.55 inches \n",
|
||
"Samsung Galaxy M34 5G 6.5 inches \n",
|
||
"Realme Narzo 50 6.6 inches \n",
|
||
"Motorola Moto G 5G 6.67 inches \n",
|
||
"Xiaomi Redmi Note 12 5G 6.67 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"Vivo Y66 13 MP Rear & 16 MP Front Camera \n",
|
||
"Vivo V23 Pro 5G 108 MP + 8 MP + 2 MP Triple Rear & 50 MP +... \n",
|
||
"Realme 8i 50 MP + 2 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Realme 9 5G 48 MP + 2 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Realme 6i (6GB RAM + 64GB) 6.5 inches, 1080 x 2400 px, 90 Hz Display with... \n",
|
||
"Poco M4 Pro 5G 50 MP + 8 MP Dual Rear & 16 MP Front Camera \n",
|
||
"Poco F4 5G 64 MP + 8 MP + 2 MP Triple Rear & 20 MP Fr... \n",
|
||
"Nothing Phone 1 50 MP + 50 MP Dual Rear & 16 MP Front Camera \n",
|
||
"Samsung Galaxy M34 5G 50 MP + 8 MP + 2 MP Triple Rear & 13 MP Fr... \n",
|
||
"Realme Narzo 50 50 MP + 2 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Motorola Moto G 5G 48 MP + 8 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Xiaomi Redmi Note 12 5G 48 MP + 8 MP + 2 MP Triple Rear & 13 MP Fr... \n",
|
||
"\n",
|
||
" External_Memory \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T Memory Card Supported, upto 1 TB \n",
|
||
"Vivo Y66 Memory Card Supported, upto 128 GB \n",
|
||
"Vivo V23 Pro 5G Memory Card Not Supported \n",
|
||
"Realme 8i Memory Card Supported, upto 256 GB \n",
|
||
"Realme 9 5G Memory Card Supported, upto 1 TB \n",
|
||
"Realme 6i (6GB RAM + 64GB) 48 MP Quad Rear & 16 MP Front Camera \n",
|
||
"Poco M4 Pro 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"Poco F4 5G Android v12 \n",
|
||
"Nothing Phone 1 Android v12 \n",
|
||
"Samsung Galaxy M34 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"Realme Narzo 50 Memory Card Supported, upto 256 GB \n",
|
||
"Motorola Moto G 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"Xiaomi Redmi Note 12 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"\n",
|
||
" Android_version Price company \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 11 NaN Vivo \n",
|
||
"Vivo Y66 6.0 (Marshmallow) NaN Vivo \n",
|
||
"Vivo V23 Pro 5G 12 NaN Vivo \n",
|
||
"Realme 8i 11 NaN Realme \n",
|
||
"Realme 9 5G 11 NaN Realme \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN NaN Realme \n",
|
||
"Poco M4 Pro 5G 11 NaN Poco \n",
|
||
"Poco F4 5G NaN NaN Poco \n",
|
||
"Nothing Phone 1 NaN NaN Nothing \n",
|
||
"Samsung Galaxy M34 5G 13 NaN Samsung \n",
|
||
"Realme Narzo 50 11 NaN Realme \n",
|
||
"Motorola Moto G 5G 10 NaN Motorola \n",
|
||
"Xiaomi Redmi Note 12 5G 12 NaN Xiaomi \n",
|
||
"\n",
|
||
" Inbuilt_memory fast_charging \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 128 GB inbuilt 18W Fast Charging \n",
|
||
"Vivo Y66 32 GB inbuilt NaN \n",
|
||
"Vivo V23 Pro 5G 128 GB inbuilt 44W Fast Charging \n",
|
||
"Realme 8i 64 GB inbuilt 18W Fast Charging \n",
|
||
"Realme 9 5G 64 GB inbuilt 18W Fast Charging \n",
|
||
"Realme 6i (6GB RAM + 64GB) Octa Core NaN \n",
|
||
"Poco M4 Pro 5G 64 GB inbuilt 33W Fast Charging \n",
|
||
"Poco F4 5G 128 GB inbuilt 67W Fast Charging \n",
|
||
"Nothing Phone 1 128 GB inbuilt 33W Fast Charging \n",
|
||
"Samsung Galaxy M34 5G 128 GB inbuilt 25W Fast Charging \n",
|
||
"Realme Narzo 50 64 GB inbuilt 33W Fast Charging \n",
|
||
"Motorola Moto G 5G 128 GB inbuilt 20W Fast Charging \n",
|
||
"Xiaomi Redmi Note 12 5G 128 GB inbuilt 33W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution \\\n",
|
||
"Name \n",
|
||
"Vivo Y21T 1600 x 720 px \n",
|
||
"Vivo Y66 720 x 1280 px Display \n",
|
||
"Vivo V23 Pro 5G 1080 x 2376 px \n",
|
||
"Realme 8i 1080 x 2412 px \n",
|
||
"Realme 9 5G 1080 x 2400 px \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN \n",
|
||
"Poco M4 Pro 5G 1080 x 2400 px \n",
|
||
"Poco F4 5G 1080 x 2400 px \n",
|
||
"Nothing Phone 1 1080 x 2400 px \n",
|
||
"Samsung Galaxy M34 5G 1080 x 2340 px \n",
|
||
"Realme Narzo 50 1080 x 2412 px \n",
|
||
"Motorola Moto G 5G 1080 x 2400 px Display with Punch Hole \n",
|
||
"Xiaomi Redmi Note 12 5G 1080 x 2400 px \n",
|
||
"\n",
|
||
" Processor Processor_name \n",
|
||
"Name \n",
|
||
"Vivo Y21T Octa Core Snapdragon 680 \n",
|
||
"Vivo Y66 Octa Core Snapdragon MSM8937 \n",
|
||
"Vivo V23 Pro 5G Octa Core Dimensity 1200 \n",
|
||
"Realme 8i Octa Core Helio G96 \n",
|
||
"Realme 9 5G Octa Core Dimensity 810 5G \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN No Wifi \n",
|
||
"Poco M4 Pro 5G Octa Core Dimensity 810 5G \n",
|
||
"Poco F4 5G Octa Core Snapdragon 870 \n",
|
||
"Nothing Phone 1 Octa Core Snapdragon 778G Plus \n",
|
||
"Samsung Galaxy M34 5G Octa Core Exynos 1280 \n",
|
||
"Realme Narzo 50 Octa Core Helio G96 \n",
|
||
"Motorola Moto G 5G Octa Core Snapdragon 750G \n",
|
||
"Xiaomi Redmi Note 12 5G Octa Core Snapdragon 4 Gen 1 "
|
||
]
|
||
},
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[df [\"Rating\"] < 4.00 ]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"группировка и агрегация данных в датафрейме"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Rating</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Display</th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>10 inches</th>\n",
|
||
" <td>4.650000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12.1 inches</th>\n",
|
||
" <td>4.400000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4.5 inches</th>\n",
|
||
" <td>4.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4300 mAh Battery with 30W Fast Charging</th>\n",
|
||
" <td>3.850000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48 MP + 5 MP + 2 MP Triple Rear &amp; 8 MP Front Camera</th>\n",
|
||
" <td>4.550000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8 inches</th>\n",
|
||
" <td>4.266667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8.02 inches</th>\n",
|
||
" <td>4.325000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8.03 inches</th>\n",
|
||
" <td>4.308333</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8.2 inches</th>\n",
|
||
" <td>4.100000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8.3 inches</th>\n",
|
||
" <td>4.450000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>89 rows × 1 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Rating\n",
|
||
"Display \n",
|
||
"10 inches 4.650000\n",
|
||
"12.1 inches 4.400000\n",
|
||
"4.5 inches 4.000000\n",
|
||
"4300 mAh Battery with 30W Fast Charging 3.850000\n",
|
||
"48 MP + 5 MP + 2 MP Triple Rear & 8 MP Fron... 4.550000\n",
|
||
"... ...\n",
|
||
"8 inches 4.266667\n",
|
||
"8.02 inches 4.325000\n",
|
||
"8.03 inches 4.308333\n",
|
||
"8.2 inches 4.100000\n",
|
||
"8.3 inches 4.450000\n",
|
||
"\n",
|
||
"[89 rows x 1 columns]"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"group = df.groupby([\"Display\"])[\"Rating\"].mean()\n",
|
||
"group.to_frame()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"сортировка данных в датафрейме"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>Unnamed: 0</th>\n",
|
||
" <th>Rating</th>\n",
|
||
" <th>Spec_score</th>\n",
|
||
" <th>No_of_sim</th>\n",
|
||
" <th>Ram</th>\n",
|
||
" <th>Battery</th>\n",
|
||
" <th>Display</th>\n",
|
||
" <th>Camera</th>\n",
|
||
" <th>External_Memory</th>\n",
|
||
" <th>Android_version</th>\n",
|
||
" <th>Price</th>\n",
|
||
" <th>company</th>\n",
|
||
" <th>Inbuilt_memory</th>\n",
|
||
" <th>fast_charging</th>\n",
|
||
" <th>Screen_resolution</th>\n",
|
||
" <th>Processor</th>\n",
|
||
" <th>Processor_name</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Name</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Vivo Y66</th>\n",
|
||
" <td>125</td>\n",
|
||
" <td>3.75</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>3 GB RAM</td>\n",
|
||
" <td>3000 mAh Battery</td>\n",
|
||
" <td>5.5 inches</td>\n",
|
||
" <td>13 MP Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 128 GB</td>\n",
|
||
" <td>6.0 (Marshmallow)</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>32 GB inbuilt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>720 x 1280 px Display</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon MSM8937</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme 6i (6GB RAM + 64GB)</th>\n",
|
||
" <td>264</td>\n",
|
||
" <td>3.85</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>Helio G90T</td>\n",
|
||
" <td>6 GB RAM, 64 GB inbuilt</td>\n",
|
||
" <td>4300 mAh Battery with 30W Fast Charging</td>\n",
|
||
" <td>6.5 inches, 1080 x 2400 px, 90 Hz Display with...</td>\n",
|
||
" <td>48 MP Quad Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Realme</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>No Wifi</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Motorola Moto G 5G</th>\n",
|
||
" <td>1002</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>82</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Motorola</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>20W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px Display with Punch Hole</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 750G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Vivo V23 Pro 5G</th>\n",
|
||
" <td>146</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>85</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>4300 mAh Battery</td>\n",
|
||
" <td>6.56 inches</td>\n",
|
||
" <td>108 MP + 8 MP + 2 MP Triple Rear &amp; 50 MP +...</td>\n",
|
||
" <td>Memory Card Not Supported</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>44W Fast Charging</td>\n",
|
||
" <td>1080 x 2376 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 1200</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Xiaomi Redmi Note 12 5G</th>\n",
|
||
" <td>1148</td>\n",
|
||
" <td>3.90</td>\n",
|
||
" <td>77</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 2 MP Triple Rear &amp; 13 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Xiaomi</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 4 Gen 1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Vivo V30e (8GB RAM + 256GB)</th>\n",
|
||
" <td>145</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>86</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5500 mAh Battery</td>\n",
|
||
" <td>6.78 inches</td>\n",
|
||
" <td>50 MP + 8 MP Dual Rear &amp; 50 MP Front Camera</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Vivo</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>44W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 6 Gen1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Realme 11</th>\n",
|
||
" <td>901</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>83</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.72 inches</td>\n",
|
||
" <td>108 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Realme</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>67W Fast Charging</td>\n",
|
||
" <td>1080 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6100 Plus</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A15 5G</th>\n",
|
||
" <td>24</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>81</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>50 MP + 5 MP + 2 MP Triple Rear &amp; 13 MP Fr...</td>\n",
|
||
" <td>Memory Card (Hybrid), upto 1 TB</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>1080 x 2340 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6100 Plus</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F25 5G</th>\n",
|
||
" <td>27</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.67 inches</td>\n",
|
||
" <td>64 MP + 8 MP + 2 MP Triple Rear &amp; 16 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>30W Fast Charging</td>\n",
|
||
" <td>1080 x 2408 px</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Octa Core Processor</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A14 5G (6GB RAM + 128GB)</th>\n",
|
||
" <td>18</td>\n",
|
||
" <td>4.75</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 13 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>1080 x 2408 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Exynos 1330</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1370 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 125 3.75 53 \n",
|
||
"Realme 6i (6GB RAM + 64GB) 264 3.85 76 \n",
|
||
"Motorola Moto G 5G 1002 3.90 82 \n",
|
||
"Vivo V23 Pro 5G 146 3.90 85 \n",
|
||
"Xiaomi Redmi Note 12 5G 1148 3.90 77 \n",
|
||
"... ... ... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 145 4.75 86 \n",
|
||
"Realme 11 901 4.75 83 \n",
|
||
"Samsung Galaxy A15 5G 24 4.75 81 \n",
|
||
"Samsung Galaxy F25 5G 27 4.75 76 \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 18 4.75 79 \n",
|
||
"\n",
|
||
" No_of_sim \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Realme 6i (6GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Motorola Moto G 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Vivo V23 Pro 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Xiaomi Redmi Note 12 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Realme 11 Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy A15 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy F25 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"\n",
|
||
" Ram Battery \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 3 GB RAM 3000 mAh Battery \n",
|
||
"Realme 6i (6GB RAM + 64GB) Helio G90T 6 GB RAM, 64 GB inbuilt \n",
|
||
"Motorola Moto G 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"Vivo V23 Pro 5G 8 GB RAM 4300 mAh Battery \n",
|
||
"Xiaomi Redmi Note 12 5G 4 GB RAM 5000 mAh Battery \n",
|
||
"... ... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 8 GB RAM 5500 mAh Battery \n",
|
||
"Realme 11 8 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy A15 5G 8 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy F25 5G 8 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 6 GB RAM 5000 mAh Battery \n",
|
||
"\n",
|
||
" Display \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 5.5 inches \n",
|
||
"Realme 6i (6GB RAM + 64GB) 4300 mAh Battery with 30W Fast Charging \n",
|
||
"Motorola Moto G 5G 6.67 inches \n",
|
||
"Vivo V23 Pro 5G 6.56 inches \n",
|
||
"Xiaomi Redmi Note 12 5G 6.67 inches \n",
|
||
"... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 6.78 inches \n",
|
||
"Realme 11 6.72 inches \n",
|
||
"Samsung Galaxy A15 5G 6.5 inches \n",
|
||
"Samsung Galaxy F25 5G 6.67 inches \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 6.6 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 13 MP Rear & 16 MP Front Camera \n",
|
||
"Realme 6i (6GB RAM + 64GB) 6.5 inches, 1080 x 2400 px, 90 Hz Display with... \n",
|
||
"Motorola Moto G 5G 48 MP + 8 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Vivo V23 Pro 5G 108 MP + 8 MP + 2 MP Triple Rear & 50 MP +... \n",
|
||
"Xiaomi Redmi Note 12 5G 48 MP + 8 MP + 2 MP Triple Rear & 13 MP Fr... \n",
|
||
"... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 50 MP + 8 MP Dual Rear & 50 MP Front Camera \n",
|
||
"Realme 11 108 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"Samsung Galaxy A15 5G 50 MP + 5 MP + 2 MP Triple Rear & 13 MP Fr... \n",
|
||
"Samsung Galaxy F25 5G 64 MP + 8 MP + 2 MP Triple Rear & 16 MP Fr... \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 50 MP + 2 MP + 2 MP Triple Rear & 13 MP Fr... \n",
|
||
"\n",
|
||
" External_Memory \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 Memory Card Supported, upto 128 GB \n",
|
||
"Realme 6i (6GB RAM + 64GB) 48 MP Quad Rear & 16 MP Front Camera \n",
|
||
"Motorola Moto G 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"Vivo V23 Pro 5G Memory Card Not Supported \n",
|
||
"Xiaomi Redmi Note 12 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) Memory Card (Hybrid) \n",
|
||
"Realme 11 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A15 5G Memory Card (Hybrid), upto 1 TB \n",
|
||
"Samsung Galaxy F25 5G Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) Memory Card Supported, upto 1 TB \n",
|
||
"\n",
|
||
" Android_version Price company \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 6.0 (Marshmallow) NaN Vivo \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN NaN Realme \n",
|
||
"Motorola Moto G 5G 10 NaN Motorola \n",
|
||
"Vivo V23 Pro 5G 12 NaN Vivo \n",
|
||
"Xiaomi Redmi Note 12 5G 12 NaN Xiaomi \n",
|
||
"... ... ... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 14 NaN Vivo \n",
|
||
"Realme 11 13 NaN Realme \n",
|
||
"Samsung Galaxy A15 5G 14 NaN Samsung \n",
|
||
"Samsung Galaxy F25 5G 14 NaN Samsung \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 13 NaN Samsung \n",
|
||
"\n",
|
||
" Inbuilt_memory fast_charging \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 32 GB inbuilt NaN \n",
|
||
"Realme 6i (6GB RAM + 64GB) Octa Core NaN \n",
|
||
"Motorola Moto G 5G 128 GB inbuilt 20W Fast Charging \n",
|
||
"Vivo V23 Pro 5G 128 GB inbuilt 44W Fast Charging \n",
|
||
"Xiaomi Redmi Note 12 5G 128 GB inbuilt 33W Fast Charging \n",
|
||
"... ... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 256 GB inbuilt 44W Fast Charging \n",
|
||
"Realme 11 128 GB inbuilt 67W Fast Charging \n",
|
||
"Samsung Galaxy A15 5G 128 GB inbuilt 25W Fast Charging \n",
|
||
"Samsung Galaxy F25 5G 128 GB inbuilt 30W Fast Charging \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 128 GB inbuilt 15W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution \\\n",
|
||
"Name \n",
|
||
"Vivo Y66 720 x 1280 px Display \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN \n",
|
||
"Motorola Moto G 5G 1080 x 2400 px Display with Punch Hole \n",
|
||
"Vivo V23 Pro 5G 1080 x 2376 px \n",
|
||
"Xiaomi Redmi Note 12 5G 1080 x 2400 px \n",
|
||
"... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) 1080 x 2400 px \n",
|
||
"Realme 11 1080 x 2400 px \n",
|
||
"Samsung Galaxy A15 5G 1080 x 2340 px \n",
|
||
"Samsung Galaxy F25 5G 1080 x 2408 px \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) 1080 x 2408 px \n",
|
||
"\n",
|
||
" Processor Processor_name \n",
|
||
"Name \n",
|
||
"Vivo Y66 Octa Core Snapdragon MSM8937 \n",
|
||
"Realme 6i (6GB RAM + 64GB) NaN No Wifi \n",
|
||
"Motorola Moto G 5G Octa Core Snapdragon 750G \n",
|
||
"Vivo V23 Pro 5G Octa Core Dimensity 1200 \n",
|
||
"Xiaomi Redmi Note 12 5G Octa Core Snapdragon 4 Gen 1 \n",
|
||
"... ... ... \n",
|
||
"Vivo V30e (8GB RAM + 256GB) Octa Core Snapdragon 6 Gen1 \n",
|
||
"Realme 11 Octa Core Dimensity 6100 Plus \n",
|
||
"Samsung Galaxy A15 5G Octa Core Dimensity 6100 Plus \n",
|
||
"Samsung Galaxy F25 5G NaN Octa Core Processor \n",
|
||
"Samsung Galaxy A14 5G (6GB RAM + 128GB) Octa Core Exynos 1330 \n",
|
||
"\n",
|
||
"[1370 rows x 17 columns]"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"sorted_df = df.sort_values(by=\"Rating\", ascending=True)\n",
|
||
"sorted_df "
|
||
]
|
||
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|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"удаление строк/столбцов"
|
||
]
|
||
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|
||
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|
||
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|
||
"execution_count": 38,
|
||
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|
||
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|
||
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|
||
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F14 5G</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>68</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 13 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>2408 x 1080 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core Processor</td>\n",
|
||
" <td>Exynos 1330</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A11</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>4.20</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>2 GB RAM</td>\n",
|
||
" <td>4000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>13 MP + 5 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 512 GB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>32 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1560 px Display with Punch Hole</td>\n",
|
||
" <td>1.8 GHz Processor</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A13</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>4.30</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP Quad Rear &amp; 8 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>1080 x 2408 px Display with Water Drop Notch</td>\n",
|
||
" <td>2 GHz Processor</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F23</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>48 MP Quad Rear &amp; 13 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>720 x 1600 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio G88</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A03s (4GB RAM + 64GB)</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>69</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>13 MP + 2 MP + 2 MP Triple Rear &amp; 5 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1600 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio P35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40R</th>\n",
|
||
" <td>1365</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 700 5G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XL NxtPaper 5G</th>\n",
|
||
" <td>1366</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.8 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1200 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 7050</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XE NxtPaper 5G</th>\n",
|
||
" <td>1367</td>\n",
|
||
" <td>4.00</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6080</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40 NxtPaper 5G</th>\n",
|
||
" <td>1368</td>\n",
|
||
" <td>4.50</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6020</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL Trifold</th>\n",
|
||
" <td>1369</td>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G,</td>\n",
|
||
" <td>12 GB RAM</td>\n",
|
||
" <td>4600 mAh Battery</td>\n",
|
||
" <td>10 inches</td>\n",
|
||
" <td>Foldable Display, Dual Display</td>\n",
|
||
" <td>50 MP + 48 MP + 8 MP Triple Rear &amp; 32 MP F...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>67W Fast Charging</td>\n",
|
||
" <td>1916 x 2160 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 8 Gen2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1370 rows × 15 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 0 4.65 68 \n",
|
||
"Samsung Galaxy A11 1 4.20 63 \n",
|
||
"Samsung Galaxy A13 2 4.30 75 \n",
|
||
"Samsung Galaxy F23 3 4.10 73 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4 4.10 69 \n",
|
||
"... ... ... ... \n",
|
||
"TCL 40R 1365 4.05 75 \n",
|
||
"TCL 50 XL NxtPaper 5G 1366 4.10 80 \n",
|
||
"TCL 50 XE NxtPaper 5G 1367 4.00 80 \n",
|
||
"TCL 40 NxtPaper 5G 1368 4.50 79 \n",
|
||
"TCL Trifold 1369 4.65 93 \n",
|
||
"\n",
|
||
" No_of_sim \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy A11 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy A13 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy F23 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"... ... \n",
|
||
"TCL 40R Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 50 XL NxtPaper 5G Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"TCL 50 XE NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 40 NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL Trifold Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G, \n",
|
||
"\n",
|
||
" Ram Battery \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 4 GB RAM 6000 mAh Battery \n",
|
||
"Samsung Galaxy A11 2 GB RAM 4000 mAh Battery \n",
|
||
"Samsung Galaxy A13 4 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy F23 4 GB RAM 6000 mAh Battery \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4 GB RAM 5000 mAh Battery \n",
|
||
"... ... ... \n",
|
||
"TCL 40R 4 GB RAM 5000 mAh Battery \n",
|
||
"TCL 50 XL NxtPaper 5G 8 GB RAM 5000 mAh Battery \n",
|
||
"TCL 50 XE NxtPaper 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"TCL 40 NxtPaper 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"TCL Trifold 12 GB RAM 4600 mAh Battery \n",
|
||
"\n",
|
||
" Display \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 6.6 inches \n",
|
||
"Samsung Galaxy A11 6.4 inches \n",
|
||
"Samsung Galaxy A13 6.6 inches \n",
|
||
"Samsung Galaxy F23 6.4 inches \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 6.5 inches \n",
|
||
"... ... \n",
|
||
"TCL 40R 6.6 inches \n",
|
||
"TCL 50 XL NxtPaper 5G 6.8 inches \n",
|
||
"TCL 50 XE NxtPaper 5G 6.6 inches \n",
|
||
"TCL 40 NxtPaper 5G 6.6 inches \n",
|
||
"TCL Trifold 10 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 50 MP + 2 MP Dual Rear & 13 MP Front Camera \n",
|
||
"Samsung Galaxy A11 13 MP + 5 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"Samsung Galaxy A13 50 MP Quad Rear & 8 MP Front Camera \n",
|
||
"Samsung Galaxy F23 48 MP Quad Rear & 13 MP Front Camera \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n",
|
||
"... ... \n",
|
||
"TCL 40R 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"TCL 50 XL NxtPaper 5G 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"TCL 50 XE NxtPaper 5G 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"TCL 40 NxtPaper 5G 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"TCL Trifold Foldable Display, Dual Display \n",
|
||
"\n",
|
||
" External_Memory \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A11 Memory Card Supported, upto 512 GB \n",
|
||
"Samsung Galaxy A13 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy F23 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Memory Card Supported, upto 1 TB \n",
|
||
"... ... \n",
|
||
"TCL 40R Memory Card (Hybrid) \n",
|
||
"TCL 50 XL NxtPaper 5G Memory Card (Hybrid) \n",
|
||
"TCL 50 XE NxtPaper 5G Memory Card Supported, upto 1 TB \n",
|
||
"TCL 40 NxtPaper 5G Memory Card Supported, upto 1 TB \n",
|
||
"TCL Trifold 50 MP + 48 MP + 8 MP Triple Rear & 32 MP F... \n",
|
||
"\n",
|
||
" Price Inbuilt_memory \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G NaN 128 GB inbuilt \n",
|
||
"Samsung Galaxy A11 NaN 32 GB inbuilt \n",
|
||
"Samsung Galaxy A13 NaN 64 GB inbuilt \n",
|
||
"Samsung Galaxy F23 NaN 64 GB inbuilt \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) NaN 64 GB inbuilt \n",
|
||
"... ... ... \n",
|
||
"TCL 40R NaN 64 GB inbuilt \n",
|
||
"TCL 50 XL NxtPaper 5G NaN 128 GB inbuilt \n",
|
||
"TCL 50 XE NxtPaper 5G NaN 256 GB inbuilt \n",
|
||
"TCL 40 NxtPaper 5G NaN 256 GB inbuilt \n",
|
||
"TCL Trifold NaN 256 GB inbuilt \n",
|
||
"\n",
|
||
" fast_charging \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 25W Fast Charging \n",
|
||
"Samsung Galaxy A11 15W Fast Charging \n",
|
||
"Samsung Galaxy A13 25W Fast Charging \n",
|
||
"Samsung Galaxy F23 NaN \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 15W Fast Charging \n",
|
||
"... ... \n",
|
||
"TCL 40R 15W Fast Charging \n",
|
||
"TCL 50 XL NxtPaper 5G 33W Fast Charging \n",
|
||
"TCL 50 XE NxtPaper 5G 18W Fast Charging \n",
|
||
"TCL 40 NxtPaper 5G 15W Fast Charging \n",
|
||
"TCL Trifold 67W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G 2408 x 1080 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy A11 720 x 1560 px Display with Punch Hole \n",
|
||
"Samsung Galaxy A13 1080 x 2408 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy F23 720 x 1600 px \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 720 x 1600 px Display with Water Drop Notch \n",
|
||
"... ... \n",
|
||
"TCL 40R 720 x 1612 px \n",
|
||
"TCL 50 XL NxtPaper 5G 1200 x 2400 px \n",
|
||
"TCL 50 XE NxtPaper 5G 720 x 1612 px \n",
|
||
"TCL 40 NxtPaper 5G 720 x 1612 px \n",
|
||
"TCL Trifold 1916 x 2160 px \n",
|
||
"\n",
|
||
" Processor Processor_name \n",
|
||
"Name \n",
|
||
"Samsung Galaxy F14 5G Octa Core Processor Exynos 1330 \n",
|
||
"Samsung Galaxy A11 1.8 GHz Processor Octa Core \n",
|
||
"Samsung Galaxy A13 2 GHz Processor Octa Core \n",
|
||
"Samsung Galaxy F23 Octa Core Helio G88 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Octa Core Helio P35 \n",
|
||
"... ... ... \n",
|
||
"TCL 40R Octa Core Dimensity 700 5G \n",
|
||
"TCL 50 XL NxtPaper 5G Octa Core Dimensity 7050 \n",
|
||
"TCL 50 XE NxtPaper 5G Octa Core Dimensity 6080 \n",
|
||
"TCL 40 NxtPaper 5G Octa Core Dimensity 6020 \n",
|
||
"TCL Trifold Octa Core Snapdragon 8 Gen2 \n",
|
||
"\n",
|
||
"[1370 rows x 15 columns]"
|
||
]
|
||
},
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_dropped_columns = df.drop(columns=[\"Android_version\", \"company\"])\n",
|
||
"df_dropped_columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
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|
||
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|
||
" <th>Spec_score</th>\n",
|
||
" <th>No_of_sim</th>\n",
|
||
" <th>Ram</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <th>Android_version</th>\n",
|
||
" <th>Price</th>\n",
|
||
" <th>company</th>\n",
|
||
" <th>Inbuilt_memory</th>\n",
|
||
" <th>fast_charging</th>\n",
|
||
" <th>Screen_resolution</th>\n",
|
||
" <th>Processor</th>\n",
|
||
" <th>Processor_name</th>\n",
|
||
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|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>4.30</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP Quad Rear &amp; 8 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>1080 x 2408 px Display with Water Drop Notch</td>\n",
|
||
" <td>2 GHz Processor</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>48 MP Quad Rear &amp; 13 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>720 x 1600 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio G88</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>69</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>13 MP + 2 MP + 2 MP Triple Rear &amp; 5 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1600 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio P35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.40</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 5 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1600 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 700</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 5 MP Triple Rear &amp; 20 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 512 GB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Samsung</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>1080 x 2340 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Exynos 9611</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1363</th>\n",
|
||
" <td>1365</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TCL</td>\n",
|
||
" <td>64 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 700 5G</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1364</th>\n",
|
||
" <td>1366</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.8 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TCL</td>\n",
|
||
" <td>128 GB inbuilt</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1200 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 7050</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1365</th>\n",
|
||
" <td>1367</td>\n",
|
||
" <td>4.00</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TCL</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6080</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1366</th>\n",
|
||
" <td>1368</td>\n",
|
||
" <td>4.50</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TCL</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6020</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1367</th>\n",
|
||
" <td>1369</td>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G,</td>\n",
|
||
" <td>12 GB RAM</td>\n",
|
||
" <td>4600 mAh Battery</td>\n",
|
||
" <td>10 inches</td>\n",
|
||
" <td>Foldable Display, Dual Display</td>\n",
|
||
" <td>50 MP + 48 MP + 8 MP Triple Rear &amp; 32 MP F...</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TCL</td>\n",
|
||
" <td>256 GB inbuilt</td>\n",
|
||
" <td>67W Fast Charging</td>\n",
|
||
" <td>1916 x 2160 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 8 Gen2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1368 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 Rating Spec_score No_of_sim \\\n",
|
||
"0 2 4.30 75 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"1 3 4.10 73 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"2 4 4.10 69 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"3 5 4.40 75 Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"4 6 4.10 76 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"... ... ... ... ... \n",
|
||
"1363 1365 4.05 75 Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"1364 1366 4.10 80 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"1365 1367 4.00 80 Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"1366 1368 4.50 79 Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"1367 1369 4.65 93 Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G, \n",
|
||
"\n",
|
||
" Ram Battery Display \\\n",
|
||
"0 4 GB RAM 5000 mAh Battery 6.6 inches \n",
|
||
"1 4 GB RAM 6000 mAh Battery 6.4 inches \n",
|
||
"2 4 GB RAM 5000 mAh Battery 6.5 inches \n",
|
||
"3 6 GB RAM 5000 mAh Battery 6.5 inches \n",
|
||
"4 4 GB RAM 6000 mAh Battery 6.4 inches \n",
|
||
"... ... ... ... \n",
|
||
"1363 4 GB RAM 5000 mAh Battery 6.6 inches \n",
|
||
"1364 8 GB RAM 5000 mAh Battery 6.8 inches \n",
|
||
"1365 6 GB RAM 5000 mAh Battery 6.6 inches \n",
|
||
"1366 6 GB RAM 5000 mAh Battery 6.6 inches \n",
|
||
"1367 12 GB RAM 4600 mAh Battery 10 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"0 50 MP Quad Rear & 8 MP Front Camera \n",
|
||
"1 48 MP Quad Rear & 13 MP Front Camera \n",
|
||
"2 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n",
|
||
"3 50 MP + 2 MP Dual Rear & 5 MP Front Camera \n",
|
||
"4 48 MP + 8 MP + 5 MP Triple Rear & 20 MP Fr... \n",
|
||
"... ... \n",
|
||
"1363 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"1364 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"1365 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"1366 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"1367 Foldable Display, Dual Display \n",
|
||
"\n",
|
||
" External_Memory Android_version \\\n",
|
||
"0 Memory Card Supported, upto 1 TB 12 \n",
|
||
"1 Memory Card Supported, upto 1 TB 12 \n",
|
||
"2 Memory Card Supported, upto 1 TB 11 \n",
|
||
"3 Memory Card Supported, upto 1 TB 12 \n",
|
||
"4 Memory Card Supported, upto 512 GB 11 \n",
|
||
"... ... ... \n",
|
||
"1363 Memory Card (Hybrid) 12 \n",
|
||
"1364 Memory Card (Hybrid) 14 \n",
|
||
"1365 Memory Card Supported, upto 1 TB 13 \n",
|
||
"1366 Memory Card Supported, upto 1 TB 13 \n",
|
||
"1367 50 MP + 48 MP + 8 MP Triple Rear & 32 MP F... 13 \n",
|
||
"\n",
|
||
" Price company Inbuilt_memory fast_charging \\\n",
|
||
"0 NaN Samsung 64 GB inbuilt 25W Fast Charging \n",
|
||
"1 NaN Samsung 64 GB inbuilt NaN \n",
|
||
"2 NaN Samsung 64 GB inbuilt 15W Fast Charging \n",
|
||
"3 NaN Samsung 128 GB inbuilt 15W Fast Charging \n",
|
||
"4 NaN Samsung 64 GB inbuilt 15W Fast Charging \n",
|
||
"... ... ... ... ... \n",
|
||
"1363 NaN TCL 64 GB inbuilt 15W Fast Charging \n",
|
||
"1364 NaN TCL 128 GB inbuilt 33W Fast Charging \n",
|
||
"1365 NaN TCL 256 GB inbuilt 18W Fast Charging \n",
|
||
"1366 NaN TCL 256 GB inbuilt 15W Fast Charging \n",
|
||
"1367 NaN TCL 256 GB inbuilt 67W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution Processor \\\n",
|
||
"0 1080 x 2408 px Display with Water Drop Notch 2 GHz Processor \n",
|
||
"1 720 x 1600 px Octa Core \n",
|
||
"2 720 x 1600 px Display with Water Drop Notch Octa Core \n",
|
||
"3 720 x 1600 px Octa Core \n",
|
||
"4 1080 x 2340 px Display with Water Drop Notch Octa Core \n",
|
||
"... ... ... \n",
|
||
"1363 720 x 1612 px Octa Core \n",
|
||
"1364 1200 x 2400 px Octa Core \n",
|
||
"1365 720 x 1612 px Octa Core \n",
|
||
"1366 720 x 1612 px Octa Core \n",
|
||
"1367 1916 x 2160 px Octa Core \n",
|
||
"\n",
|
||
" Processor_name \n",
|
||
"0 Octa Core \n",
|
||
"1 Helio G88 \n",
|
||
"2 Helio P35 \n",
|
||
"3 Dimensity 700 \n",
|
||
"4 Exynos 9611 \n",
|
||
"... ... \n",
|
||
"1363 Dimensity 700 5G \n",
|
||
"1364 Dimensity 7050 \n",
|
||
"1365 Dimensity 6080 \n",
|
||
"1366 Dimensity 6020 \n",
|
||
"1367 Snapdragon 8 Gen2 \n",
|
||
"\n",
|
||
"[1368 rows x 17 columns]"
|
||
]
|
||
},
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_dropped_rows = df.drop(df.index[[0, 1]], inplace=True)\n",
|
||
"df_dropped_rows = df.reset_index(drop=True)\n",
|
||
"df_dropped_rows"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"создание новых столбцов на основе данных из существующих столбцов"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>Unnamed: 0</th>\n",
|
||
" <th>Rating</th>\n",
|
||
" <th>Spec_score</th>\n",
|
||
" <th>No_of_sim</th>\n",
|
||
" <th>Ram</th>\n",
|
||
" <th>Battery</th>\n",
|
||
" <th>Display</th>\n",
|
||
" <th>Camera</th>\n",
|
||
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|
||
" <th>Android_version</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fast_charging</th>\n",
|
||
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|
||
" <th>Processor</th>\n",
|
||
" <th>Processor_name</th>\n",
|
||
" <th>Price_per_GB_RAM</th>\n",
|
||
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|
||
" <th>Ram_GB</th>\n",
|
||
" <th>Battery_mAh</th>\n",
|
||
" <th>Screen_Type</th>\n",
|
||
" <th>Total_Storage_GB</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Name</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
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|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A13</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>4.30</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP Quad Rear &amp; 8 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>25W Fast Charging</td>\n",
|
||
" <td>1080 x 2408 px Display with Water Drop Notch</td>\n",
|
||
" <td>2 GHz Processor</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>2408</td>\n",
|
||
" <td>64 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy F23</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>48 MP Quad Rear &amp; 13 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>720 x 1600 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio G88</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6000</td>\n",
|
||
" <td>1600</td>\n",
|
||
" <td>64 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy A03s (4GB RAM + 64GB)</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>69</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>13 MP + 2 MP + 2 MP Triple Rear &amp; 5 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1600 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Helio P35</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>1600</td>\n",
|
||
" <td>64 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy M13 5G</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.40</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.5 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 5 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1600 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 700</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>1600</td>\n",
|
||
" <td>128 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Samsung Galaxy M21 2021</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>76</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>6000 mAh Battery</td>\n",
|
||
" <td>6.4 inches</td>\n",
|
||
" <td>48 MP + 8 MP + 5 MP Triple Rear &amp; 20 MP Fr...</td>\n",
|
||
" <td>Memory Card Supported, upto 512 GB</td>\n",
|
||
" <td>11</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>1080 x 2340 px Display with Water Drop Notch</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Exynos 9611</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6000</td>\n",
|
||
" <td>2340</td>\n",
|
||
" <td>64 GB inbuiltMemory Card Supported, upto 512 GB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40R</th>\n",
|
||
" <td>1365</td>\n",
|
||
" <td>4.05</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>4 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 700 5G</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>1612</td>\n",
|
||
" <td>64 GB inbuiltMemory Card (Hybrid)</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XL NxtPaper 5G</th>\n",
|
||
" <td>1366</td>\n",
|
||
" <td>4.10</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, VoLTE,</td>\n",
|
||
" <td>8 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.8 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card (Hybrid)</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33W Fast Charging</td>\n",
|
||
" <td>1200 x 2400 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 7050</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>2400</td>\n",
|
||
" <td>128 GB inbuiltMemory Card (Hybrid)</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 50 XE NxtPaper 5G</th>\n",
|
||
" <td>1367</td>\n",
|
||
" <td>4.00</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP Dual Rear &amp; 16 MP Front Camera</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>18W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6080</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>1612</td>\n",
|
||
" <td>256 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL 40 NxtPaper 5G</th>\n",
|
||
" <td>1368</td>\n",
|
||
" <td>4.50</td>\n",
|
||
" <td>79</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE,</td>\n",
|
||
" <td>6 GB RAM</td>\n",
|
||
" <td>5000 mAh Battery</td>\n",
|
||
" <td>6.6 inches</td>\n",
|
||
" <td>50 MP + 2 MP + 2 MP Triple Rear &amp; 8 MP Fro...</td>\n",
|
||
" <td>Memory Card Supported, upto 1 TB</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15W Fast Charging</td>\n",
|
||
" <td>720 x 1612 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Dimensity 6020</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5000</td>\n",
|
||
" <td>1612</td>\n",
|
||
" <td>256 GB inbuiltMemory Card Supported, upto 1 TB</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>TCL Trifold</th>\n",
|
||
" <td>1369</td>\n",
|
||
" <td>4.65</td>\n",
|
||
" <td>93</td>\n",
|
||
" <td>Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G,</td>\n",
|
||
" <td>12 GB RAM</td>\n",
|
||
" <td>4600 mAh Battery</td>\n",
|
||
" <td>10 inches</td>\n",
|
||
" <td>Foldable Display, Dual Display</td>\n",
|
||
" <td>50 MP + 48 MP + 8 MP Triple Rear &amp; 32 MP F...</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>67W Fast Charging</td>\n",
|
||
" <td>1916 x 2160 px</td>\n",
|
||
" <td>Octa Core</td>\n",
|
||
" <td>Snapdragon 8 Gen2</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>4600</td>\n",
|
||
" <td>2160</td>\n",
|
||
" <td>256 GB inbuilt50 MP + 48 MP + 8 MP Triple Rea...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1368 rows × 23 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 Rating Spec_score \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 2 4.30 75 \n",
|
||
"Samsung Galaxy F23 3 4.10 73 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4 4.10 69 \n",
|
||
"Samsung Galaxy M13 5G 5 4.40 75 \n",
|
||
"Samsung Galaxy M21 2021 6 4.10 76 \n",
|
||
"... ... ... ... \n",
|
||
"TCL 40R 1365 4.05 75 \n",
|
||
"TCL 50 XL NxtPaper 5G 1366 4.10 80 \n",
|
||
"TCL 50 XE NxtPaper 5G 1367 4.00 80 \n",
|
||
"TCL 40 NxtPaper 5G 1368 4.50 79 \n",
|
||
"TCL Trifold 1369 4.65 93 \n",
|
||
"\n",
|
||
" No_of_sim \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy F23 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"Samsung Galaxy M13 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"Samsung Galaxy M21 2021 Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"... ... \n",
|
||
"TCL 40R Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 50 XL NxtPaper 5G Dual Sim, 3G, 4G, VoLTE, \n",
|
||
"TCL 50 XE NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL 40 NxtPaper 5G Dual Sim, 3G, 4G, 5G, VoLTE, \n",
|
||
"TCL Trifold Dual Sim, 3G, 4G, 5G, VoLTE, Vo5G, \n",
|
||
"\n",
|
||
" Ram Battery \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 4 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy F23 4 GB RAM 6000 mAh Battery \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 4 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy M13 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"Samsung Galaxy M21 2021 4 GB RAM 6000 mAh Battery \n",
|
||
"... ... ... \n",
|
||
"TCL 40R 4 GB RAM 5000 mAh Battery \n",
|
||
"TCL 50 XL NxtPaper 5G 8 GB RAM 5000 mAh Battery \n",
|
||
"TCL 50 XE NxtPaper 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"TCL 40 NxtPaper 5G 6 GB RAM 5000 mAh Battery \n",
|
||
"TCL Trifold 12 GB RAM 4600 mAh Battery \n",
|
||
"\n",
|
||
" Display \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 6.6 inches \n",
|
||
"Samsung Galaxy F23 6.4 inches \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 6.5 inches \n",
|
||
"Samsung Galaxy M13 5G 6.5 inches \n",
|
||
"Samsung Galaxy M21 2021 6.4 inches \n",
|
||
"... ... \n",
|
||
"TCL 40R 6.6 inches \n",
|
||
"TCL 50 XL NxtPaper 5G 6.8 inches \n",
|
||
"TCL 50 XE NxtPaper 5G 6.6 inches \n",
|
||
"TCL 40 NxtPaper 5G 6.6 inches \n",
|
||
"TCL Trifold 10 inches \n",
|
||
"\n",
|
||
" Camera \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 50 MP Quad Rear & 8 MP Front Camera \n",
|
||
"Samsung Galaxy F23 48 MP Quad Rear & 13 MP Front Camera \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 13 MP + 2 MP + 2 MP Triple Rear & 5 MP Fro... \n",
|
||
"Samsung Galaxy M13 5G 50 MP + 2 MP Dual Rear & 5 MP Front Camera \n",
|
||
"Samsung Galaxy M21 2021 48 MP + 8 MP + 5 MP Triple Rear & 20 MP Fr... \n",
|
||
"... ... \n",
|
||
"TCL 40R 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"TCL 50 XL NxtPaper 5G 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"TCL 50 XE NxtPaper 5G 50 MP + 2 MP Dual Rear & 16 MP Front Camera \n",
|
||
"TCL 40 NxtPaper 5G 50 MP + 2 MP + 2 MP Triple Rear & 8 MP Fro... \n",
|
||
"TCL Trifold Foldable Display, Dual Display \n",
|
||
"\n",
|
||
" External_Memory \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy F23 Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy M13 5G Memory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy M21 2021 Memory Card Supported, upto 512 GB \n",
|
||
"... ... \n",
|
||
"TCL 40R Memory Card (Hybrid) \n",
|
||
"TCL 50 XL NxtPaper 5G Memory Card (Hybrid) \n",
|
||
"TCL 50 XE NxtPaper 5G Memory Card Supported, upto 1 TB \n",
|
||
"TCL 40 NxtPaper 5G Memory Card Supported, upto 1 TB \n",
|
||
"TCL Trifold 50 MP + 48 MP + 8 MP Triple Rear & 32 MP F... \n",
|
||
"\n",
|
||
" Android_version ... fast_charging \\\n",
|
||
"Name ... \n",
|
||
"Samsung Galaxy A13 12 ... 25W Fast Charging \n",
|
||
"Samsung Galaxy F23 12 ... NaN \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 11 ... 15W Fast Charging \n",
|
||
"Samsung Galaxy M13 5G 12 ... 15W Fast Charging \n",
|
||
"Samsung Galaxy M21 2021 11 ... 15W Fast Charging \n",
|
||
"... ... ... ... \n",
|
||
"TCL 40R 12 ... 15W Fast Charging \n",
|
||
"TCL 50 XL NxtPaper 5G 14 ... 33W Fast Charging \n",
|
||
"TCL 50 XE NxtPaper 5G 13 ... 18W Fast Charging \n",
|
||
"TCL 40 NxtPaper 5G 13 ... 15W Fast Charging \n",
|
||
"TCL Trifold 13 ... 67W Fast Charging \n",
|
||
"\n",
|
||
" Screen_resolution \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 1080 x 2408 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy F23 720 x 1600 px \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 720 x 1600 px Display with Water Drop Notch \n",
|
||
"Samsung Galaxy M13 5G 720 x 1600 px \n",
|
||
"Samsung Galaxy M21 2021 1080 x 2340 px Display with Water Drop Notch \n",
|
||
"... ... \n",
|
||
"TCL 40R 720 x 1612 px \n",
|
||
"TCL 50 XL NxtPaper 5G 1200 x 2400 px \n",
|
||
"TCL 50 XE NxtPaper 5G 720 x 1612 px \n",
|
||
"TCL 40 NxtPaper 5G 720 x 1612 px \n",
|
||
"TCL Trifold 1916 x 2160 px \n",
|
||
"\n",
|
||
" Processor Processor_name \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 2 GHz Processor Octa Core \n",
|
||
"Samsung Galaxy F23 Octa Core Helio G88 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) Octa Core Helio P35 \n",
|
||
"Samsung Galaxy M13 5G Octa Core Dimensity 700 \n",
|
||
"Samsung Galaxy M21 2021 Octa Core Exynos 9611 \n",
|
||
"... ... ... \n",
|
||
"TCL 40R Octa Core Dimensity 700 5G \n",
|
||
"TCL 50 XL NxtPaper 5G Octa Core Dimensity 7050 \n",
|
||
"TCL 50 XE NxtPaper 5G Octa Core Dimensity 6080 \n",
|
||
"TCL 40 NxtPaper 5G Octa Core Dimensity 6020 \n",
|
||
"TCL Trifold Octa Core Snapdragon 8 Gen2 \n",
|
||
"\n",
|
||
" Price_per_GB_RAM Price_Rating Ram_GB \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 NaN NaN 4 \n",
|
||
"Samsung Galaxy F23 NaN NaN 4 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) NaN NaN 4 \n",
|
||
"Samsung Galaxy M13 5G NaN NaN 6 \n",
|
||
"Samsung Galaxy M21 2021 NaN NaN 4 \n",
|
||
"... ... ... ... \n",
|
||
"TCL 40R NaN NaN 4 \n",
|
||
"TCL 50 XL NxtPaper 5G NaN NaN 8 \n",
|
||
"TCL 50 XE NxtPaper 5G NaN NaN 6 \n",
|
||
"TCL 40 NxtPaper 5G NaN NaN 6 \n",
|
||
"TCL Trifold NaN NaN 12 \n",
|
||
"\n",
|
||
" Battery_mAh Screen_Type \\\n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 5000 2408 \n",
|
||
"Samsung Galaxy F23 6000 1600 \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 5000 1600 \n",
|
||
"Samsung Galaxy M13 5G 5000 1600 \n",
|
||
"Samsung Galaxy M21 2021 6000 2340 \n",
|
||
"... ... ... \n",
|
||
"TCL 40R 5000 1612 \n",
|
||
"TCL 50 XL NxtPaper 5G 5000 2400 \n",
|
||
"TCL 50 XE NxtPaper 5G 5000 1612 \n",
|
||
"TCL 40 NxtPaper 5G 5000 1612 \n",
|
||
"TCL Trifold 4600 2160 \n",
|
||
"\n",
|
||
" Total_Storage_GB \n",
|
||
"Name \n",
|
||
"Samsung Galaxy A13 64 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy F23 64 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy A03s (4GB RAM + 64GB) 64 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy M13 5G 128 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"Samsung Galaxy M21 2021 64 GB inbuiltMemory Card Supported, upto 512 GB \n",
|
||
"... ... \n",
|
||
"TCL 40R 64 GB inbuiltMemory Card (Hybrid) \n",
|
||
"TCL 50 XL NxtPaper 5G 128 GB inbuiltMemory Card (Hybrid) \n",
|
||
"TCL 50 XE NxtPaper 5G 256 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"TCL 40 NxtPaper 5G 256 GB inbuiltMemory Card Supported, upto 1 TB \n",
|
||
"TCL Trifold 256 GB inbuilt50 MP + 48 MP + 8 MP Triple Rea... \n",
|
||
"\n",
|
||
"[1368 rows x 23 columns]"
|
||
]
|
||
},
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#df_dropped_columns = df.drop(columns=[\"Price_Rating\", \"Price_per_GB_RAM\"])\n",
|
||
"#df_dropped_columns\n",
|
||
"df[\"Total_Storage_GB\"] = df[\"Inbuilt_memory\"] + df[\"External_Memory\"]\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Удаление строк с пустыми значениями"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Unnamed: 0 0\n",
|
||
"Rating 0\n",
|
||
"Spec_score 0\n",
|
||
"No_of_sim 0\n",
|
||
"Ram 0\n",
|
||
"Battery 0\n",
|
||
"Display 0\n",
|
||
"Camera 0\n",
|
||
"External_Memory 0\n",
|
||
"Android_version 443\n",
|
||
"Price 1368\n",
|
||
"company 0\n",
|
||
"Inbuilt_memory 19\n",
|
||
"fast_charging 89\n",
|
||
"Screen_resolution 2\n",
|
||
"Processor 28\n",
|
||
"Processor_name 0\n",
|
||
"Price_per_GB_RAM 1368\n",
|
||
"Price_Rating 1368\n",
|
||
"Ram_GB 0\n",
|
||
"Battery_mAh 0\n",
|
||
"Screen_Type 2\n",
|
||
"Total_Storage_GB 19\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(df.isna().sum())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Unnamed: 0</th>\n",
|
||
" <th>Rating</th>\n",
|
||
" <th>Spec_score</th>\n",
|
||
" <th>No_of_sim</th>\n",
|
||
" <th>Ram</th>\n",
|
||
" <th>Battery</th>\n",
|
||
" <th>Display</th>\n",
|
||
" <th>Camera</th>\n",
|
||
" <th>External_Memory</th>\n",
|
||
" <th>Android_version</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fast_charging</th>\n",
|
||
" <th>Screen_resolution</th>\n",
|
||
" <th>Processor</th>\n",
|
||
" <th>Processor_name</th>\n",
|
||
" <th>Price_per_GB_RAM</th>\n",
|
||
" <th>Price_Rating</th>\n",
|
||
" <th>Ram_GB</th>\n",
|
||
" <th>Battery_mAh</th>\n",
|
||
" <th>Screen_Type</th>\n",
|
||
" <th>Total_Storage_GB</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Name</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>0 rows × 23 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
"Empty DataFrame\n",
|
||
"Columns: [Unnamed: 0, Rating, Spec_score, No_of_sim, Ram, Battery, Display, Camera, External_Memory, Android_version, Price, company, Inbuilt_memory, fast_charging, Screen_resolution, Processor, Processor_name, Price_per_GB_RAM, Price_Rating, Ram_GB, Battery_mAh, Screen_Type, Total_Storage_GB]\n",
|
||
"Index: []\n",
|
||
"\n",
|
||
"[0 rows x 23 columns]"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.dropna()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"визуализация"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"линейная диаграмма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(30, 5)) #графическое окно\n",
|
||
"df[\"Rating\"].plot(title=\"Линейная диаграмма\")\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"столбчатая диаграмма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize= (15, 5))\n",
|
||
"df[\"Total_Storage_GB\"].value_counts().plot(kind=\"bar\", title=\"Столбчатая диаграмма\")\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"гистограмма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize= (10, 5))\n",
|
||
"df.plot.hist(column=[\"Rating\"], bins = 15)\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"ящик с усами"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1000x6500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize= (10, 65))\n",
|
||
"df[\"Battery_mAh\"].plot(kind = \"box\", title=\"Ящик с усами\")\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"диаграммы с областями"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 0 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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hjttvv50OOeQQymaz1NDQQB/96Edp69atkfuee+45OvXUU6myspIqKiroxBNPpMcff1z//sQTT9D+++9P11xzTeS4hbgt66+88gqdfPLJVFVVRePGjaOLL76YXnjhhch9RESrVq2i97///VRXV0dlZWU0b948uuqqq2LTM5zO2traaMqUKXTeeedZ10fakj8cw+V/eXk5NTU1jUoeQdgXkNd8CMIo2bhxI2bPno0NGzZYa0Y411xzDTZu3Bg5yfetRB1A+Oyzz+7SuidBEIS3O7KmSBAEQRAEAbKmSBBGTVVVFT760Y+OuC5m8eLFmDJlylsolSAIgrC7EKdIEEbJuHHj9EtXh+MDH/jAWySNIAiCsLuRNUWCIAiCIAiQNUWCIAiCIAgAxCkSBEEQBEEA8DZdU+T7Ppqbm1FdXf2G3iwtCIIgCMJbDxGht7cXU6ZMQSKx+8d13pZOUXNzM6ZPn763xRAEQRAE4Q2wZcsWTJs2bbeH+7Z0iqqrqwEESq2pqdnL0giCIAiCMBp6enowffp03Y7vbt6WTpGaMqupqRGnSBAEQRDGGHtq6YsstBYEQRAEQYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFO0x8kVS9jU3o9CyUdz1yC2dg6g5BMAwPcJ27oH9fdS+N0Pv/fniujoz1vhERF29AwhVyxhR88Q8kV/t8jJ4+7PFdHelxv2XiLC9u4gbv55NLT35dDel0NL79AblrVQ8rGxrV/HmS/62N49BCKKvb+jP4++XBEAMFQooaV3SOu+L1fE5vYBrXMAw6af6340DBVKaOkZisRZ8ik275u7Bi05eocKkfzvGSqgayAf0TtREF6h5KOzP4/eocKoZBzIF9EWpjVOhp0Rl/+5YpBuIorVvWIwX9Jx7wqFksnv7oEC2vpyVv6r9Csdq7pXLNlllKcdgM6r0ca9O3DrvKJY8rGte3DYeHZW5oejrS+HgXyQH276ebxKnp3J8UYZLt0AsL17KFLu3yhxdY/T0rvzPFd1zoXXOSLCpvZ+NHUNDhvOYL6E1t5oeR+NDCq+pq5BdA8WdL0rlOLtrkqvW+YVA/kitnQMROxcX66Izt2k+7FKam8L8PfOPS9tx4pNnUglPWSSCfTlilg0pQbnvXMmHnu9FU+sbcP8SdX44GHT8fBrLXh6QzuWTKvDWUum4H8eW4+O/hwuP2Uu6iuzAIB1rX347XNNGMqXUJZJojydxGfefcCblpPHvbalDx39OXzu5LloqMpG7n29pQ93Pd+EinQS71k4CXc9vxU1ZWl84qT9R4yje7CAZX/biK6BPDzPw78cOxszGyt3WdZHXmvB39a1Y1ZjBS44ZjZ+vXwL1rX04awlk3HozAbr3r5cEcue2IDOgTy++r6D8NO/bkBLzxAOmFiNTe39IATG6oS54/GehZMAIFbvgNF9NpXAZ0+eu1M5b31yE5q6BlCRSaE/V8T+E6qxpaMfcyZUYUJNGf62tg0LJtfi/YdOxUOv7sAzGzpw8PQ6nLlkCgDgJ49vQHt/DlecOh815WkQEX76+Hq09+XxwcOm4f6Xt6M61PsLW7tx76ptqMqmkC/66BjI46vnLILneSPKePNf1qOjP49PnrQ/Vm7pwvKNHThsZj1OP2jyqPLi1W29+P0LTairyODjJ8zR6d7aOYgzl0zGY6tbte5/8vh6tPbmcFGY7z/+yzp0DuTxiRPnYFJt+ajiA4C7nm/Cq9t6cPKBE/HMhna09+WRTiZwziFTMW9iNZY+sQEdA3mccdAUPLq6BSWfkPCAOROq8JEjZsSkfQ4AD7c+tRE+Af9x2vxh4/7tiq1Ys6MXpyyYhKPmNI5a5uF48NUdeHZjBw6eZvIdAP700ja8uLUbx+7fiJPmT4w8d8eKLVjb0oczDpqMw2c1RH6Po6M/j2VPbET3YAFffd8iK+8n1ZYBAO57eQee29yJo/ZrxMkLJuLPq7Zj5eZOnDRvAo6bO/5Np1fxSGhvDppWi7OXTNXXW3qH8L9PbkR7Xw5XnbkAVWXpNxXPz57YgB3dpr7Pm1SNfzhsOgBgR08QV67g44tnLoh9nte5L5xxIMozpsl8cWs37lm1DeOqsjhkRh3uf3kH2vty+Nfj98P8STWRsG5+bB06+vO49IT9MLWuAgDQ3DWIXzy9CYUi4b/OOHDEtGxqH8Cvnt2M3qEi/uHQabjvle1oqMzgkuPnRO59akM7Hl3dilmNFfjHd86MyhLmvU+Ez50yF+NCO39LaPuuOG0+qt+k7scqMlK0h9nQ1o9Vzd1Y1dSNlVu6sLalF79b2QQAeH5zF17c2o1fL98CAFjV1I2Xtnbhtqc2AQAGCyWs2dGLR1a36vBe3daLV5q78cq2IMwn1rZGI30D8LhzxSDe+17ZMey9q5q68fjrrXhtew9ebu7Bo6tbdhrHjp4hbOkYwJodvVi9vQd3Ptf0hmR9ubkHLzV14fcvNAMAWntzeLm5G//75KbIva29OWztGsSaHb1o78shX/Tx2vYe/PX1Vry4NUjzqqZu/OHFZv3MUKj3h16z06R0/+S6tlHJ2Zcr4pXmHqzZ0YvXtvfgsddb8cLWbtz53FasDPP+V89ustJ0a5j3RISBfBFrtvfiL6FufQocy9dbevH7lc14cWu31vtLW7uwcnMXHn+9Fdt7hrBmey929Ox8FKbo+1izowd/enEbXt3Wgxe3dmHZ3zaOKn2BTnqwqqkbD79qykrvUBGvbuvGTx/fYOm+UAp0/9sw30u+j9Xbe3Q+jpamzkG83NSN/3lsPVp783i9pRevbOvGz/+2EZ0DeWzvGcLrO3rxlzWtWLmlCy81deGFrd347YqtsWn//QvNWNfah3UtfVi+sWPEkbJt3UN4ubkby/62YZdkHo5Xmnvw0laT74r1rf1Y1dSFn/11Y+xzLT05vDJMmR+O5q5BbGrvx5odPRgqlFAsBen/84vb9D1rdvTipa1d+NkTQfrWtfRhVVM3fvzYul1P3Ai81NSNF7d24RdPbbau9w4Vsb17CK9t78XG9v43HU+uEJS5x8P6fkdoa4HANq9r7ceLW7uGHQnzCegaCOrc85u7rN9ebOrGys1duP/l7Xh+cxdWbunC5o4B3DpMnpR8wurtPfjd86a8r2vtw+s7+rByS+dO09I1WMCWjgG83NSNv65rw8otXXjo1XgbvWJjJ17Y0oW7V8bb2EKY92tbenHPKpP//bki1uzoxWNrRmfj/h4Rp+gtgHyCqnNEgF3/yPoefDbTaz7BGiIlBBWdCOH01W6UMwzLD2Ucbki36FMQN4CydBLFko+STzsdYveJUCj5Ovz8KKehYsPyYcVHAAqlaPwln1AohnGGdxIB+RLpzz6RlVafguu5QnToWel+dFAol2+l15SF4fO+6BN8IpSIMMSmpkp+cN9goYSiT+CiUBhGLswbfxSCqrzIlUo6jJHHlmwqMkkUSoGcVsoJGCoGDS8RwvIRxlUwcQXlbNengJVeS2TCHcgX4XlAsURhnGpqMXjGnTrRcobx54o+CiVfTy8NGzcF+bO7GC6baCeZEeT1rtWhgk86P/wwjEEnDAKscuUTDTsN82aISzeFZT6wFbtDx4ENNdPM9q/Khg6Xn6oOBjbD1pOHqK6KPqF/hPLj2tWiH9ie0aTUC+8vEaFUMuU+9l7PxBeHT7w++pHru1qu/p6Q6bO3DGPhrIYs1jCEDWZ4M58CUddH03i9tLUbnQN5ZFIJTK0rR3PXII6Y1YBEwjy5uX1Ar/MYbYNYDI2VT4TydBKpZAKDhRKaugYxrb5C3zdUKOG5TZ2YNa4SG9v6kUh4Ok3kYdipnfWtfegeLKC6LI2+XBEHT68DEKxHWr29N5Q1kOGV5h4tSzoZhLd8Ywee29yJhOdhMF/SDX/C8wLdal2av90DBWxo60dHf17r9+kN7ZgzoQpH7teo9aP+/W1dGw6bWY9sKjmsnkp+IFciTKcXk/8A9Pof5hNpR8r3gVe2BT37VMKD5wW3KCPuOj4E5UwTkjFdnr5cES9u6cLCqbV4fUcvEJanRCgblxcA1rb0YiBfwuJpdWjry2HN9l4cNqsePYNFvN7Si1QygXTSQ75I+Mnj6/H+Q6ZG4iQAmzr6te42tfdbDu2GtuD7sxs7MaWuTJehzv48Xt3Wg0Nn1qMsbevZJ0LJJ90wRVonV4bw/t+u2IrKbApH78/ylDmnhRJhQ3s/egeLOGRGPcoz8fnrltwdPUNY39qPsnQCVdkUDphYPbwwYZwrNkVHB9a19qF3qKhli+PVbT3D/r6texCb2gdwxKwGJBO2lJ4X35C7+GElUet6AicqWI+0ZkfvTsv9cBARntvcqZ8lFbgVt7oX2Njej1QigYOm1aJQ8rF8YyfmjK/EhJoytPQOYV1LPw6fVY90MoHlGzvwyrYenLl4ChoqM07ELJ+HSW/JJ/Ai1tGfx2vbejClrtzI6uS6Wh/kE+k8K/oE3/Efn9vcifoKRyYEo74rN3fBD51AAFjb0ocXtnThgIlVWDytLkbaQDe+7uLFo2yrSnecrVX2vrU3h+c3d+KQGfU6PM8z9jau/g1Hc9cgVu/oxSHT61AXk+axgDhFbwHcCKnesfu7+9nXjpHdSMWFHUfXQB5/XrUNG1r7kEomMKE6i9beYJElX6Pw2+e24PWWPkytK9e1ZNsIiwWBYNoBYTrK0kmkEh5KPuHrf3oVN33sMH3fX9a04q+vt2Kw4CObSuheGYHgkYfEMMn63fNNeL2lD9MbKrC5YwBXnDoP+42vwq+e3YINbf0oTye0Dv/0UjPWtvSBCEgnE+geLODh11qwYlMnytIJDBV8ZFIJEAhJpsf+XLQ398unN6GpaxCNlRmAgB09OVz3wBp864MHYda4KqNzAn6zfCs2tPXjozHz9QrV60qGzuBgoQSeY8oo3fDIWruhQNA4q1GsV5p78L9PbsKFx8wKzDKZUbKIU01m9CcZU27uf3k7lm/sxN0rm1Bbnsb6tn4QAV7CPM+5e2UzXm/pw1VnHIjfPteEzR0D2Njejx09OWzpGEBVWQrpZAIlH3jglR14bXsvptaVWw4eCPjhQ2tx0NRaEAGdAwU8vaFdx9HcNYg7nwvWCW3rHsINHz0UAPCLpzdhY1s/Xm7uwcXH72cnMwx7S+eAHmEL9MkbAztJJSLcvbIJiYSHFZs6kEkltL7ypVIwYlDy8dsVW9GfK+HFpi58/IToOrm4OvfLpzdjY3s/qrIpdPTn8cPzDkEqzisNWdfaj/te3o6mrkGrM3L3801Y09KHWY0VQb44zw0VSvjji81Y39qvHX3Or57Zgg1tQafi1HCNnELrhiUg1n6E+rztqU3Y2jkAICiHtz65CVs6BtDUOYgPHT592LQNx+aOAdz38g5s7RhAbXn8ehWeZ8s3duK+VdvxpbMWYmNbP+5/ZTu6Bgr473MPwS+e2oxN7f1o7hrEyQsm6jr/wpZufO/DS6zwCCOPYvsUHUX8xVObsLG9H+XpJLZ2DgZ5wXQ9kC/q0TPlwAFAKVx0rdjaOYD7Vm3H5o4BzBlfaen78ddbsb170NjFsHyu3t6LP71E+Mo5C61OpiXzTgbu+EjRX9e24bgD7PVgepTJA7Z0DODmx9bj398TrJNUMip7+9r2Xlx07OyRIwy5e2UzXmnuxgubu/DZU3a+7nJfRKbP3ioo/stwVVVV0sDwsSfJ/jscg4USdoS7OFp6hvB6Sx9aeofw4Kv2OpmiT2jrzWFT+4CWZUfPUDB6MIwzVtRTT4RkwkMy4cEnRHYytPTmsGZHHza192NtS/BXyU4Akon44jdU9NHel8PrO3rR0ZfTDWi+6IdrIvqsnUad4YLBdCqhd+URUThKRNY0o2osfTbipq6vbelDW28OmzsG2AhCMIIBMEcEhK2dA3j41eHXUamRCbJGXuwhb6WH59iIgRmxCKaGVBiPrTFrx5TcfISDp0P1POPsZnPXINa19mF9Wz82tg+Eo1TGYVThAkEZ7B0qoKMvhxe2dqHkU9g4BesYtnYOYPX2XiQ8T/e2N8WsAyEEjflAvqQbqEfDdXJKo39d24Z1rX1oZbvTCiXC5o4BK+1cT6TyFvFTCcSUon4fKpQwkCvihS1dVnp9P8hX1UBuau/HX19vRyzD1L1tXYNBGerLYVvPyLsruwcL2NjWj7benCX3QL6Ejr4cmrsGETeuEezYy6OtLzdsh2l799Cwa02g0juCAQnKUKCHLR3GKQICJ/TBEcIeiZ7BIja396OtL4f1bX2xMqhrRISewWD35fObO9Hal8Or23rRzDpszV2DuP/l7RgqlLA9rPNbO+3y5zrH8SPzFJk+K4Zpf72lDwP5YlgnzD35oo/WvpzW5bauQR0OD6pn0OzycnfoBnWxH0MF40j154roHsyjb6iA5Rs7rPt5Vhs9RdMDcAeY8Mhr8XaKwiG0wUJQ5p5c264V5cHY25HKkstQoYTNHQN41pF9LCFO0VsMn74Z6R495wu7MpDV/O3cOQICA5fwhr9XxWG7CcNT9H2WDgqnpWxjAADl4ZCrr6d6zBA2gbCTjVF6qoj3ivzQUdFTYqFDRgRkkgkkPA/GBbGdS9V4AmT1DLmx1MP3ShthHJzR5GGhFDomyqmNabQBilxT+VsI12nxhkP1VpUxi5MhaNhJT725qGFwSy9kRiS4PIEM0COCQLAmTEXsyp4v+WaRsuX4qfyPFzrqzIyiUIe6K/qmnugy5Zk6pEQh9pkFYfI5EvpIMZtGJ+6ZYrjbbSR2VvZVgO60x2ChhJJPOt1uv0LVjXTMKBWfPvNZ/keiJTsP+KeST29o6kzFz+Pw/ajb58fGOzLcX4lzjIdzhkyciN3azi0tDSOQsj1qzSKfCoP6rh4NDZr6dajgh/cae8Zljk1nGFZJl+f4hCldxy2V4kszyLrX2BVVvn2fht32PxKjzbt9EZk+ewsg9xs5PzoGklijTWRPg4w0UkRE+NNL2/D6jr5IgzDcqI/VKPKGOyb8/lwRv3+hGf25YJ0OyDhcyuFRtPfldC+z5BNSSdIVWMXXM1jAbU9twonzxlvDxHqdCDxtcNa29Gm5fBNScG/oKKWTCbzc3AN4njaEaq0Ad4jU9aRqJWBkVw6FyiaiYJHp/z2zGdu7We+f6efl5m78ZU0rkp6Hk+ZPwNyJ1dqpUfP5KputrCfA8yhMhdH/r57ZjPJMUo++KDlIpxfWNTtDw8Ym7jcgXCND1g4rgnH8grIHXPfAGq0PnwipREIv/u7LFfX1BCu8uUIJ6WzKVU+QLs80Lu5vvPwTgDufa9Jrk4YzroSgHJR8QirhxTYkvAPhm48go+6wDPPpFeMMF0o+rntgDd41fwLmTKjC71c26ztyxRJ++fRmHDqzTq+xozAtweJ+I82OniE88MoOHH/AeMxoZNMhbARRO1mOLoYKJbywpQtLwnV1q5q69caGVMJDe18ePUMFPLq6FRXppE5Lc9cgfvn0ZkytL8cJc8dje/cQ7l21Xct55/NmV1Kce0fkrH+jYITY9wmV2ZGdotbeHO57eTuOntOI/cYH087bugfxQDjCqLI8sAvAsxs7cMSsBjy2plWvs+IOQKCqmPWYCHZk/d8zm61wo2kxjlFcnfAp2IwR8yjg2R1UhT5rLtQ3hZnPp+J8n4I0s/Jlh+Hr+g0Kjg8wnTPCUxs6sKEtsKFzJ1Zjan14bAUR8mpxNAtw5ZYuPPJaC+oq0nrxtE+m89nUNYhHXmvBCXPHa8fIg5GLeGY7+vnl05uxZHotFk6ptX7r6M/jnlXbUJZKYnNo74FglOl/HluH0xdNxvSG+CnAfRVxit4itMmNtmHwotY82PEA3pjbz5tG1vzYPVjA85uDLeZF3w96dNpx8WLMAWtYueMFt1oE/G1dO57Z0I7mriFrPt0Lp0/4M/es2o7VO4JF0Wr3hnY0wua9uWsQG9r68eCrO7Dswnc4cilZCD75+MMLzXgmnEYrhTvPyPOCuBGMzJSnE3huUye2dAzo3i53LvmUma+NQvCjNpqWfoPGdF1rP9r7cuH6irAB9khb4Ptf3oGn1geyPfxaC26/9KigAQl1rxesav0yA0lmsaP6fcWmTmzuGMDMxgrLIJMWOAwlJpOCtEWdVEU6GazHUjt8lD6U00yh06DSo6RNJTwUS4E+8yUff1vXBkKwBqcvVwQh2L1VVxFdnKTS6e62U+XB5dfLt2B8dfR8rEhayTi3avSMTVSGi/K5Uxk4Uh4FC9Zbwmliu9HkjaeHp9a346n17bjwmNl4ZkM7tnUPARSk9cl1bbh7ZROO3K8RT61v0w1jySdrZ+Vdzzdh+cYO3Pfydtz6L++004CoDlxb8Y0/v4rbLz0KQDBS1Nw1iELRRzKdRMknfPe+1UgnPaxq6sbCKbXwEax5eeS1HegZKuCwGXX47XNbsaqpO8wrwotburCtewhxrnOgJ1sGgpnSrciM3Gzcu2ob/rq2Dfe8tA2/uPhIrYOXm7utQ0XDWXh8977VuP3So/D0+nYsD9cCqjxThAOAsQVGlVW7fhi5CSo/4gscESEX4xRptyHGmbKcIgT6SoDAR4o2dQygoz+HzoGCVR89HYbqdABJj/DU+nZ0DRSCASUKOo0bWvsBBL+d944ZOk2vbOuGcWkCHnmtJdQFYUZDZZACMousf7N8K1Zu6cRDr+7AnAlVzNELeix88bZaY6jsydPr23H3yiZdDhX3rtqOv77ehs6BvOl0hr899GoLptdXjDmnSKbP9jh2RYwaQae6hbfr3r7tr0TrtOMw9Q4Fp53mi6YXwnsLkcdDgfSw+ghDRfw031zJRzqVCHcrwfR4QnLF4GRllQaVbuV4BAbMw0C+hMGYLax8VEmN3pZYd187CQiMzWChhJpw8aZy9HyYXVo6beEzvm6pjVzcoKlbfSLttJR8E7s7LG0WPhtjqZ0ONmoT5xT7ROgYMDt9WnoDHasjGbhm9UgRwVozZHQRvTYcPKsTnkqZCp9CpzLckZbwdNryxZJepzWotheH6a2rSOt08ZKkjKtyXsB+12nzTNxqlDHWa2LX/VC3vCevGk/dayd7V5NyKNvCnYbQ5dGEy8sWEVllX8XT0ptj+W3id7eTD+ZL6B0q6qMIIukYJo1q/ZU7HUMIp7DD3ze29aN3qIiiT+gZKup86xkqouRDnziuRvhAwU4y4kpzZOLr55SYagv/SBs/gKDudw0UkGfTLrmCj96hop4mMvXC6DhXDKaTgiMSzAgKADMtysVkeWSUGZcWRI6vULoM/sYfD2LVKTLfAbb7Ux81YcoZLwedAwVjA526bK4HV7sG8nqqiigoN2apAKG9P6cdquFOhFB5H+SvfZ9Pwdln/bkiuHL1jsTh1Eik12y55Iul4BBI39gLU4cI69v64gXdhxGnaA9DrPCZ7+z38O9AvmgZGzNt4hoCu3Edts3QvweFNZnwIhXb3d5PgC7UceFaO7YoGCLtC7ei+n78Q9ywGGMYBGCmvoIt8YP5kjkPRTVe+v+m/eAqVUaDT4GYho6PFJE2WNwQaTvgGCj1i9rqn0omzDw+mbONrO30jBILL3ID1wkCw8VHOPh1Pc9PpF+XoV0s9psbuHpey+MHBpE7gepGAunjCsAcOBVXyQ+292v9s3BV468uBWU4iKTA8lKVw2jZCg0zHwFj39W9+aKPoUJJ60Ann5XpYslHwbfl4T168MZJF8ZwOpZVNHdEKybrIpgplCD8XLGkX5kzkg/BG1BdlpzGiYity/O58xj8niv6SHgeSiVzDphq8Eu+cbi1zhCsGeHl35XJLh8AvzlfKiFXLEXOsukeKKBQ8vV6JhXGYF6dz6V0ZNswACiV7GvaEQl/N7sK48u6/uvUB5WWUsmUPXUOFS8b+WHWzSiZ+XP82RK3KeH9KruT4fpGZcNUh4AQdl7D+7jDzjtXek1laLvUaJa65upQhRVMSyZ02vj6N1Ps7Y4EwRwl4JYJYs/25YraFrlOEmm9qBiA9DCbafZlZPrsLcJUXwLBGfrxCN+/fw3KM0lTiXVldAo1+6Q+v9LcjQVTaiMNifriU9jrcGRSC3mJwkYorFDKgeIE55/0w/V9/rauLfbwPt2jsRwb0o2unSrgpr+sRX+uiPqKjJ6O0Y30MOv8AuMQNIYqnYCp+Co96hofBdOGnuksHzYocJ7PpJJIJ72gYUoaI1gsEa57YE24poX0WibAjGCosI1cwbegcSeAPD0SwWU3ZcDk1S2PrQ+cEKfB+PVyc1KzicseYbj92S1Y39aHOrYVWjdPYf77LN3EbgrWzNiFizsiPEC+zlpNt1GYzqGiGaCnMEhiYarpAI/4jsvgx5/8dT3aenPBuUgJz9KsenyoUMJPH18PTtEnZJLGAVBlD/qz2zhwk26PSLo65p/thbLBSNEdK4LjLsqc4xZgtKnjAIJ1XGrkrXfI1AGfCAXfRzaR1COXxP55CDosxXBRrOqxp5NBGeoeLJi4iOneTRiTxyq74f/684FMr+/oww8efB2DhRK+eMYCJBIe1rf24TcrtiKV8DAxfGUIUeCI//jRdfpAQ5/ZGp4fBbZ2TpUDfoSFXv7HRLYcKBWmB/zhhWacfbBZk0YgFH2zbu7796/BJ06coxvwwImNX2it/vkUrA+aPa4SC6bUWuuGVN1JkGeVg2TC05tQiKA7kOtb+3DDI2uDvGJp5p02nwlBYaVY39of6CS8pvJvbUsv9p9QrfO3RMF6M6Ub1yknAtr7zHlsOh6m3I6+PEq+b9VPH4SbHl0bhAlg1rhK5zwk6GfUc+nU2HOKxp7EYwxeQOB85r+/1NSlpwy0odYVzHlA/wmK8Y2PBkfwxzlPqtLlivYZOQAbzWB3l8Jek2suX9jSjdU7+qwwCMEi4+7BQrArJR0tTqryso65SRerrM9t6sSaHb1Y19qPtS291n3D9YpUw89H1ZSZ1XP96lkoOaIjcEZGAp+OAcJGngJHscS8LnX/qqZuvLC1O9K7932ef05cCF7LoQy2TwgPf+M5QcZpDa+t3BLoSDcmYVh3PrdV6wMsXdwp2tEzhJe2duGV8OA/I5UZmeH5xO8o+UbHTg6Y6UniOja/t/fntUxNnYPW727RVhcJgJcwxhYIjPSqpm6s3NyJF7Z2mTh1RQnuNetmAkpWY8sbUrLis9IdFlRzixIKegTDCgNsvRqZRra5K9D5utb4KQS+8F7VpXUtfSAEI0w8nwtsJEWXK1bodvQMBU5ROK3ph2XW94mN1PAcRySvtX7YDzyv1rf2AUQo+T6Wb+rEy83dWBOuG9zaOYj1rX147PVW7eD7FFxv6hrEqqYeU0dVPXX0B5DVsRlgHTm+o9TF7nwQfvH0JitBQWNtyvaLW7tw18oma73esKdns/KxrXsQNzwS2Fr38FRlR/kanoQ6bDUspxvDY08KRR/Pb+7EqiZ18KxJBy+fwWie6bhu6RjQeck7eD/96wYdDiFw1JRTpJxolhwQKDzywShUl90wLetag/OJuD0hAl5u6sGKTZ14sakbv1lhXpmi0sjVSCBkUqPZZrlvIU7RWwg3qC4+sePfSY3iRG/3mZVSBVFVFDset7GKCcs3FVHtkOJTTm5x7s8VjVEO7+VTNPz0X/eYeXI+q/CVSkphWH25AhutIf1b8JzdkPHwgwMSbWfSGkbnDb71mzGoRPbaAx9mS60VDgLDUyJiI3p22uw1Reo3o1u1pRrEdrAw2bghj9Of7dSxqRtLVvBvIFLrFMzvJlzPktd16FyHi9g/DPPXj5E9ru1R2jNrG9iuNjLxqFcuFEquXs2NhHBki3jIpsFQz3HZ9Kgel5frkHjDa0YAS47zoOTxYY/86WnnuLrvlGUVploLpRwcteZFTaUoKVS8aqdjiZUfvi4MLA5Lb45MXE9cg3a9N2Hx07fVcQH6zKsw/qFCidU/p1MSRmZe/8NiZvr1vNBGsXt03vpGHi4fC96sFwzzvmewaNYIEkXOEFKUwoQrx2QozIeST/rkeBWv7wfT0Ook8WS4EUTVBdseGf1wh105h1zH/Fm9AYflR/dA0QpTrSFV8So7zrfp6+lklR9MnwpzrpiRZTDMy+grpszrWbji08k3dnzD3kSmz/YwpuAQ7A2Q7GpYuD3P7CdT0w68weVPcgOvcdZlWHLY0QII5sj5cC+3zuTcqw5Ni8ivEgCgd7CIjv48NncMoGugAN2EMEGNMfCsM1h8H/AS5rwO4+AER+in1aIWnibiPab4ho8/sr6t39YdnPtB+r1ZFEbgh8YPTlg+BesUPA9IJs0iZALh+c2dWBeeOKzWUAS5HzhDfNQpiNvOYSW39T45QvBqFCUX2b3SzoECOETA6h29mB0OcZMjPy+Wyiwq40ueHU6QP7by1ZA/LygqLaqs6VtYjNbZNGT04srFh+ULJT9czA+9RVrpWsmoGgHy1aaCoIwZgx72vIm0TLxhJjLhubLwxkU5SUCQPx47kIg7lXZ9QeSzdY21I8qpKOlyE8j83OYuzBlfZS1WJ4K+R40q+o5OCcDmDlbumT3h5e6V5h609+dMveMBeKysqkvh3+7BYATPLDg2C7HNCKhJrQpbbxgIwymGZT1u19tAoYStHYM6DO7QKr3rK+RZ5RdhmVaOgCpHPUMFaxR5uLN4VHnlZWVVUzdeae6BjyCsZCKMA8HIUNdAHmtbetE7VDQjsE66rDhY+YuMbIYyqHLG66E+PgTBIbZq1Dko4sYxNceOhH99QsndjUxs7Zdj3936xh6xlmzodLD8kTVFQgy8STAGxfo5rDhm7t8UeLfRtBxxMoZYwYfkg/vIKqicB17ZoSuTO5TvmvCugbw1BK1kUQ4OEOyIufHRtegbKkYaEIr8s8MvUbBV2pz7Ye5dsakTR+7XaD2vwnTaarMwWcWgG0XgwVd2oE3NpXPrDqPvIut2Ujh6YqaIyNJ7vqReIcL0S8Gahva+vF5HweUoloJXnhRLvj7R213Lo0YJOgfydrlRZQXGAKnvans55w8rm1FblsbR+4+zZYxpnvniXETyh/SCUhdyPvFyxh0n0g2l+4QjTviIe/jhy809er2bHybe6ZQGjQLYehwWpFrLEqlTzJFQOmruGmRhmxEOV1w/WEhitvbD1Ik/v7QNR8xqcHRuwoh9FxUFnYNE0l0LB9y5YivK0knMnVRt1Q1VbnywNVwUOB5++Oz6tn6zxiRMu66fXrCz8vcvNAVb/cOhvLhlzSoA7g8/8GoLPADVZeZ8qkRCLTAm/GbFVhZvqHftuJgcKjojRVxbT65rR1kqae2m5RnhPuMutAb4CFvw+yvNPXgHy5+4kSJtX9nfvlwRv3u+CX25Ipo6B7W9QngsScLzkC8G55p1DhSQYOl2i7mJh0IZ1XR98HufHplXFtp0lLQNCMP486ptwetIwrC3hyeqK/vY1DUYLItQccCMVPeHxzSsa+0LHFpmsLhOudr16BNLkNqBpksPQb+PciwhTtEexm6M1JcYgwi2SI0XMLIbfjV6FATljOiwVsDqPKnnnDi3dQ9hW/eQWfwYE5SiN9zqO9w0g7rw0tZuPYLBDTeF/+My8wplhvzBeovGIGnVOXCn0Bqi1wbWVO7NHQPhDiwumb0zQw+JwzSmcetpiKLTW+rvy8090LtHmJKUQQ+mgYAkbCNvpQPG2VT5x42N+4xat6KuEoD2/hx+t7IJR+8/jkkX9UH0CBFB/zMym7IW9zzXB4jCnVyqvHmmMQgf4r1bLgP/Ruy9eOq3YHqFkADgW3qBbpRAAPkESrAyqpxkx1i7jgWfqgneWm4yjU8h2D31IJz1bf2sbAdPFv2gk6OnJ2h4vam81fULXriA16wpae0LtmOnkmbhrgqUvECQEpEZiVONNSg8dJTno9GtR8GoydbOAnoGgzNyBvIl1FemzaiDM7KmdKls0Ya2fiQTwQ5NVe7VSfPrW/v0mVMD+VKw+FinF9qBK/jBAnG3k6O+rm3pDRxJq+yTzgelSz546Y7Q+GFkalSt4PvaqRl29xlYBzWM4KWmbgBsZFXd55vT/Vc1BTZgfHVWH2VgVYTwo1su+DEBKv98AAmy0woKR3TDe1p6ctjU3o9iuNDebSPa+3LBi5dBVh3kZZ9gXvFk2SLHoePharlhHE8dLih4v+AYY+xJPFZxjLC5zIwmmatsk5H9SgpywrOMHOkdUOw250NUsKK788m53+qJ0fAVhhsgKzz2PB8JsnvuzAHRzo0xNnGJcCumMlzKAHI5rXvgjM6QY+DIhAXAXkwcBmWHb8dhx6WMpjFqvLfH9aU+896pSraeNgnhjprlyDAZiYzuLF2FiVRpDdZHREcdeTkw06xGF5bjYYK17rHLjFnfEpd2HUbYaHIhIq8PUfE6z/s6DBaJrmPsHCoeP5cfjl7V3/CiXgvG42H6UfH6Pume+aggROJVn9X6FYJZa6jTBCdeVidZ0mxHkOUbAXoNjEknL3+m/JhcZLpz9AMEUzceC18fDmgVdDsPSyV77YxVpnmcMDKasmkrOb5eGh36pKbFTTzFYRZaq9Ebt1Op6paWh4Ky4Xl8DWSAnhJj13h+8zJpn2DPbZEtF893/pO1FpXMOjyoMEOdcBtklTeWPp1OJ5KYameFbfBk95kQ0DNUwO9faA52kw1jFOPXaEBXFvVyVaKgl3j3yiZ0DxRYJSBTYEMee70tEo9VwRC8xJPPnyuja0XOCn1T1yDuDl9vAKsyROM3w8Dsr+OQ6EYa0bNHLIMIVoEdIwP2TRlVNVzvNmSRyouogVHhuH1FbtQi97M4AHvXjP49Ji4i+6WR3PkxDlf0We4AEFgDouPXWtT3E4JhdLXThOCc/xP+r+T7WN9m1kBxG6g+P7y6xcjo6NW6nxlkq8fK0spHYRQe7PN3rBfgEj/h3X7QzWt+XhY3+O60HTfeauqQl1+n/UaweNXTI31ax8PkN18QzgO656VtTnli8rLqwsM1C/rthtDKI51OFjKrn27+qG3kgFkQ7I6Q8saV643cOEwFBBHwektv5CwllQ4ja2g/wt+K4aiNkddOJQ+HLy0AEMkPomCNzd0vNFlpVmGXfDOqpo4MyZeC9TTLN3awF6CSdqR9lhaeHi5t0Q8muew+nBd2OsNyb+UfWXLZaWF5TbYzb5UepyjxTQM6H51OtXVNP2PyzwkSeuQa9g8EQltfPpQ7+O47z6fcefAxgEyf7QEefGUHHn+9Db97vgnzJ1UDsI0SvGAqp2ewEFqoqKH7+d82oiqcp1/X0ofnN3Vi5ZYu7DeuUsejCyoF888vN3VjYxtf4Atda9TXXNHH71c244OHTcPMxgo8uY6tX9DhKsPp4dfPbsGr23qC6QteqZncYM8B9nA2Ob/xXoua9+YVWP0G2OcoLd/YAaK4ofww4HABpanEJhz1/wG280qtPeIDEiU9YsaNRDCSFjVkaocHIbrpFRFZXSPFjRzviRHM1CkzZUF69YJJ0gtbEcbvA0iyvFPkij5uenQdqstSIAD9ObPNOdhJEhjzV7f1YN6kaltvLPPWbO9FVdY2F66R5HnHywKxwHxWKNSdRFHD2dQVbOVWmVRS64hgFoi6f9VnPjpn1Tv1VzXsrAxZZZVMaEp2vsanaDlYpjyrRpQQvv9MvU2XCbjsbxtR8gnTwlcf2HVOa8SUNyK9m46IAp0wD8F1ypSMyvHg5REwC/S5vpIJD8nQSVKvHOJlzFp0baU5sGNEQTVSDsZLW7tDpyu4r60vF8St55E83aiqKSn1Why7Y8T1o56LTrG5hw4SCPes2o6n17ejrT9n7tNl0HaMiMyW/EdWt2D5xk4smlqjy0axpJwCO2JeJgBCqeQjnUiyjh+hrS9nnf1GMMdvuHVGpc2U3ZjRZFJlwal/YfpL6nDPUF9qKYO+h9T0PSEZzL/BZ3OO7ugrdzRNPMY+mles2PmHIHbrvZ1jBRkp2gP0DhXR3DWIvqHojiBANYTBCJDqPVk9WQLa+/NWw989WNBn1NjGPCiiPhG6BvLaOOuwYCqZMtort3QBAOoq0qgKG0sPzg4lJk/nQB4D+ZI2ZOYWsnvLTiXn02CgII1qyzvvEaoQ7fl0WGHrLc5WjbWnfPTuG+dZJVsw3G225hrdBL8PFX1z0J5yrABroTVYWrnTEHsekr6HGzfW41cRs0ZcpYPI7uWbMNk9TA9mPQosGfNFH+tb+0y5scoZ67kz3cXlDRE/UdsORx/QqKJm5cCUUSvbYj/zsF3H0Lw4kzVEYWTWOh/lLIb/dK+Z5adV33gjrJ7h5SrM8qI+e8fkAS8D1vQZWHmzsySof+E5S+oH/gy/Dzo/nLLlPgfX0TGRWiNHOgyTRlCwW8zz+JomWPFy2XSRZfHazgHPv/Aulg63zvlWuHad1T9YcTrhkP1qHvW3d6iA7T1D5kWvTl1Kegk2rWXWFOUKwZqctl41AkLB5gsmi9aHLmPB54VTa5FOJqwlAvHLC2z5s6mk9V3lG7djPAyjA9dNc2xg+Dtf16PW/tj56eSLE6pxgrgSbTtglyn1vBe7oWBfR5yiPQCfouB1iReuTDKBlNqazcoRrwA6ELBC59uVTC+GBMIhcCdOYv9gF+Riyew6sw0gWffZ28dNpeEGEux+bayUHMo4AsHp1MTXurA47ToX+8/SCYzR92AvfFZTIjwOdQZMRMcwabLeM8f05HpY1jA3C8UO3zVc0XeZObYWIHMAGl9TpNLq68/GadB6YM8p46Z6inoIPMbAal2GgZQsx8Lk6XBYC84dmXgjy//a8LfYB0+ozoKWjeW51cCBT2NwZzGquyBveINgOiSWToilP9RZXjvlrpPipNvRl4qH3x+3tsn6zOqq9d1yfKBToOq3HtBRaebysbLJt+4DgQ1IeMH9KmKf5YlV/3j5CcML1tJ4kbS7ejWOJkuHdgJMisz/7bh0nOEAnCor9hSh3aT7jrzqGXhswTEFTm/JJ71Q23RQgLqKjN44wl9Ho3UTxqEWlNs73RAPk6s8HX+Wj2W3HW+Rj6rzFMfF7ft8uYTaTRvqmaJTrtyv8Z3fdZrZv0Ae0nLxfBuDPpE4RXsCz/KKmKEg22imkgnrhaXcwOprCCqoGpruDM//CW8EEBylv6VzwDxrWVQjinqEEOywebm5Ozje3ir45sEn17cHO+LIbkx49HxkKmKMnIabi2bOYeEVkHQa7IYJ5jMXAMTev+TZZzuFxoHfX/KJ9ZTckZawYdGHWJp/vTnzfjMrLY7BNY0R6WvqAfOc6cXpe7QQoW7ipjO1PMFN7gm8cVNeKl/1axUIZgqUJyS8P8dOQ46sLXLKE4cfeEnsA5fbTc+rzT1WIzuQLwYHwoXP2JsLeM/bSrWuU74Tn1Vc2GfXObPyhTWE7nPrWvv14lReV6x8pJg4nbzyQdjWncNDr+5w8tkUOFtOW7c8+Vb9ADufiYXHR41UeGr6SIXX0jukzwnicfGdbEzd+rsq6/xAUn67dkQR/W6cwyAkLY8um075Zikv+fYLYy27EQqgjjeJc1J1+sg8s6qpBzc+ulZPA/bnSjpsvl7RdTy1bAQ9VeTrtLnOtl0+9IfIzl+VFyYv3TLgs/zr7C9oO+gTgh2YrK4UWV3Sec9UbHdIg9/6cvzVMCOUPZZnVp4SwqM1xp5XJGuK9gB8Cp5XAJ9dL/q+GSkCr7ymgKqSpw2uH5xsm2cv4VSF9YaH16GmPDVMY6BqiKcr69qWPjR3DSGn3kgdMcZAR38ueHEhEXwyW3DJMym01ngoKwW7olnXVMPDRiPUVR6OWa9j7lHx8VCDl2gGT6pTsbUOnDSVfHJ2vIU60XoknXvcAHQN5OEuoHKnGri+lVHQa4p0GuLyJvrZ9wmU8OzRuzD1QT7A2tkU56DxMK0zqJzfePytvTnkS35wFpBRhSlD7PBRng/2CB13gqM9RyVEvlTSR1B4BH3YZyRMMr3VyAgsS4sacfWtpsTNa1NeiT2sdacvMQchNPRrW3rD9EUXw6pn1DZz9YwpUywfKXAAl2/s0DKCpcPOcfuAPTXyE+f0+T70S33dfywKO1/C8q86WnwK0EynqvpuaqkpSwQiDyXfZ2UgeAZs5EjrmDkJWjNkRnviplmJCx7+sRds2yN3qp6t2NSp08RTbzmoTA+5QgmPr2nF5Lry0PaZ6TO+IcTT52wwOXndA9sBRqosceGI2QJjcSguTK4Tno9kOl7qz/ObO02+Wblk76xT053JhG239R1hnDt6hpBMJEwanJJp6hh/6S2va8GXMegTyUjRnsC84kIVDm0pddGy36NJVj0jfdUubH5YoIsl31SaMPiuQVOJrVCsShiG4wcGrzc81ZWgDC4zLmG4hRLp31wZtdElsPf0wIQH2AaDGQfjIBrhrAZbXwuroGN41Aer1+6E4zt/jTxKN8E/vibG09dJ68N93k6/bSxABOKjf/avO4U/YzVoof5V/hb0y1XVvabH7lvpI210I6NUrNypdKi1ZWptgFWErfgCuSqzKRWSJauJ3w7flGW7DvD7CarhM41f3HQT/x5T1UwLQsGorDLY0TUU+jYtW6TMsH98QamKn48O8JLK6wgvM76+HpZvsLDd9Og08pEfViFCfamGznIKY/Rjv7aG694use6aInOf/Tx/DxgXy+qgMHvE7ZbqQJgz2sjJk+BmfnaZ/XoVLkxYdrQ8Jj6ljwKznaWSmcZURy30DQUHJuaKJZMPHkXT7cRNjt70LkVejtg/6yL7qnXs6Me1JPZuTFNea8vTtm12ZCMCsqmkjpunw5KRlz8n7bx+uflqSxp3It++jzhFu5nBfAktPeF2+vB/lmFSFdL3YwoSQTkCuhCyEhbX61aNHJG9WNqtwD4r5D4Bq7cHi7a5seEP2AaV9cx4etg/PRfPapXd24aeAvStwHlFJCs+2LeZ9LJnzBors6XY6EYZR9YrJbLjh9nuDAI74ToqF8sl569tsFTvVMdpVGLkYjriBkrlP8gYbPWbWeTLevEq/2HvhlFx+wT05orxaWFlTz2fTNhbszncwVaw8+MAwHoPHy8/1gWti2H0SezVKmQvnufWmmVhJA9UDqgYEmoK0UmLCouvL+GOE9ePzk9rytvRufOM9VmHzZLh3hf+SE6Yuvy412DyLsGGJq2wwgdd+a21JK4sBGtKy+jZHSkjNq1o68JaJ0RwdkExfSLethnZTAcFALZ0DDo6M58BexrPXQ+jKBGhZ6jgOHFqysukxXVsrCMtwPXMO8NmFMpJiNEHTHqdQ6Q19jERKuzwu2/Kqb5OZrqK64V3PsyuWVv/lmNk5Y1t+5X85MTBR+R0VnkyUiQA+MXTm9A5EIzaEIDNaq0P+weY7eO8JrhGwTKm4ZXucBu/Cc8YLvWeHd5g8IZY3b+9ewivbutB10AhUul0vNxhU8ZcVWfVOHJjwe4DooafPWb1pt30GpNhVzpoeWzHhzs4fK2BMkwAN86q92gbhMhhiiAr/dyh1CNbER2Z63znkpUJjjGM2GvuQPHHmLHR8pP9vG7EwHfqGWO3ITyqQS2mtRrx8LNel+Cb9NuS8y8E3tDx+3b05Ky8dxs87chRNFx1n3mlA+wGN0Y/5rNxntwyx++zdWvXJXC5eDkJdabXpLHwwfRsPUvmWYUPRNbv6LRTdJGsOxJplxlTyfTUMBzZEb3GnRVLTwRLp8O+2sXJWz0iqzd6KV2YGwmwplnU7+pZd8OJqWOmzKvvN/9lHTrD6S0rH1l9NuGbfDHlPri2tXNQyziQL+kXmqq6FKSJkEioU8TZpHFM+Umx++zdk6Z0aX0wnXjOeEpceXXho3jBd1soPqpo2XZLbrtsGbse/DW2hux7nYKoUkekOubBleB4h7HnFYlTtJvpHSpi9fYeAEFhUocwBt8BVZpKvmm4eEG0DLa2KcZgbGrv12GrMHlFtxaJMsOrFzmG927vHkLXQJ5d540UM5rEe+pOgwM20gFjJC1DzAwkN0xg9/DGg8ej44DzjK68xjiow+j4s5lwqys3uNw8cd2rNIVrVcN0BA/xHpnKI/452kg4DiX7C3Y/3OvO7+4uJ4pcIysM9wwavvi4Z7Cgn+Fr2/SUSShzKsHe6s3i4I2skZHJwnTS1MUX/Qcy5Qq+npJTz/OjEbT+fHWvyRfLkYVNpCyp3HVaE+ugUCssp9zBjBjwCMz0oztCxXXJy62rY+hw1PlbYPHG3qvC0Y2U06tX8RMfITAyRsuZkW0oPKNK5Q/gpA2wGnb9zyrHbMQS9ghSRAdcZ64NAYIdZayux+mPiDBUKKF3qIB14TETrmMHImv6jGlAx6fY3NGv64JZX2TyCAhsyILJNShLJ9E7VAymnrSemW4JqMymMb2hgtkBFZMXqz9QuDje9RvCgK2dxo4tiDuGgMPTrjbLuOnn9ouI2Tw4dsYJX9X9SMc5SKrJbxkpEhSmUXMKkzLAsF8XYD9sG35jNG2DoYyFNgyusSG3YpAJA0GPtVCyDZoysDpOng44csFcIPA3kxsDpiqNGUoOTJgfqWHcBNoV1230XHhYvm/fM6ux0pJf3e86KhWZlBWXlpSlX8nAXNloAw22nT2Skqjh4vKzFJvGy7Zf4D1rLhdg8t4sqiRWdoLyVvLJjFI4ClWGvLYijbqKDFRBsHcE2vcDxok0PzqL3bl8xL+bcs3LkWlkWZlWDbcul9Fy4i5+tuoIIfqb5VjYPWH1Wg23zvEt7lpm1YCRGwr7jWlNPR857RqsYSJTU3lZ4qd1MxEAEKY3lFsbPPT/nepFBFSXpe16wNII5nhZ7/zT9xJLM6t/xJw2liazJ8OMZCndlKXN2hYzfWn0ruwJLzfuuqVInbX0acvD0wIrPpPnylaptC+cUoPGqiwOnFyDTCphXnDKBOD6nj+pBhOqy4ysSgeuYmDqsnM2Jqs7pgy45U6l3dILC93tmJVYnnE18HLss3tKzH7zcgIYPXMnSt3jLhofgz6ROEV7Al1QLU/fNjz3vbzdGHrwym2MKzf9luFikcROc4WlnY8c8HfqgABiBkA9G5cOApteIruCapnY97gzXPQ7gsIfLKPm/LN0ZRk/sn8LNaPaCQ/uO4dMgsx0HVl5YNkpsp+Ma0Cj+o6OHOgXyg5juHlaAtn4dVufcT1vK395+Qr/FphnqEcAQNrol0pk6c+k0aw30FOhCKd5CZZO3TgtPfL0Oum2e5/RV5MEjaMTbnjNjwYX1h1bR5ZcLG9ch4E36HxKElCnHUflsEc4omVWlW2we9VzSlK+sDeiT2LNui5/tg3hZzJxmRNssYvl7HA9cg0w3VnHGTCBzKtF1DMEZa+CumSfZWSte9GfTbhqM0YkH0HY2NFv2zmma5/LwO6BtkkxZUA9b8kM/dnNv5LPjgWAmT5T5SZumtiEGePgwl6PpK5yPasYYgeKyO7k2fFS9HOYeL6uyegvqqOIfWXXANOZ1W2RU+5UuCohZB62bJoc3igAsAtNrBMB4PnNXegeKsYaWdtBCreEKwPJwlIf1LXWvpxtpKwFh+Zz0Sd0DuQtgxe8AoMsORR6h5pT8/m9nn7po6lcamG1cqqUQXJ3tfAGxTLOsI0h+Geddh6WHQ+FgeozPcjcoys6kbXWwdPbmo35tqcko4aK68IcCxAdWYnktSO/q+84Z4w7saVQfl1mSL2SQOnfxKneMm/OFDJ60jIRIcGOJLDLjXHGONwIm7QxHVvptcNa19pv6ZGXDd4wmmd53jl5woyzNUKgbvKYXGT/Zhrg4IciL6+sLFgOAoycPAzeY7fXohmInFfHsGfsBtPWK+AclAmy7uXh87Tpe8N43LN23MZQPby9e0h/tnROqmzY4ZvF8a78rC6ofLK/4n7VSXTSQ8R0za9RNO12WliesLvcsBVqFLUQHuJI6gbWpnuAOSHbkV+FZR/+GtwRHShSelIPIQZir1UiJx8dAWDKmnoVj7tI212ozSXidZ1gbLjuEBHTh3W/U78x/KLxsYQ4RXsAXhitqkCmIBZLfvDuM+e6HU5wuVAy892q+HHjripN71CRFWDXQPNRAdLGRhVsd+GeGRUi+7OWlLSA3Ji5jSg38qoyZVPJ4KAzFqVdz9kTKgweDouPH/LnHnrIwzZ6wLDxGgND1nd7ZCdIVzLhoa48o/MIUIYkOj2oDIrVW1NxmdtsA0t2w6E1w/JUvR5A/8ZkZ0VFlwW9u8bNx1AAnwKjxs9yctcWsGRFFce+6nxiP0Wm+1ggfKqV3++OBPDyrOJSPVpLTqfMREQlYm+HJ51PKs1qSlWHSSbNetrHbVjAOiIqTY6s6qM5XZ3rwOnVw9azCZOXo+AzH8kwOjAlSNchctZ5aJ3HOPEUd80ujyWeNkvF5pueJnIWgnP6csXIbjdjr6xsAxGxtUBMPp5e9tsQ2xHpRs0dqKLvh2utTArUCJxSWV+uaNlDNxwP8aM1XHZTht3RYLsscf9FTenBSa9rIybXlqGhMmPlmx+OEgcHU8LUT6Yzt3OmxoiieUHWM+p3e7rOydwxhjhFewBVtIc1KmTvEOJrj7RRIB5WUOgiRsMJ00REkXC10WSGmlds41zYhZv3BnjPkKcnCF/JGf0N4DITGqsy7EwVW1/qYbdBs5LHPmu5PV4xbeNiyxsY1HQyYeRjywT0mT7sWWvHVqiD8nQS5ZmkiYmCtPnER6ZMpkblN6NBpL8xObn+WH5yR7s8k7T0BYSOkuPIEIKheKUq5RjyOFSZiGg5jI/fxz9F3pkHs/bGNY3cuVFp0ToNdeDa08i6PLKvW2VZ/U522gM5o9eZeiONb0adawRbPhXWcPWuvjKj1cPrtNWYMVm4Tu241GdbIaocwHk24alRTjuH1PlMLrpcENl5oMqqI4eqn+o/lS7eKbHKNCsv7kgYl1tdK5YI+aL9fkM+6mfpE7wsGe3F2QwCkEwkrPqrAjIpMXVELcmz7IOD29nlMvMrPJMtR4HrmshMKzpK4mu0AvtvTnyHfavWecLzkEkmtD5UOObAy2he6PQrfav8s8qfkonfz/MKof30htXbWEGcot3IXc9vNY0cxQwvsu/qVGoQWYUfMJWVX9NvjNf3qMftIWJu2FVBdyswHzVQhdy8HJE9q54nFY9T2smkS8fN0m+PgBnjm0o4Y8w8/Vx+HYbzN7yRy+/Bee8bi9oYQ/UbM4oU3SrsDjVznao4I/eE/1OLFLkIESPErIZ2UJTu9F+KhK1lhkoza7DCX9U7rHh4Rm6jQ6UHLlIwUuQZR8f63RhKnTaCcSh5Y+zIzh0Zrhd3dDLQn9G5u3hZ5xr7jaeJh83lsGWxnX4CsL1nCK29OTtveBENM8htRLhM7jWevrjRNivlqnzC1B0wPdg3IiI/F5fXRX2d10vYryEiFo478qDqDZdbha2+W+9FdNKviHSmWEFSVwslP3jNDLuo65yOw7ETTBd6EIXMw3oKlNUPU1fYPTD5pdbpuTNafHTNXdSs4g/uU53P4XVi1Tn2GTG/87/mTQZuqSM7fjbSCwBdgwU8ta5d1/Eodgd+uDwP/pIun+YZsnTvPjvWEKdoN0IEPL2hQxcOt/Lwhj04ldqM2gQ/2I0I/6K3jML8Fh3G5L24oNBau8qYnGbUILAs/LUKpI2v0xAoI8QMrKpAymaYho+stCj5fCKkEqbYRYwcoo1IxJiEf/lJ1FrfOg0cYwz5jhC3TQbU1n7bYLtTFkqv/PUZOhYitqjdDjvWQIYCq3sLJT+yqJOHHZ8+lg+eOSeEm1C+5Zg7J2Dh6YbLi4k7IpG+NWo8KdoQ2k+bsunKbxxb17k29/lEeqQ1MmUalvuS78c2APxu9XuhRHhmQ7uWoboszeIjrR8lb4nYmiBVJwAnv4N3EqrR1jhFcKejyE50tvLOcY54PhELS5UZ55Bw+5VDYYSeDpB0eeB12YjJ6pfOUzt8a6SIlMy2Tuw6bKdH2ZliybzH0NSN4HP3YN5Kq2V/rLidOhZXT5yw+Q9qREUZNILz7i6PhRv+8zwPqUQC1dkUvy1CxG4qXcSWnQBjh4K/ej0T152WJ66uBf8vlny8sLULXQN5EBEyKXvkjJdDo7uo/eZ5qeoqvz+ZSKAsndCyjL0l1gHiFO1GkvrwruA7X1PhjjroCgiEp5MC+gb1kTX5epuwY2QAUyj5dITePeNYDRW378jDjb65jw3h6krhOlmh4fZU5TVpcke2VDippDHVEeMW3uOHN6cSCV1BuS4JwKSaMl25jersNPC4Fe+c3Ri8J8q5bhxQ66sVdjA6EX6P7s5FTVkaVdlUpCFXX+sqMjhgQrWWbFxVFiZkYGZDBcaFawKSiQQqMymmZ1i6sE6mDTPEfrebKQPGSTE9PMvIsfLjMZmJ6cQqouw7AKQSCdRXZIy+dbkxTatVByJG1u7BW/dxPcLeKbR4Wh3eNX+iXmCqwiuWAselTL2BnG8H1+GF9YkoPPWXsGRaHY6YWW/f5+Sh70NP9TglSAtqOwbOiJvSIcwar3zRt9LN02urhSL6UHnGt0NrfboNeYwO3Gkqq4JbdcpuKFPJBA6f2RAp79omaN3ZEdvtt3lXV8k3ujOyuU68+3vwpUS2Xoysjj1glZ47NoTwFRmhqOYQwgAv/A+wO03ZVALvPWgSTpw3AXFYZcgoROsh8ruSn6J2KLKrlUXAVhGYM7mY3tThlJNry1BTpt6RSfaoNgufwv+puEphe2XvZDO/T6svx6kLJ+KdsxusujgWEadoN5JwFjvyOVezBiIoeCU/MK5B4TcDw6Yi20ZGL5LVrZE93OkT9NCvmRt2QmGV0fcJSc/T8vERDhO+veVWpYMFaBlJXdF15bFu1XZWL3DlymJx6DSAOVBuQ0HR9RL2jh5LfcZhIiCbTpiwyLzkkTcUWs36PpOnKh/sMzmCa+WZJNLJhJUern8PQDpl4tdrq0LBK7Op4ARdELLhfXDit8MmHRYw3DRK3InQ6rsJSW3JN6mx43HLk0kXkEh4pvyzckHmcasMqTzmYYAonFpV5ZRgN2pGBmX4s6kEUgnPKgsq/pJP+jBKT80p2MrTX81hfQmkkgl7DRK5ujAy8+vE9KfSyf86KWHlKaaBjNO1qruuw4FA/1qPWp/2oZUqPP6qCj4V7JYR9/2FpqEMLngeUJVN6hfRxsnu2iFV9iJpJVPnTdkM/h9ZfK7DNrKXQiXacri1xHk+jElpKBWuxQFMPdL56Uyf8VAzqWQw+uLCMjAqP6954S9kfYvVnfscTwuX186DwN6XfEJNWdraJm92KDN7zct1aB+Dd246bY5KFwHZdBLlmRQSiUSoRxkpEgBr8TBgL/zVPebQ2PPFb3rdTvicCsMYC2a8mIFyq7yKj59lYn42RVQ7O87ch7U+QBlq1itQBooHyxspt7JGGrTwWrFEw6RVGVz7EMThGmPP+TxU8NE3VDTxMUPE/3KZEPObmU7g+uDGgywHmOvC2r0VY8jdCK3pDbBpELIbL20kWQDuokZuBI0OTONn0sf0wo0che8IC69rB5yA2CJF5tBO9zcyQrA6oOIyDrea0rEbK+dfjGOkRkDUGgozJWTSWnS8Ebcc8LKnFrECfP2IqZcRB43M75ZOrNOLo6MVlraYLbDqDsV/1jIzPbq4V6zt97zh0/czB5Zs2dyb9e/sL5+2079ZdiOuLrlBh3bQN894nmeNfHNdGGeUjRT5tg7hPBOrp1BONTLK1+gpHzriE5E93RiLtcuOUIqRxdRVW0/8N6WZ4XXp6NQRlNuBUmhT9chp+AwfKeLnhnGHLOGp0Vnfus7tkXIkXHs2FhGnaDeiekyRdQBOJVIFUBkBd2qCnBJlhpFNT8oUZfOMWmOj30HkGFsTd9y6mbjpM34UAADYPUIuH38OMKNW+qfwr0/BtlY1XeCOiplGnMIY4xsxgjlTSOsBhB09Q3DRcpAtt/reWJlBQ2UGcydWo7Eqq9c28Bv5FuBkIoEDJ9ew+E1YpmceY/iceK0YVHpZT89az6DTwcLy4p5nO1kI+rM7daV0b+mWguk7rXMmp10OnLKjLnv2vUSwz4hxGsahAltDwp7habXqDbGbYX7ghphdDkeR4ndf2YKTdqC4zq3yFv6bWFNmHAn2eyqRQHVZGpmk/bxuRHn5U+GB10Veh5y644RHFEzTchkT4fxZpJF1ps+CS56l07hzsXgYJp+dcuzxhb22DbDLFQuXIqEY+8XuU2Ot3Bbweg4iDBVM6Ypd8E1GZpWYqGxgDrb5XdUBPqqirvFjF+LgxzEqx99RQbConF+DkdV1vvWUPKuQkSNNSOnNY7sjTVnw/UBH5jUltlyuo8qdtLkTq6F2P5u2itsYpR1XD2MTcYp2I4mw18wLiyl0xtBxhyQylcRwK7furdptgnYMSmQ+a8NHtgFX4drnYyhD4FmVQ8maSACnLZqM8dVZ7ShpGcke1VD4RMEcPTOBqiImWO+Spy+TTGjjptfS8C6aFVKgb+0gekYW63YoHcQ7iCCgIpPEu+ZPxOJpdTh0Rj0m15bre5Nq7ZEyqgQcNK0Wc8ZXWTrgH+Lm9FW58JxG1+zeCq7w1VYJlnbXaIGcreGwf3cbVm4MrbVe+tng3J76yqy+zy4z5hu/rg7ttH7TZc4+JVg941NwMB3v3Udzx6wrc5IdlDeYhsxFNQYnzpsAtqbfqS92ieILhj3PY86pXX8m15aZp5hgk+vKcOrCSXoTgXJElR6Kaq7cSSbveFhtP6kno7ISCHMnVodrGJnMVtpYU6XsByLRa5tiHGQnj0ewNx486wR0Fqpt98iWP7b8wbxvTK9RZHqxymL4oabcLIhXp2+rG4y94VLZF9RovSrD2pmJFkX7UMboz1HCm+wybsqm6sBaZdiVNZTxPQsnoa4io/WQ8DxUl6et9MU5tCUnrmCTix0H/6fPq4LR1YyGSiycUov5k2osC+DmicYzZW6sekXiFO1GuJFyjb2p3DEGg5VuXnEAE5Zee6DvcQ1l3NveeaFVD5ipC3U+hpLFHXr1YYZR9S/kjijx4V17usZyAMKEciNgjWQxI8KfUQserR5N+NfdQaZ0FzGiiEfFHz1oH5GA3S34VrrA46PIfabBi0qiDLIqF2bBrL2912ogWd7bQVKkgYqUJ65LK9RQHiaAKpduedPhBAnQ15UW+c4z39khaOsDkXzlN/FF/vFpUfHGOaE2ZhokOvZIZE6KVo28LQrF5DuvhxQpQ0EjBCt8E6PdEJFuOKP3ON4GAGcXKmzZIuWCrzFRimd5xtcU8XRZaXSvR3LUqQdOXnKbB5X3bpyOjtR0vGrMeYXWO0iZeiyHKkZO66+2V8Fz9jvZjN7U1JqG2y3HLrqon+wDF20d8TS59pzrxg0zEhOFHUwiPXIHgM1EqPe5Qa/3iTESTl0zOuZp91knJwgm+OQecjmCwPs84hTtRhLWmiKyGiC96JoVKL5ol9sJ1xApg8adKG6WlNGx34UVNeRgYdqHrpnetwk5DJPdlvA8a9GjEjaykJSYQWG/qUaAj3CAYFWyoiNXbGeD1G9mHRMRMJAvWg6bleaYCqrzyYmkPM1PijaNMSEwPkl3tIfF467dsv86cXPdOPIRxUzl6IYn+Gs1745R1eWEKJIWnYcxRtleE+A4YkyPSv7IQB5MnETmMDxXD/YuFjt9ICcNTEhbD2H8MaOUgO18cxF5mtR3Ve54UFynysGxKioT1h2x4voiAltHx9JApHURJxe3FXa4Jv/UvQk3/vD//H1j6p+1ZIrZFBfXpbDuIduB5C/LtfJIh23S6KqQj56oZ3SHh+zOYEQOmGfd8q/0E3VYTeqKPv9mPqlnVL56rGZwxyEOHpv1jjtWzqM233Ycg7g9ZzOCHZ/ttDodTkTrnk+EVMpDdVkqIjnLIqM7APDsemF1VJg80RFbq6SNKVI7v0UYLUljhSONVDLhscPJVCXhBR7WtaRnmjzej+Tm0zWeqkeQNJeDe9xRYVLOiReJ16qXZBfsRVNr0N6fs0dzwniTjks1s7ESuaKPvlzRSR8iz1o7dnzCjIYKtPfldfRaDCJLB57qKpKHfNFHf66EbCphGnOn5vM80d8pWqEPnFyDsnQCQwUf61v7HPkJ0xsqrDB4egBHZsQ3BK54+n79jJk+Gy4trtHUjTO7phb/11WkMammGrmijy2dA8HrDHTYpqHmhzdajo79ZfheMtk7D+vK0+geLFijekED4FlxmjpjO2I6rTC79ILvZvrVA8Lzpdi6PrcxM0NFUdnJjEplUomwsbdPGdaL0J2jHOLyleuMwr9qKmMgXwpOWFbPWo2MEsfUxQMmVgfvIFM69YCp9RWRMuVBTX/7LGw2fRYWotnjKjGQN2u5gl17w4/mBU6bnf9cf/Zopv2spR/+nVUOYtdKFOif/2rud3fdwRrhcR1LE7Ztq5ZMq8PG9n7rJdd6+syzm3LL/Hl2mM4YUizKvll64WGztKknVDn3ABw6o95OESvXdjymnGoTEqatMpvS+e8TIZNIYO7EaqSTCXQN5LG5YyC2LJvyY0eopym9+BFk635vuJqxbyMjRbuR6KsrTIWvLWcLI0PjXfRVwx7eqwq257GzfILrE2rKUBmeB2IKI1lxEA/EhcVB7DZjVHjPOvhBGUN1bzaVRGUmZTV6quK7hm/epOrYeXi352Mv3gv+8vNuzKgSWToCoM8aUuEGB/Y5ylTPI9SXbWMARPszmVQC8ybV6DULyqAAQR4nWbfcMmnhPdZImNKPmy3sXjDZEqyR4WsNCMEZR+bRYA2Q9a6tmPRWZlK6vB0wsRqLptaiVi3SdfLCEg+wDgJ0jR9Pu+sYlnwjQ2U2ZcnlhkXOP+s+7VTY4RMQt5AFRPYxBpFpUbKbMiteCkYbytNJ57kgDj4Kq9PALsRPuZl7AXuKpyLMl2wqGY5MRqd6AGDuhOrQ0TdMqS2zwibYU9VWpM7U0NyJ1VqG8nQSE52zvsyzRh6+K8yVzzgQJqdsx9bZXaecX6fwUBhPmXpNjWfSpkbp+PbxIG6TOCITtpYhJl0HTKxGebgDyyfo3VhuWVZ1WL0g2TgbZhdwpEJYSrEjDxwu560EPC6rfgXldNa4Sswax9Yuhg9Zx2YMIwchGPFOJ9TrasIOczKBdDJwjGrLM/p+pRO4cuhpseCv79ttgqo7keKn/zf2EKdoNxJ/RgSFPVhWccN7iyXTMwCMMbEqSXi/+/ZyAHaFD+PihZEvEtX38L+sYTFTFOZP3PSbidcIERgfO+6E57Rb3KlhetI9DyZHQk97G2nN4BQzdqz35lOwg4hP5fE8MAvUWZp0Xozc64v2o21lKPGNeVdy8sYkxjEKWm4AiDiGBGcRPhBpqhMe27HDGgqdd1pHTgr4qA0vI04DEtlRxBpLOylBOjywU8ad50EmP1VY3KC7ZcqIYRqXaMMXj77ujJC696sodePrEzKppG4BeV2Le4GrVRZjwtaH7YW6UE6Rsgc+EUqgiO75Jgg2eKjjCz/pxi5olOwRG6VaY0tIlxnmazNZo9dU2bAWMYeR6KLl2DyVp9HpM1suu0OnbIG5T9tFIl1W1O++Ex4Plxswa0qK3WuSwctZ3KhXfAnTaY39NfqksUOmXvIpNB6udgbjRoTIvj/OVsct2gbCpRo+WdOsfHrZC3vnvG4SsWlZbadC+XU0xH8eqzNmFuIU7Ub4dmy7wJp7VKHLppIo+b4eLuYGxQ0DFDgK3MmwwgwLsLMcRxsVXoi1SSJCOmGvybHkd+QJ0qcMTVAV1IF5wdQCf5bHZl+p1C8xNQ2F23tKeKZYqm3vdrrtikgUnHzNT/2uyKQwvb48qg8EJ9eqQ/1Uw7Mz4hZWVmSctUehYfW8YC0BRZ5VjWLUyeK/p8KT0WvLVE+OojoI08jfWacdRVaGYgZULH3EGe+E4xCoNPB77JGBYCQqlUwEr98Iy1tl+KZ51zk3Dqo2w5HRR6OTqIwE84b78nQyup4hlE032iyAVJKdVOykL51KIJX0LEdE3aLrFu+lsyiHXVMEk3b9EuiwvhDFb+/mjbIX2S3EDQu0rtVIRHyjaRriuA4AUbA7LhlmPPHHiay1Pq6s1kgnl9MV0y1LxA+7DfJfjfLFndEF2CNtxCNXYboyki0Xf32LusfSBiuDiURwTlIm5iDCEbpI5l6y062cPHd9FBy5ueychspM1GbAxKE+83LLF10XS8EIE18PqadcebwsjcTyYXJtGVKJRMR2KbtlRpRYXRijDpI4RbsRe1eVXdjVUfIVmRTeNW8iTjlwIk6cNwF1FWn1kN1wMGNK4IXZNLCRXmOk4eLNVkApfKXIQVNr8Z4Fk7BwSi3SyUTsYk8ev04fq+wnHzgBpxw4EcfuPw5lbHEyEfS6CSAwRu+ePxHvWTgRx88dH+N82dVdNcp867XVs9TymHBmNFSwhevACXPHYUJNsE369IMmY0J1mb43m0ri2APGobosrc/fGAnlcLrGMBiCTjO9B47ewdPqkIAXbRjC59TizpJvp0+dcv6O2Y04ad4EjK/OmC3bIGZkAknmTarW07LmalROt1FS15RQwatUzG9T6sr1Pep4ArfHr/Ti6cCAI2bV6+mydDKBE+aOj9w/riqL8dVZ26CrfwBqyzOYP6lGx3/0nHFmygfBmS1EwIGTavCueRPQEL6V3kN056feLg5gck0Z3jVvIhoqeONi6tjU+nIcNrMeCY9NnhEf7TMjOrzRUnkXt5hX9arrw+3UPgX1n8A2ZZCOKuoUwozGlNhQjgc2tR3em9DPmKl6H8b5Mo2mZ6bUWJ3PF300VmZZYw3t5I+vymoHb874KlSEU+hK7wCbUoK96Fmfrg9CXUUa71kwMdAHgMaqjH7NTX1FBsfuP05v5lDx87LhvudO5W0mmcCJ88aHZ/nYMhAFnaD3LJyI4w8YZx5kuld6A5viOnZOI46YWY8aZZ+5k0asPOwEPZLihc/of9w+h3fS8H7EAROq9FSnpQTw0eJATtXWgN2aTno4ad4Es/sMxmni9dhDoC+QKtcB9RWZoN6y8qr+EsFa7mEYm16ROEW7ETNyAWM0mYMECk4UbajKIJ1KoLEqGxotZniZ8QULjx/jbw2dh/eqaTpOtNKaE6lrK9JIpxKoq0jrRbAeS8BwU0baKACoyqZRW5FBfdgwgcmfYF294PybDGrKMijPmPfiKHn5wYBKDqULvsZGNyJky0sElGeS1mhOZTYwZtVlaVRmUsGIHLOClZkUytNJlHxCruQe1hiTbv0o62l5CB1K5RAFjk4mlURZKI+WXckMM2Lgs5570GgGL8VMJjw0VmX1dKBqDNzRCxU/T5dqMNV9cYumvTBCdTnJyhYQlDX1Hj8+emA5BVw34d9MKqnXymRSCVRkU5bMKq5sKqkbZbvxDBziqmwqjJcwpa6crXegIL0IjHBDVVYvDOdyqM/KwVFlsqEqEzknSjXatWUZvZbNnpZFLKYskvWMuYF0mc2mA5krQ30E5VrVWXWfZTS03lWw1nuvPFP33Z46iK2TUXXJiKQXkXN9URhoKsmO6Ajl9LzgFQ7qelU2hWwqoZ0Oax0iTKeE7ygzZd9DTXnGrPuCGhUNdBO84gZs9Ji5+cTf12gbjGTCQ0UmFdYF2PGG8XDbY6fP6E3ppeQTKsvSmFhbzraae6yuOp5BDLG2k6JHq4SBW/Y8LljP83TZt+IgttYKhATMlntzhhShpjyt1yQqEux3XdCUTQnl8Nh8m3klkZUzkR25Kg1jdJ21OEW7E+24INaht4yIC7F/oKDhHGS7RKydSLArjhuXuYcZuPAZZczUGqWE3m1EkfDMBXK+knV/JA3K+Hp2bzgarJHPhGGaBzWMrnpm/HdAvSdLyRM8HzkywJFP4XmeNsCF0jAC8nSxOHQYevEh6bhLoYHhPUnLMYZxGO0zmYLved+PXOOvPFHX45JoOZasCxjn4CojTDDTokpD7knaqlEy8bB8iynPPDbVM7XXddn6MWkKDDmvR4Bbr4Jw7F0uURl0OvSoI+lbdVKYHvkhjx4LPfJ+tkhatZoB2OvA+GiKHh2A2SU3XCeG/+WvfXFHSoLPYdlwRjKU7Py9fpE1XjpdvAGNysPTrzYacHm0HGDvIAuvR16/4eKZP6nw/Xl68wWZcsLjU06FGikKnld6D66UVJ0jitjciFPIP9PwNprfyx2uEQkfMCPCvC6YnW+23ncWsvFECexYAacc8A6X67RYwcDI51t5CkRGQFXeMltDROZ9Z+z2vL/zzua+iDhFu5H9w1OOc8USckW1fiD4bUZDBdLJBPYbV2k9s2ByjXMKrjEwA3m1nZ3YPWzaTP2FKZyRH2BXON+pzeOqsmisykAVf24c+GgCEFQytRaHh5FJJjChJmvSgOi7weKwnQYTr/qntutrwx/+Ux9nN1aivjITnPYK22COhhn1FUglPUyrKx/5RhrZTPGFsT4TwHIeWP4cMLEKldkUJqnTkUMD7hNhck2ZDndSbRnqK9PxZy/BOAbuz3r3DuzpLcW0+grzHBHKMkmrkZxSW4bGyqy1Y1KF6+Z9zFfrwrxJ1ajKplCWTiKTTGDWuEosmOKUeZgRhoTnReKfXl+BxqognyfVBCNHDZVm2tDT/2MGnVRP2NM9dHNzgDpbJ+LssnuI2NoonbFOmWXh7j+hSp8erhp2JRovJ1Pry1HyCeOrTL2J1aGVBjXFYr9eBmDTZ6ycqbgp/EKA6UiE98+fVI1sKokZ9RX2a2tgO1HceVSOi3Km+O/ugZtm+owr2C4zqjH3PA9T68rD0UR7MRU3W8P0eXTZTHhe8AqZ8Jn92A4uO0zbAThgYhXSyQRmsiM3FMkEG3XciY3ho0/afnq2LuoqMsimk5jeYGwPLyvDQTGfrQX8MG3NrMYKfV+cT5SAp0flfQqmUJXNUPWCPzaz0dgN116nY6bPhvJ+5NpYQM4p2o3UV2Zw/Nzx+OMLzcG7vQDdO55SV45zDp4aeaamPI1jDxiHZzd0WCMwJZ9Q9Eyjmk56SCQ8FAoxDTQFr02Y2ViJTe39kR4nJxMOjaqKm0x4OHrOODR3DWL5pg7AJ0yuLTfvEHMMwLjqLLb3DFnXPM/D4ml1AIDXW/pCw8TEG6aWEwVrSIYKJeRLvvWDGhFIePb0jQ6JgmH9d8+fCABY1dQNYJjt7yw+XnVnNFZiekPFKHafmUYwrheh1lOo9UnKiSMCJtWWY3v3oCV7TVkapy+aDCLC0xs6tGyzGisxvto4RelkAscfMB5/WdOK9v68NRXFRrsjPV7+O7+umN5QgaauQbT0DsFLeKjKptAfnicFBKM7x4frgZ5a387S6W6vVn9thfP4q7IpnLZockRnh82sx3ObO4OyYZ1ZZMcPBFNxJ86boL8vmFITCc8VQ5VxvhXaFbtQ9HUHJDI6Fn6tq8hgSm0ZVjV368aAQpdURej7pMtFZTaFqfXlWN/ap6eA+GiV+m96fQX2G1eF7d2DWLG5Uzfoc8ZXoa4ig5XhNXcEhMLK4PR77G3a4TXuhBGCDlAqmTBlg4L0nblkCoAgr/n0WdwuLzgNqav/WY2V2NjeDwKhviKDikwSTV2DMZ57/JcDJlZjZmMFnljbbjqWYbo+cMhUrG3pw8vN3SaPtAKg7cSR+zViY3s/tncPobEyixmNUScHYfr061GJ0FCRwVlLptgjaiHK/up3OrqGMQZeF9XIrVozdcLc8UiHoyt/fb3VyscRg3WGsmrK0tp2qs6Qamv6c0U0dw2Gu86iNs7aLU1kvY9N2TD+2LiqLOorMugeLFj3+UQ6LSo89xDesYSMFO1m1DCw8t6LPunh/5GeMUYzwPfJGhbNpBJBD40PpbCRiKBnbM+xmTaLFVA1XD2ySCZcp4rGrd+wniG11sCZf7fCJXMvkXVfcM0LnQxjJKy0xIzc8IZgWNli5N6ZQ6QeVKMq9rN2nET29mUf9jqz6IhEdLrVxXO74jowR0B2T+S9dsNE4PtkD5cPI4S6XvKjJwfz3Svm/tEbRGukiOKm7nYO22QTEVr1etWspMd+y5d8fQaO++JPdZvHL8DJhvCvmu5xUaOyeuokzAcVbjLhRRflgNU5Z6SGT2Vw54XAdmyyomE5Tlw+z4rFgtjD1gYEVoDV+WBcJj1F7CSHl3EnplAUT5cjBd+VBrARMs8LF6h7ZsTMClF1pGCt1YyDOyxaGm0bo2UwnUzot8WrQjtSKY/WdWMPYv1DYuHuRG5ePhOsrQnKQbws8U5RMFEcvpXPTP/HxMXTZK+TDey0GoFUm12KJX9E/ezLjHmn6Jvf/CY8z8NnP/vZvS2KxlPOC9SbiUdWs1qo67MKUSKgqEdPAk88qYat4ToK7MRd6zrZ33WMw5/HurOCXJFRizhHqLjOb+mEk35mrN1dC4RgYaofhhO3qycu5sosn7LYSeu+i+hGG4Fz6gbJ9a3WXJCS3+nBu8PM5emk9exIMpRnzSJ1QrQ9VY0fHxEzW7XttJenk8EJwsnRm4Ciz3qkJkYAsHuKzvc4bBttpiTeiFPE42UxhPGoIx0ocl+h5OvpEEv14ZSVehmyfs5xUhQlovieMWtViPiWc+OEZVOJSANbzg4UtPo5ZnAKFey4A5DdeeB1VG9aiBEtzi3iV3wiXT608wXVsAej06pkuSH5REg6B9CqhtOcQWR+s9TveLnKvoUqiImNhQVYU/dxu6KMU2HnZ+w7EEO0/aX49HKsemzFYeyxG5Nlz0cIO5DFduBV2XOn2bntieuYq+MsVBkiso9f4PYLYEd1uHKTWd+pHMexPFI0pqfPnn32Wdx8881YvHjx3hbFYlZjJTr6cxgs+BjMF3H4rIYR71dDsfzU3JJP+gAv5ekfOLkGf1vXhnHVWQDB+p7OgXwwF0y2MZg3qQapBFAsAZ0DebT25SwjNBLWlIxz75S6ciyYUgMaYbpY1Qc1zTFvUrWTXnVfcLLvjIYKbOoYQH+uCPKB8VUZLJhUjcFCCT1DRdaosfVUTpwz6ivQO1jEtu5BzHbWbfF430iTSwAmVJchk0roeXVA6cmsE5jWUIH9x1ehLJ3EgZOrsb07ZxzVwHpg8bRaK+z5k6rRPVhAf76IuRNj1j4gWHe2rq0fS6bVIlcooa0vZ9LvqcbTwwETq7Cje0gPo9MI+T1/cjV8IjRWZtHcPRjbcPL0A8HanvHVWby6rQd9uSJ8Ag6cXI1sOoE54bqNhVNq4HnBFuKR4CMMPnlshHHEx3YSFjC+JovyVAplaXO+DCE4JBFAuN3fQ1k6gXWtfcFxBHAaZRZeku9uI9uRmNFQia6BPAolX0+XBzeaP0um1WJcVTAlunBKDVr78ugayOuGrbEygwOn1ODlph7dkZpYU4YDp9QgX/StMsZlnN5Qjo3tWbSHZcH6rb4C5ekkkp6HHb1DWhbtKIdp8WPqMG+4fQpeNVFbkUbvUAFAMB3c1DUYdD5GGGUkAg6eVofXtvfq8BZNjZ/2BOx8dxd9ExEODI9pUAM1Zr1heI9yzkI7uGByDUCEA4edao1OD41U9JIJzx6VcRxZzryJ1Sj5hN6hQvCKGwR1eH1bP/pz0fczHji5Bm19OZSlk8Hrd4YJ+KCptUh6HqbUl+PV5h4QgNnjKrGhrd+a0lKkEgl4nhfmczTQcVUZHDi5Gs1dQ+gdCurz7MZK9IR5zd1QIJjWXjC5Bis2dZoztxDkRTp0+CsyKVSVpTDQk0M6iTHJmHWK+vr68NGPfhS33HILvva1r+1tcSwqMknMmzRu1PerCsa3ppd8gm85RcHC2w8cOk0/Vyj5eGxNK3JFXxsJxUFTTeO7tqUPrdp4qh70KIRCtColEx4WTK6N3s9Qlb6mLI0j92vcWRTYf0I1KjIpLN/UEfT0EgnMnVQDIsLjr7dZDRG5D4ekkgksmV6HJdPrdpKwN8bxzpk7HCXKO2ebtM5oqMSMhkqs2NQZ3BP+qym3t8Vm08kRwwaCV7xMCBdgT6otQ1tfDgAzVwRMrSvH/uOVUwTdqgw33ZlNJXHIjHoACJwinpCYBCYTnnbuS0R4cUs3fJ9QV5HBO2ebdVDVZWlLDyPhIZhS8Nn0U+INua1GF8mEh4O44xk6h8qJr6/M4Kg5gXxzxlfhmQ0dKJR8qyetPgUjRZ49WgPz+R2zG/DE2ja09+WsNXG8xz9nfNAhOGpOYA/c/Pc8DwdMCN5v1hKu40t4njmrSffiwymY0DFLhe+wWhE2YCpCIkI6GazxG8gXsaN3KGYqxwt1Hs1vchI5OdyEcMqCSdbzrlOgPvPyZm0BJ4qkPbgv6oxbU1qhTAtDe6am0oo+BTuqyDhDasQtkQjWah45Zxgb7MGaJlJx7cwmJr3w1UwIjy4Ypr7UlAd276n17YGzAmC/sLO0fFNHUBZZXOOqsnj/IdOwoa0fK7eotWRRKrMpHDG7AblCSSumIpPCYTPr8eS6dgwVS9aT6aSnZS7G7LD1PA9zJ9agIpPCc5s64Yedtr+ubdMjee7I7ZS6cmzuGAjWiYUUfbJmA4Jzz5TFG3uM2emzT37ykzjjjDNw8skn7/TeXC6Hnp4e69++hKpb1poiIj19RhhmTpgFwOvnztZ0jDRiohrU4ZyP0TDaR6yddOxhlVR3bp+09dv16hY3ZD5aRtrirxqHYUdZRhqueRO400GqZ02k1i54bMpldHEPmwbne7EUrD0osWHzXYa1fHxKwnsDFslj3qErjRr1jHMAEOPsqPCUA8K3MrtHCgDmVSvWSJF5YJfSMZL+VYcmPi/Jctz4NJD12hemnBIN4xQx0Ufemu48qwof/x4TbuwFp0PnrqPjmvXDjQwl3x0pYmENL7ZG7Z6LLIIaAc8z8YOGz68Iuqx4sWuohrt/2J9hnEm1fir0D608tY8dGX5oX5+bROb4C+Vs7kxGomBdojs9N3ZdojHqFP3qV7/Cc889h2uvvXZU91977bWora3V/6ZPn76HJdw1qstSeleCMnpF38zvlnyKnRtXvVhCYLzVqc3RdS8R0zHiWLE6JVg9UZUd3YCiin9n60nUVnQ+HVFblg4XcEbNBXecVApS7jqlnaB6vGW7MKZbX5FGIjw7JY6kNkbDOwcTa8xJ2uW7YTx5XFUWyYSHVCKhZSv5hGw6gWy4GJ+vT0qEce/MQg1nh9W2+EpWBhoqM0h4Kv1vYmQnLLt+2EAREaqz6Z08GSURyhEcnGmXi2R4uKX7igcgXE8VroFwnwOCfE0kPDRWZpBKJJBMmANX1bks5ZkUfJ+sOjIpzPPsLuS30mKlU9eCxbCw8lSt8ylPJ/WJ1TobmO+j6qGyIzWhDiZUZyMyA+rk7dARoejvisbKDHyfUJEJjllQC68zqWQk7ZPDus4PTgzFDNPthTbGzh/u8HDHtLEqi2S44FqFWVueRjaV0M+kdraeDWYX2YTqbFi/d16Wq8rSKIU7uZRsNTHlSqHSXhbKWV2W0oeixlFfkUbS83Zqc9OhzoFgnVZ5Jhm+liQabjqRQMn3I+WKU1ee1uFpBwtBmSvPRHVZnrZfb+TqW52IX5UZmxNRY07qLVu24N/+7d/wwAMPoKysbOcPALjyyitx+eWX6+89PT37lGNUmU3hmDmN6MuVQBScG7O9ewgV2SSyySRyxRIaKrOR5xKehyP3a8SG1n5MritHfUUaJ8ydEGmgi2GjExwap86zGN5wzBlXhdqyNKrKUugbKqKmfHTFZGJNNjZ+lxkNFdjU3o/2vry+VlWWwnH7j8NQ0Y+OELHP75jdgMp0apcXB02vL0c2NQ7l6dEX+bqKDI4/YLxeYOySSAT6X9/ahyl18dt+p9WXI50ah/5cCeOqotMHu0pjZSATwh7ioTPr0dw1iGl15UglEzhqTiO6BgqorUihe6CIzR39b2qQau7EatSVp1FbYYx/Y2UGxx0w/g2t/3EhAEfMakSJfCQ8T5+htCskEx4Om1GPbT2DmOa87+6Q6XWYWmumHzll6SQOm1mPjv68Pi8IMCMV6qTehlDnBEJDZQYnzB2v71k0pQbjqzLhWV8BU+rKcPwB43e6wYJzxOwGtPTmMKU2embWO2c3oLUvj8aqDNr78rpTUV+RxhGzGjBUKKEsxd72HkabTiZw2Kw6bOsaQiaVwPRQt7PGVaIik4w0lAdMqEJNWUrXe/4KGc7s8ZVIpxKoyqaCMrdfIza09WNqXTnqKtJW2mc0VKAsnbDqHS82R8xqQEvPkO60WGnuzaMinXSmmoKyl0h4qClLYUJ1Fg2VaaSTCRw9Zxy6Bgo77cQdNrMek2qzurztN74ShbiRPocDJ1ejoTKDDa19aOvPI5nw8I7Z9cPe76a9MpvCMfs3YjBfit1UUVeRwTH7j8OOniHMaoxfFwkE5f2oOY3o6M+jvjI4pf2YYdJ+6Mx6TK0v185qHOpYGDUz8c5ZDWjqHkI6GV8fF06tCda1EmGoWEJDhd02KVvbxuz7WGLMOUUrVqxAS0sLDj30UH2tVCrhsccew49+9CPkcjkkk3YPLZvNIpuNOhX7ErUVGdSy8jeuanTyVmRSer4dAMZXR59TQ6clPzxPwhlK5xCCxl4Zqbge9nB4nhcbv0vCY0fWswa7tiKD2rgH2FDt9Pqdnys0nGwTa3ZySGMM9ZUjOzIVmRQWTa0bMd5JbyDekcJrZGWjMpPCARPMQnb1ugQg6H1v7ugf1VD2cL8nWVngMoy2fA5HsJjWA8jH1PryEXfejYbKshT2L6uOXE8nE5g6gqNVX8Fe7+FAFOyg8jwPDczp4fpPxYTveV6sEzYS2VRSOy0uZZkUpjcEeVrRwJwLz9MjkeqcKXdqvKYsg5pJ7usdPEyKcb5GW+9TiYTVaFdmU1jEbBBP+3D1TpW3TCqBaTGHJZalTZo5nueFG00CprCyycv+SGRSCcxmBzq6r78YjlQigal15djSMQBQMLpYNkInKy7tteUZxKhe01iVtcrXcFRkUnoHIjB82tPJxKg6GrwOlGVSmDN++I0SSg/DodLdNVAc9p59mTHnFL373e/GSy+9ZF278MILMX/+fPzHf/xHxCESYE3DpZPBlNVIfdjdMACwU9SUwE5mrq2FmGN1jnpvol7zsDPeyFqrN8POzrva2wTrM4Z5PcI+iFkLFH9Qn7B7Gc2UtDA2GXNOUXV1NRYtWmRdq6ysRGNjY+S6EDBnfBW2dA7CWpY00krrt8CmTqwpw/aeIUwdZtpJ0ViZRWtvzogmBn+XmFxbhuauQUyvH75nd8CEKjR1DWLCKEb5dhfjqjLB9EtixCWne42Gqgw6BvKjGvncF6jMJFEdnm4ctz5qn+MtdsJ3NyNtyRfGNmPOKRJ2nZryNN67aBI6BvJYvrEztja/1RV8v/FVwXqbnSyKXDilBomEh1fU0f7CLjGzsRJTastGXHzaWJXFOUumvKUOZyqZwAlzx6HEd7zsQyycXIO5E6qQSY2NkWfP83Dkfg0olPwxI7Mg7Iv8XThFjz766N4WYZ8nFZ7ICkBv5YzDXZOwJxmN8fY8D2n1Essx3rvcW6RHoeed7djZEyQSIy3337t4njfmnIuxJPNYr8ljXX5hePZVmyS8xcS95XhfIu4dW4IgjF3GynqtOHb2Wh5h7PJ3MVIk7Bpxh4eNr8piVmMlOgf2wW2Uoz9fTRCEfZz9J1ShN1fE/sO81mZf58DJNRjIFzF3YnS3ozD2Eafo7QgRPKeX43nBqwH2RbzgDZ0yUiQIfwdMqCnDqQsn7fzGfZTa8jTeNX/i3hZD2EPI9NnbkDHrXMhQkSAIgrAHEadI2OepLU8jISNFgiAIwh5Gps+EfZ5xVRm8c3Zj/Es9BUEQBGE3IU7R2xAaY68w9jzPOs5fEARBEPYEMn32NkJOgxYEQRCE4RGn6G3IGBokEgRBEIS3DHGK3o7I2hxBEARBiCBO0dsQcYkEQRAEIYo4RW8j5FR6QRAEQRgecYreRtSWpzGptgw1Zel9/l1ngiAIgvBWI1vy30Z4nodDZ9TvbTEEQRAEYZ9ERooEQRAEQRAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAwBp2im266CYsXL0ZNTQ1qampw1FFH4Z577tnbYgmCIAiCMMYZc07RtGnT8M1vfhMrVqzA8uXL8a53vQvnnHMOXn755b0tmiAIgiAIY5jU3hZgVznrrLOs71//+tdx00034amnnsLChQv3klSCIAiCIIx1xpxTxCmVSrjjjjvQ39+Po446atj7crkccrmc/t7T0/NWiCcIgiAIwhhizE2fAcBLL72EqqoqZLNZfPzjH8ddd92FBQsWDHv/tddei9raWv1v+vTpb6G0giAIgiCMBcakUzRv3jysXLkSTz/9NC677DKcf/75eOWVV4a9/8orr0R3d7f+t2XLlrdQWkEQBEEQxgJjcvosk8lg//33BwAcdthhePbZZ3H99dfj5ptvjr0/m80im82+lSIKgiAIgjDGGJMjRS6+71trhgRBEARBEHaVMTdSdOWVV+L000/HjBkz0Nvbi1/+8pd49NFHcd999+1t0QRBEARBGMOMOaeopaUF//zP/4xt27ahtrYWixcvxn333YdTTjllb4smCIIgCMIYZsw5RT/96U/3tgiCIAiCIPwd8nexpkgQBEEQBOHNIk6RIAiCIAgCxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBADiFAmCIAiCIAAQp0gQBEEQBAGAOEWCIAiCIAgAxCkSBEEQBEEAIE6RIAiCIAgCAHGKBEEQBEEQAIhTJAiCIAiCAECcIkEQBEEQBABj0Cm69tprccQRR6C6uhoTJkzA+973PqxevXpviyUIgiAIwhhnzDlFf/nLX/DJT34STz31FB544AEUCgW85z3vQX9//94WTRAEQRCEMUxqbwuwq9x7773W92XLlmHChAlYsWIFjj/++L0klSAIgiAIY50xN1Lk0t3dDQBoaGjYy5IIgiAIgjCWGXMjRRzf9/HZz34WxxxzDBYtWjTsfblcDrlcTn/v6el5K8QTBEEQBGEMMaZHij75yU9i1apV+NWvfjXifddeey1qa2v1v+nTp79FEgqCIAiCMFYYs07Rpz71Kfzxj3/EI488gmnTpo1475VXXonu7m79b8uWLW+RlIIgCIIgjBXG3PQZEeHTn/407rrrLjz66KOYPXv2Tp/JZrPIZrNvgXSCIAiCIIxVxpxT9MlPfhK//OUvcffdd6O6uhrbt28HANTW1qK8vHwvSycIgiAIwlhlzE2f3XTTTeju7saJJ56IyZMn63+333773hZNEARBEIQxzJgbKSKivS2CIAiCIAh/h4y5kSJBEARBEIQ9gThFgiAIgiAIEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBAnCJBEARBEAQA4hQJgiAIgiAAEKdIEARBEAQBgDhFgiAIgiAIAMQpEgRBEARBACBOkSAIgiAIAgBxigRBEARBEACIUyQIgiAIggBgjDpFjz32GM466yxMmTIFnufhd7/73d4WSRAEQRCEMc6YdIr6+/uxZMkS3HDDDXtbFEEQBEEQ/k5I7W0B3ginn346Tj/99L0thiAIgiAIf0eMSadoV8nlcsjlcvp7T0/PXpRGEARBEIR9kTE5fbarXHvttaitrdX/pk+fvrdFEgRBEARhH+Nt4RRdeeWV6O7u1v+2bNmyt0USBEEQBGEf420xfZbNZpHNZve2GIIgCIIg7MO8LUaKBEEQBEEQdsaYHCnq6+vD2rVr9fcNGzZg5cqVaGhowIwZM/aiZIIgCIIgjFXGpFO0fPlynHTSSfr75ZdfDgA4//zzsWzZsr0klSAIgiAIY5kx6RSdeOKJIKK9LYYgCIIgCH9HyJoiQRAEQRAEiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAQJwiQRAEQRAEAOIUCYIgCIIgABCnSBAEQRAEAYA4RYIgCIIgCADEKRIEQRAEQQAgTpEgCIIgCAIAcYoEQRAEQRAAiFMkCIIgCIIAAEjtbQEEQdhXIaQ9QsoLPgt7Eg9FAgrkAfD2tjCC8LZFnCJBECJkPB+zKvJoyAIJaaPfEnwCOnLAxoEM8iSD+IKwNxCnSBAECw+ERTU51FVlUVc/DslUCvDEM9qjEKFULKKisw1VqRye7y4DyYiRILzliFMkCIJFNkHIpjw0jJ+ITLZ8b4vztiGdBRpSSQwObUE2QRjyxSkShLcaGaMVBMHCC8coPE/Mw1uN5yUC3csaLkHYK4jVEwRBEARBgDhFgiAIgiAIAGRNkSAIu0DfUBFDxdJbFl9ZKomqsr1vpp54/DF88MxTsXrTNtTW1e1tcQRB2EPsfWsjCMKYoG+oiJ/+dQO6BvNvWZx15Rn8y7GzR+0Yfeayi/HrX94GAEilUpg8ZSrOet8HcMUXvoSysrJRhfH+M96DRQctxle/+V197Yh3HokX12xATW3tridCEIQxgzhFgiCMiqFiCV2DeWRTSZSn9/zM+2DBR9dgHkPFEqp2wVSddPJ7cP2NN6NQKODFlc/jM5ddDM/zcNVXvv6GZclkMpgwcdIbfl4QhLGBrCkSBGGXKE8nUJFJ7fF/b9TxymYDB2bqtOk4/cyzcfwJJ+GxRx4GAHR0tOPjF/0zDp6/H2ZPasCJRx2Ou35zu372M5ddjCf/+jhuuekGTKotx6TacmzetAlPPP4YJtWWo7urCwDwq1/cirkzJuGRBx/AcUccjP2mjMN5HzgbO7Zv02EVi0V84YrLMXfGJBw4ayq++qUv4NMf/1dc8I8feuPKFwRhjyJOkSAIf7e8+srLePaZp5HOpAEAuaEhLD74ENz267vw6JMr8LELLsKnLvkXPLfiWQDA1775XRz+jnfiY+dfhBfXbMCLazZg6rRpsWEPDgzgph/+N35480/xuz8/gK1bt+DLX7xS//6j676HO399O/77hpvx+/sfRm9vL+790x/2fKIFQXjDyPSZIAh/Vzxw7z3Yb8o4lIpF5HI5JBIJfOM73wcATJ4yFZ/4zOf0vf966Sfw6EMP4vd3/haHHnYEamprkc5kUF5RvtPpskKhgG9f90PM2m8/AMBFF38c3//2tfr3n/7PTfj05f8P7z3rHADAtd+9Dg89cO/uTq4gCLsRcYoEQfi74pjjTsC3vv8DDAz04+Ybf4hUMoUzz3k/AKBUKuH6730bv7/rt9je3Ix8IY98Lofy8l0/ubu8okI7RAAwcdIktLW2AAB6urvR2rIDhxx2hP49mUxiyZJD4JP/JlMoCMKeQqbPBEH4u6KisgKz58zBwoMW479vuBnPrXgWv/zfZQCAG6//Pn5y0w341Gf/Hb/947146PGnceK7T0GhsOs76tLptPXd8zwQyUnUgjCWEadIEIS/WxKJBP7t3z+Pb37tyxgcHMQzTz+FU997Jv7hI+dh4UGLMXP2bKxf+7r1TCadQan05s5iqqmtxfgJE7HyueX6WqlUwosvrnxT4QqCsGeR6TNBEHaJwYIPoPgWxfPmOet9H8RXrvovLL3lx9hvzhz88e678OzTT6K2rh43/+gHaG1twdz58/X902fMxHPLn8XmTZtQWVWJ+vqGNxTvv1xyGX74/e9i9n5zsP/cefjpzTeiu6sLnicvehWEfRVxigRBGBVlqSTqyjPoGswj9xadal1XnkFZKvmmwkilUrjo4o/jhuuvw4OPP4lNGzfg3A+cjfLyCvzTBRfhtDPOQm9Pt77/ss98Fp/5+L/ihHceEowuvfjaG4r3U5/7d7S0bMenP/6vSCaS+NgFF+HEd52MZPLNpUcQhD2HR2/DSfCenh7U1taiu7sbNTU1uzXs/35wDTa3D2B6Q8VuDVcQ3irKEyUcUl/A1Bkzkc5krd/erq/52B34vo/jjjgYZ7//g/iPL14de08hn0PT5k14vjONQV+cJ2Hssnp7Lz5+4hwcPL1ut4a7J9tvQEaKBEHYBarKUrt0uvTbmS2bN+EvDz+Eo449DvlcDj/7nx9j86aNeP+HPrK3RRMEYRjEugmCIOwBEokEbv/lrfjyVVeCiDD/wAX49d1/xtx583f+sCAIewVxigRBEPYAU6dNxx/uf2RviyEIwi4gW/IFQRAEQRAgTpEgCBHCLeNvvz0Yex+tc9m2Lwh7A3GKBEGwyPseSkTI54b2tihvO/K5oUD3vjhFgrA3kDVFgiBYlOCheSCBdFsrACCTLQPkwME9S+iEtre1onkggZKMFAnCXkGcIkEQImwZygDIo1DagaQ4RG8JJSI0DyRC3QuCsDcQp0gQhBg8bBnKonmIkEkQAFlftGfxgmlLGSEShL2KOEWCIAxLCR4GZX2LIAhvE8bsQusbbrgBs2bNQllZGd75znfimWee2dsiCYIgCIIwhhmTTtHtt9+Oyy+/HFdffTWee+45LFmyBKeeeipaWlr2tmiCIAiCIIxRxqRT9P3vfx8XX3wxLrzwQixYsAA//vGPUVFRgZ/97Gd7WzRBEARBEMYoY25NUT6fx4oVK3DllVfqa4lEAieffDKefPLJ2GdyuRxyuZz+3t3dDSB42+7uZqCvF1t2dKEw2L/bwxYEQRCEscBQroC+3h709OzesRfVbtMeOlx2zDlFbW1tKJVKmDhxonV94sSJeO2112Kfufbaa/HlL385cn369Ol7REZBEARBeLvz8z0Ydm9vL2pra3d7uGPOKXojXHnllbj88sv1d9/30dHRgcbGRni78QyWnp4eTJ8+HVu2bEFNTc1uC3esIXoIED0EiB4CRA8BoocA0UPAruqBiNDb24spU6bsEXnGnFM0btw4JJNJ7Nixw7q+Y8cOTJo0KfaZbDaLbDZrXaurq9tTIqKmpuZtXcgVoocA0UOA6CFA9BAgeggQPQTsih72xAiRYswttM5kMjjssMPw0EMP6Wu+7+Ohhx7CUUcdtRclEwRBEARhLDPmRooA4PLLL8f555+Pww8/HO94xzvw3//93+jv78eFF164t0UTBEEQBGGMMiadoo985CNobW3Fl770JWzfvh0HH3ww7r333sji67eabDaLq6++OjJV93ZD9BAgeggQPQSIHgJEDwGih4B9TQ8e7al9bYIgCIIgCGOIMbemSBAEQRAEYU8gTpEgCIIgCALEKRIEQRAEQQAgTtE+xQUXXID3ve99b/j5a665BgcffPBuk2dfYjS6OfHEE/HZz352p9eEeN6K8uN5Hn73u9/t0ThG4qqrrsIll1yy1+Ifqzz66KPwPA9dXV0jXttb7Kye33vvvTj44IPh+/5uj3t3lOk3a/uF3QjtAi0tLfTxj3+cpk+fTplMhiZOnEjvec976K9//euuBPN3x3PPPUcf/vCHadKkSZTJZGjGjBl0xhln0O9//3vyfX/U4Zx//vl0zjnnRK6feeaZdOqpp8Y+89hjjxEAeuGFF6i3t5fa2treaDIivOc976FEIkHPPPOMvnbFFVfQzJkz6Z577qEzzzyTJk+eTADo8MMPp+OOO45KpZK+9+qrr6Z58+ZRRUUFZbNZAhD598ADD4xKluF0wznhhBPo3/7t36xr7e3t1NPTQ0RExWKRrr32Wpo1axYlEgnyPI88z6MJEybQVVddRf39/ZEwn3jiCTr99NOprq6OstksLVq0iL73ve9RsViMyPWHP/yBjj/+eKqqqqJMJkMA6IYbbhhR5qVLl8bqRf274IIL9L233347LVmyhMrLy2nGjBn07W9/eydaC4grPyreGTNmRMrPr3/9awJAM2fOHFX4o+UrX/kKTZgwgZqbm63rK1eupEwmQ3/4wx+IKMizf/zHf6Tq6mqqra2liy66iHp7e/X9jzzyCJ155pmUSqUIAM2dO5duu+22YeOdOXOmpdOFCxfSr3/9ayIi+sY3vkGHH344VVVV0fjx4+mcc86h1157LRLGaOr4//3f/8Xm4RVXXEHnn38+AaBLL72Utm3bRp/5zGdozpw5lM1mI3Wjvr6ejj/+eHrsscdi03PJJZeQ53kEgDo7O63frr76agIQay++/e1vEwA64YQThtUVUVBPjjrqKHr/+99v6RwATZkyhf7rv/6LiIhyuRxt27bNsnFtbW106qmn0uTJkymTydC0adPok5/8JHV3d+swKisr6aSTTqJx48ZRdXU1HXnkkXT99dfr9CtcPU2YMIGOPvpouvHGG3VdnTlzJtXX1+tnE4kETZ48mS666CLq6OjQYfF65nkeTZo0iT784Q/Tpk2b9D25XI6+/e1v0yGHHEIVFRVUU1NDixcvpi984QvU1NQ0rL6Gq7tPPvmkdV93dzd98YtfpAULFlBZWRk1NDTQ4YcfTt/61rdo48aNkbzkKN0tWLBA2x5FbW0tLV26dNhnXa6++mpasmTJqO8fia997Wt01FFHUXl5OdXW1sbeE6eb//u//xsxXH5vTU0NHX300fTQQw/tFpl3xi45Rccddxy9853vpIcffpg2btxITz/9NH3jG9+gu+++e0/Jt8/zu9/9jjKZDL33ve+l++67j9atW0evvPIK/eQnP6HFixePWNBdhmv477rrLkokErRly5bIbxdeeCEdfvjhbyIF8WzatImqqqroM5/5DH384x/X14eGhmjhwoV06qmn0he+8AW68847CQCVlZXR2rVrrTB+8Ytf0AMPPEDr1q2jyy67jOrq6qiqqopeeukl2rZtG23bto1yudyo5HmjThHnqquuovr6espms3TKKafQrbfeSt/61rfoYx/7GE2fPp2OPvpoS54777yTUqkUXXzxxfT888/Thg0b6JZbbqH6+nr6h3/4B/J9X8v1gx/8gBKJBF155ZX08ssv02233UYAKJPJ0L//+78PK9PAwIDWBf931VVXUSaToSeeeIKIiP785z9TKpWim266idatW0d//OMfafLkyfTDH/5wRJ3kcrnY8rN06VKqrKykTCZD8+fPt5459dRTacaMGbvdKSoUCnTEEUfQueeeq6/l83lasmQJXXTRRfraaaedRkuWLKGnnnqKHn/8cdp///3pvPPO079//etfpyOOOIKOPPJIAkCf//znKZFIaKfKZebMmfSVr3yFrrjiCjr22GO1U/HEE0/QqaeeSkuXLqVVq1bRypUr6b3vfS/NmDGD+vr69POjrePKKVq2bBm98MIL9Mwzz9CPfvQjKisro6OPPpqmT59O1dXVNHHiRJo/fz7dfvvt9Pzzz1NVVRUBoHHjxtGyZcvopZdeonPPPZdqampo+/btVlr6+/uppqaGzjvvvGGdIuWQuPZi/vz5NGPGDMsp8n2fCoVCRGerV6+m8vJy+q//+i+aOXOmbpQXLlw4Yp3t6OigG2+8kZ599lnauHEjPfjggzRv3jw677zzdBhVVVV03nnn0TPPPENr1qyhK6+8khKJBE2aNEk7RevWraNJkyZpPb3yyiu0bt06+t3vfkfvfe97dZujnKKvfOUrtG3bNtq6dSs9/PDDtP/++9PHPvYxLdfSpUuprKyMlixZQs3NzfTEE0/QkiVL6B3veAcRBXbt+OOPp7q6Orr++utp+fLltGnTJnr00Ufp0ksvpf/8z/8cNs2q8X7wwQetOpzP5/U97e3tdOCBB9LUqVPpZz/7Gb3wwgu0ceNGuu++++jcc8+lH/3oR8OGT2ScorKyMvrZz35m/bY3naIvfelL9P3vf58uv/zyEZ2ipUuXWroZHBwcMVz+zEsvvURnn302lZeX07p162Lv57p+s4zaKers7CQA9Oijj4543/e+9z1atGgRVVRU0LRp0+iyyy6zenlLly6l2tpa+sMf/kBz586l8vJy+uAHP0j9/f20bNkymjlzJtXV1dGnP/1pyyO+4YYbaP/999c9hg9+8IP6t5kzZ9J1111nybFkyRK6+uqrTUIBuuWWW+h973sflZeX0/777x9x5u6++24dx4knnkjLli2LNTyKvr4+amxstHpULqoXVSwW6aKLLqJZs2ZRWVkZzZ07l/77v//butdt+O+55x465phjqKamhjzPo7lz51qOx80330wA6Mtf/jIRBYW9sbGR5s2bR3fffTelUqlIg/eZz3yGqqqq6Itf/CIREf3mN7+hBQsWUCaToZkzZ9J3v/tdIiK65ppr6Nxzz6VXX32VamtraWBgQIexfPlySqfTdM8999CmTZsIAF1yySXD6kDJdtBBB2nj4fLiiy/SSSedpHtQF198sVVuXN309fXRP/3TP1FlZSVNmjSJvvvd78Y6Rfza4sWLafz48XT44YdbI1pEwWiF53n0zW9+U4ff2NhIH/jAByKy/v73vycA9Ktf/YrOP/98es973kPpdJouv/xyfY8yYt/85jcJAD311FPD6loxc+ZM+vrXv06nn346AaCGhga6+eabiYjovPPOo3/4h3+w9FRRUUGVlZXU09NDvu/Tu9/9bpoyZQqdc8459LWvfY0mTpxIyWSSvvCFL9DEiRPpq1/9qo5r6dKlVFNTQ+l0mo455hidRwsWLKBsNksf+chHrLK/du1abZgSiQQdfvjh9MADD1hpmjZtGs2fP5/Kyspo1qxZ9Itf/CJSN5WjeMcddxAR0ec+9zmqqKiguro6qqiooAULFhAAevbZZ/Uz99xzD3mep3vrf/7zn2n+/Pn08ssvEwB6/vnn6b3vfS9deOGFkbxSer3uuuto4cKF9KMf/YgKhQJVVFTohk45Tao8AaC//OUv9Jvf/Ibmz59PAKi8vDySXwp3pMgd4Xn3u99N8+bNo3POOYeqqqqooaFBO12/+MUvdBxnnXWWDmv58uUEgGpraymbzdIxxxxDzzzzDC1btowOPvjgSM/7/PPPJyKiL3zhCzRu3DjKZDKUSqX0c0888QSNGzeOzj77bAJAf/7zn+nQQw+ldDpNjzzyCA0NDdGnP/1pGj9+vI7v3//936m6upqmTp1KX/3qV620tbW10UknnaQb6kWLFtHNN99M5557Lk2ZMoXKy8tp0aJF9Mtf/pKuv/56mjZtmq4TRxxxBKXTaR3PY489RolEgk444QSdnsMOO4zS6TSl02mqqKigdDpNEyZMoAkTJlB1dTWdd955dOyxx0b0oDj33HMpm83quvaRj3yEampqCIC2oT/4wQ8IAHV3d9O1115LiUSCvv/979MhhxxC2WyWZs+eTddccw0VCgWdL2vWrKHjjjuOstksHXjggXT//ffruFXHCQDdfvvtdOyxx1JZWRkdfvjh9JGPfITKyspo8eLFVFlZSaeddhq1tLRoeXfW6VO6+/znP0/Tp0+noaEh/ZvrFG3atInOPvtsqqyspOrqavrQhz6kneu4kWn1bGdnJ/3Lv/yLHsE76aSTaOXKlcPKxFHtehwA6K677hpVOMM909TURADoxz/+sf79xhtvpLPOOosqKip0W3/jjTfSfvvtR+l0mubOnUv/+7//u0vxEu2CU1QoFKiqqoo++9nPWhnict1119HDDz9MGzZsoIceeojmzZtHl112mf596dKllE6n6ZRTTvn/7Z13WFVH+se/t9IuXaQJKCCKCgg27F0sMRqNLejaY4tdY0ONPrEQNJZEdK1o1kowRhNFrFGxRMWLJQQRRWXtClGwoPD9/cGeCVcQTdlf3N35PM994J4yZ87MmZnvvOd95zIpKYk//PADHR0d2apVK3bt2pUXLlzgjh07qNfruWnTJpLkyZMnqdFouGHDBmZkZDApKYmLFi0Sab6pKCpXrhw3bNjAtLQ0IQ7u379Pkrx8+TJ1Oh3HjRvHn3/+mRs3bqS7u3upokixkrxsJi2JvLw8Tps2jSdPnuTly5f5j3/8g5aWlty8ebM45uWG8fXXXzMuLo5paWns3bs3LS0tWa1aNTGgr169mhqNhsHBwXz+/LmYPZ46dYovXrygk5MTVSqVeP314sULOjo6EgDT09N56tQpqtVqzpw5k6mpqVyzZg0tLCy4evVqenl58bvvviNJ1qhRo9jDNW3aNLq7u7NRo0YEwK1bt5Z6/xEREXR1daWtrS3v3r1rsi8nJ4eurq7s1KkTz507x3379rFChQqioy+pbIYMGUJPT0/u3buXZ8+e5TvvvENra+tSRVHdunVNGtbLtGzZUsyglLo9evRoicf6+fmxQ4cO7N27N6tVq0YAJq+FlE7s9u3bNBgM7N69e4llXbQzUyYEBoOB4eHhoqP++eef2alTJ3bv3t2knMaMGUMAYoKQmZlJvV5PMzMz9urVi61atWK1atX4/Plzjh8/nj4+PqJzV65vbm5Oa2tr5ubmcvr06XRxcWGHDh04f/58qtVqrly5kmShaIyOjqajoyNnzZrFiIgI6vV6k3uqUqUKVSoVIyIiePr0aTZu3JgWFhbFRFG/fv1YpkwZfvPNNwTAgIAAHj58mGlpaRw8eDCtra1Nyvr58+fUaDTcunUrb926RXd3d548eVIMQGfOnBGDeEl4eXnx008/pUql4vHjx0kWDiSKiPXy8qKNjQ3nzZvHvXv3CsGrVqvZvXt3AmBERESx+noZRRS5urrSxcWFLVq04MqVK2lnZ8cGDRoIsevj4yPOad68OadOnSpEEVloPQwJCSEAzpw5kxcuXGDv3r1pb2/P0NBQLl68mHFxcQTAESNG8ObNm8zOziZJ1q5dm1qtlhEREfT09BTn9ezZkyNHjmTnzp0JgIGBgUxISOClS5d4//59jhgxgm5ubty5c6e4np2dHatVq0Zzc3PxikrpCzMzMzl48GBR/oqldPjw4Txz5gzT09O5ePFi0T+Fh4eLNlG2bFlqtVru2bOHvXv3ppWVFbVaLQcMGGAyWHfu3JkqlYoODg6sXbs2q1atSjMzM06aNImOjo6cNm0ay5UrR1tbW5YvX54DBgwgWSiaATA4OFi0NZ1ORwsLCzo7O3PNmjW8ffs2mzZtSo1Gw5ycHAYGBrJ27dq0sbFhTEwM09PTmZCQwPLly/OTTz4hSebn57NatWps3rw5jUYjf/jhBwYHB4v8enh40MHBQYw18fHx/OmnnxgaGkqNRkM3NzceOXKESUlJ9PX1NbHAv6ko+uc//0lXV1dGRUWJfUVFUX5+PqtXr84GDRrw1KlTPH78OGvUqCGsg48fP+bYsWNZtWpVYbVRJrwtWrRg+/btefLkSV68eJFjx46lo6OjGCNL43WiyM3NjY6OjqxVqxZXrVr1WreSl0XRgwcPCICLFy8W+8uWLcvVq1czPT2dV69e5datW6nT6bhkyRKmpqZy/vz51Gg03L9//2vzb3Lt33Lw119/TXt7e2EOnjRpEpOTk0s9JzY2lo6OjuK7olSLWjwGDRpES0tLE8tAWFgYBw0aRJKMi4ujjY2N8A15mTcVRYp1hCwciAFw165dJMkJEyawWrVqJmlMmTKlVFGkWAGKvrv+8ccfaWVlJT6vMumT5LBhw0wsXqU1jJSUFNH4zp07R7LwdWbXrl2FRU6xmiiMHDmSjo6OQpTu3r2bGo1GWAY++OADtmzZ0uQ648ePp5eXF52cnIRZfcGCBcX8EPLy8ujh4SH8IV41E9ixY4eYfSszbqVsatWqRZJcvnw57e3tTV5ZfP/991Sr1WKGU7RsHj16RL1eL/xCyELztIWFRamiaN68ecKnICAggIMGDeLOnTvFsSNGjKCFhQXJX+v2VXX/7rvv0t/fn7179xb+HUXr3dzcXJwfGBhIV1fXEsu6SpUq4runpyft7e3ZpEkTMTstW7Ysly5dyr///e/U6/W0trbmw4cPmZqaKiwMRctJmW2PHz+eVlZWvHjxIslfn58DBw6QLGyHGo2GPXv2ZPXq1bl27VpOmzaNer2e3377LRcsWEBra2s2a9ZM5G/37t00MzMTZWJraysskUr6vXr1EveUlpZGAMVE0datW9mkSROqVCrqdDqTTnfWrFn08/MrVt5OTk5csmQJW7duLSxeiiiKjIykXq/n+fPnS6wrLy8vjhs3TvQ7s2fPJgAh+r28vNixY0fm5+ezXbt2rF+/vmgbRdu4Ul+vauOKoDIzMxMWNQDs1KkTe/fuLSYQOp2OGRkZzMjIoLm5ubBgKPuU/ytUqCBeC+Tl5bFs2bJUq9W8e/euGCQ9PT3FAJOTk0O1Wk1PT09x/L59++jq6kozMzMmJycLUbRt2zZRPjk5OdTpdFy/fr3YlpeXRzc3N3bt2pUA6O3tXaw9KHlQtrVr104I0+7du9PCwkKc++TJEyFWli9fzo4dO3LGjBnMy8ujRqOhVqstZsVo2LAhW7ZsyTlz5hAA7ezsqNPpqFKpGBQUxLCwMPH6TKVSUavVinZnY2NjkldFkKrVapMyHjFiBEnS3NycHh4enD17tjinY8eONDMzo0qlYt26dbl7925qtVoT/6Jdu3YRKPT9O378OLdt2ybSVt5ELFu2jABMjANz5syhmZmZeIbKly//RqIoKyuLy5Yto4ODgxDCRUVRQkICNRoNr127Js5VLKrK5Lik12eHDx+mjY1NMYOHj4+PsFaXRmmiaObMmUIMzp07l2ZmZiZGjZIoOqbk5uZy6NCh1Gg0Qm8A4KhRo0zOqVevHgcOHGiyrUuXLmzbtu1r81+U3xR91rlzZ9y4cQPbt29H69atcfDgQYSEhCAmJkYcs3fvXjRv3hzu7u6wtrZGr169cP/+fTx+/FgcY2lpCR8fH/Hd2dkZ5cuXh8FgMNl2584dAEDLli3h5eUFb29v9OrVC+vXrzdJ700JDAwU/1tZWcHGxkZcIzU1FbVq1TI5vnbt2r/rGkajEUajEbm5uXjx4oXYt2TJEtSoUQNOTk4wGAxYvnw5rl279sq00tLS0KNHD3h7e6N27dpQqwur69q1a7h06RIOHz6MIUOGYNWqVVi6dCns7e1NfuokPDwcWVlZWL9+PZ4+fYqvvvoKGo0GgwYNAgCkpKSgfv36JtesX78+rl+/ji5dukCrLfwVmB49eiAxMRHp6eniuD179uDWrVuvjeZo2rQpjEYj+vfvDzs7Ozg4OGDfvn0wGo2Ii4sT+QgKCoKVlZVJPgoKCpCamloszfT0dOTl5aFOnTpim4ODAypVqlRqXsqVKwcAWLduHfr164c7d+6gffv2GDBggDhGr9ebnMM3WPDdzc0NBoNB1LvRaMTKlStNjsnNzS2xrNPS0pCfnw8AuHfvHgAgNjYWWq0WKpUKLi4uuHPnDgYOHIjAwEDk5ubC3t4eoaGh6N69OwCYlFP58uXh7OyMqKgozJs3DxUrVgQAVK5cGfXq1cPq1asBALdv30Z+fj769++Pfv36Yc2aNbh69SoKCgrQtm1bAIVt5ODBg7hx4wZycnIwevRo6HQ60VZ/+eUXODg4AChsP1qtFu+99564J19fX9jb2xcrL5VKhSlTpoAkatasKdJ4HQcPHsSjR48wadIkk+3Tp0/HihUrULVq1Veeu3DhQgCAn58fIiMjMXfuXLRr107sr1mzJoYNG4bz589j06ZNr2wbaWlpqFq1aoltXOnTYmNjcfbsWZw/fx7+/v7YuXMnTp8+LdKpUaMGYmJisGbNGrRr1w47duwAAFhbW6NHjx74/PPPAQDLli2DTqcDAOh0Otja2sLd3R1lypQRaT18+BD79+8HUNguCgoKYGVlBZ1Oh549e+Krr76Cq6srDAaDSf9Xs2ZN8X96ejqeP38u7tdgMMDe3h63b99GbGwsAODy5csAAHd3dwwePBj5+flYt24dAIjnIT4+HvHx8QgICEB8fDxUKhU0Gg3u3buHMWPG4MaNGwCAOnXqoF+/foiJicGSJUuQn5+PRo0awc7OzqS8MzMzUb9+fTg7O8PS0hKnT5/G4sWLARS2U6XvBgAPDw+Eh4fj7Nmz8PX1hbW1Ndq1ayfalq+vL4DC/vlvf/sb5s+fj5CQEMyaNUukcffuXcycORMGgwEGgwEJCQkACvuAnJwcpKSkwMPDA25ubuIc5UfIO3TogDp16iAoKAgA0KZNG0RFRQGAqC9XV1dxnrOzM8zNzWE0GhEWFiby+Sb0798fjo6OiIyMLLZPyaOHh4fYVqVKFdjZ2SElJeWVaSYnJyMnJweOjo7i/g0GA65cuWLS7/8epk6divr16yM4OBgTJkzAxx9/LMqmNHr06AGDwQBra2vExcVh1apVr3yGgVePZ6Xdd0n85pB8c3NztGzZElOnTsXRo0fRp08fTJ8+HQCQkZGBd955B4GBgYiLi8Pp06exZMkSAEBeXp5IQ2noCiqVqsRtyoBrbW2NpKQkbNy4Ea6urpg2bRqCgoJEKKharS42eD1//rxY3ku7xu9BGXCKDtxmZmbw9fUVjVBh06ZNGDduHPr374+EhAQYjUb07dvXpFxepn379njw4AFWrFiBEydO4JNPPgEA/PLLL1izZg18fHzQuHFjHDp0CBqNBjk5OSb3U6tWLfj4+KCgoACbN29GXFwcNBoN3n///Vde89GjRygoKMDSpUuh1Wqh1Wrh7u6OFy9eiAE1KysLAwcOREREBKZMmQKgsHMuCSsrK/j6+qJcuXLw8vKChYUF9u/fD19fX5OG+/+BUl9qtRqjRo3C1q1bERMTg1WrVuHKlStISUmBn58fAIi/r2pQRY+1t7dHTk4OLC0tRd27u7sDKHzu09PTX/u7PpGRkXjy5An69+9vMugpz6hKpULDhg3RsGFDXL16Fbdu3SpRtL948QI5OTnQaDRIS0sz2de/f3/ExcXh0aNHOHLkCNRqNRo3bozw8HAcP34cBw8ehL29vRDDZmZm8PHxwaZNmzBq1CikpKRg6NChOHz4MIxGIywsLH5TZ14U5RoqlcpkuyICX76nBw8eICMjA8eOHYOZmRm0Wq0QIc+ePcO+fftKvd7AgQMBAIcOHUJWVhYmTJhgsj8+Ph7fffcdDhw4IMQz8NvauIKHhwd8fX3h7++Pdu3awcnJCRcuXICFhQVUKhUqVaqEmJgYrF27Fv369YOnpyeAwoHe3t4ezZs3BwB8+OGHePbsGQAgPz8f165dw/Xr16HVasUx2dnZol2+TL9+/RAbG4vLly+L+1AoOgF5GUXwhYSEACgc1KtUqSLKb+bMmYiKihKTmh07dsBoNMLX1xdpaWmYMGECDh48iOTkZLRu3RqBgYFYunSpSeh+mzZtkJWVhbFjx8LBwQFeXl7F8qHcuzI+eHt7C2Hxct+t0+lgZ2eHihUrwtraGm3atMHRo0dx4MABkzSfPHmCypUrY8yYMQgNDcWQIUMAFNZzXl4eZsyYIe4/OTkZ58+fx/Dhw4s9p68jKCgIly5dAgAxMVCEpZJ/AELA/Ra0Wi1mzZqFRYsWCaH5R8nJyYGrq6vJxM5oNCI1NRXjx4//U66hUKdOHWRmZor6fRULFiyA0WjErVu3cOvWLfTu3dtkf2nP8B/hD69TVKVKFeTm5gIATp8+jYKCAsyfPx+hoaHw8/P70ypNq9WiRYsW+Oyzz3D27FlkZGSIGZKTkxNu3rwpjn348CGuXLnym9KvVKkSTp06ZbLt5MmTpZ7TqlUrODg4lKjYXyYxMRH16tXD0KFDERwcDF9f31IV+P3795GamoqIiAg0b94c/v7+wjJy6NAhYe04duwYIiMjsWPHDuj1emRmZpqkEx4eDisrK8yfPx/Pnz/HBx98AAsLCwCAv78/EhMTTY6PiYmBTqfD2bNnTRrH/PnzERMTg/z8fAwfPhwuLi6YPHmyEEXLly9/bRkAhVaNlxuDv78/kpOTxXOklJdarS7R+uPj4wOdTocTJ06IbVlZWbh48WKp1w4ODkblypWxYMEC0aEqnX1SUhL27t2LPn36APi1bufPn18sne3btwsrHlBoKdLpdCUeu3r1auTm5iI4OLhYWScmJsLPzw8JCQmYMmUKypQpI8RUSfj7++Ps2bOws7ODXq/Hxo0bUblyZZNyOnnyJFQqFXbt2oXFixeLNgIAXbt2hVqtxoYNG5CYmAidTgeVSgUHBwe8++67uHr1KhwdHU2uGR4ejvXr1yMhIQFmZmaYOXMmAgIC4OLighcvXoh2V6lSJbx48QLffPMN/Pz8oNFocOnSJWRlZZVaJ+fOncODBw/E97p16yI7O9vEsrJ//34UFBRgyZIlSE5OhtFoxIoVK4RVLzY21mTGXxK+vr6wsbHB3bt3TQY4knjw4AHOnTuH/fv3o0KFCqKsExMTTdq4Ul8ajabUaxXFaDTCxsYGJKHVatGyZUvs2bMHz549w/PnzxEWFlbsHB8fH+j1euTl5SE6OhpA4TOXl5eH0aNHw2g0Yu3atQAK293WrVuRnZ0NHx8faDQa0Y6qVq0Kf39/ZGdnC+tfSSjXU55PX19fODk5ISkpCVWrVoWVlRWmTp0KoNBaV7ZsWSQmJopZeUBAALy9vZGZmQkXFxf07NkTQUFB8Pb2NmmTyrN14sQJxMbGigmYSqUS7VChadOmyMrKwqFDh0y2JyYmCnEJFLfsAoV1d+7cOQCFIggALl26BLVajcuXLyM4OBgAMHHiRGzevBlJSUno0aMHCgoKcPToUSF4lY+DgwNUKhX8/f1x/fp1k7Hm+PHjJZZpamqqEHCKhX/Lli1/2njYpUsXVK1aFTNmzCh279evX8f169fFtp9++gnZ2dmijPV6fbHJTEhICG7dugWtVlvs/otO0v4MjEYj7O3tXztRdHFxEc/im1DSeJaYmFjs2Xotb/qeTYk2+Oqrr5icnMzLly9zy5YtdHZ2FuG0RqORALhw4UKmp6dz3bp1xZyVS3r3WNI7zpfXf1m0aBHPnDnDjIwMRkdHU61WCx+CiRMn0sXFhYcOHeLZs2fZsWNHGgyGYj5FL/u9FH0Xqzhaf/zxx0xNTeXmzZtZrlw5AhDvbktCce5q27Yt4+PjmZ6ezuTkZEZGRhIAt2/fTpJctGgRbWxsGB8fz9TUVEZERNDGxsbkvovec35+Ph0dHdmzZ0+mpaVx3759rFWrFoHCkFaNRsPU1FR6e3sLh9HBgwdTpVKJyB7yV78O/MuXRnE0JcnTp0+bOMrGxMRQpVKV+A42Ozuber2ekydPpl6v54kTJ3jmzBmeOXOGAKjRaBgVFSXW/cjJyeGkSZN47NgxZmRkcODAgXRwcKCZmVkx34/c3Fy6urqyc+fOPHfuHPfv309vb+9SHa0HDx5MLy8v7tu3T4RsGgyGUn2KOnfuzOHDh9Pc3JytWrVidHQ0g4OD6erqSg8PD7Zu3dok4jE2NpYajYYDBw5kcnIyr1y5wpUrV5YYkr9gwQKq1WpOnjyZKSkpxULySyprCwsLzp07l3Z2dhw0aBDLlSvHGTNmmISuVqtWjdOnT+fdu3e5aNEiOjk5sXnz5gwPD6dOp6O7u7sop++++05E8ZDkpEmTWK5cOROft/79+9Pe3p5qtdrEofnx48ccP368eB4XLFhALy8v8fzY2NjQwcGBZ86codFoFFEfKpWqmKP11KlTmZSUxKZNm9LCwsIkylJph4qPhI+PDxs2bMgjR44wPT2dX3/9NUNDQxkcHMwTJ07wyJEjrFixoklI/v79+2lpacmhQ4cSKFzr6ubNm690CFV8Djt16lTMGXvIkCFUqVQcNmyYSbknJiaK+vryyy+p0WioVqs5ZsyYV7ZxxWF67dq1PHDgAPv160eVSsUyZcoIB/ZLly7R2dmZFStW5OrVq/nTTz8JXyS9Xi/a8siRI2lra0tbW1ueOnVKrA2n1GVmZiZVKhVXr17NsmXLcv78+STJOnXqUKvVcteuXbxw4QLDw8NpZ2cnzlN8il72lRs5ciTd3NzEef7+/lSr1YyNjTUJyTcYDLxy5QpHjx5NJycnAoWRlQMGDKBerxd9xLfffstu3brR0tKSBoOB9evXF2nY2dmJ5Ss6dOhAOzs7kzYDgElJScJpuVatWrSysuKcOXOo1+tpY2PD0NBQBgUFsWXLlrSwsGC5cuXYs2dP3rhxg2vXriUAWlpa8vjx44yJiRHRbgaDwWQ9sq5du7Jdu3Z88uSJiHxs3bo1t2zZwoSEBE6cOJFubm4MCQlhfn4+q1SpwpYtW9JoNPLQoUOsUaMGAXD06NFMSUkRdanUDUmTZ93d3Z2rVq3izJkzaW1tza1bt9LPz4+enp5v7FOksG/fPmq1WuGPRRZGQlavXp0NGzbk6dOneeLECRNHa7Iw4tHKyopnzpzh3bt3+fTpUxYUFLBBgwYMCgri7t27eeXKFSYmJnLy5MkmkaAvc/XqVZ45c4YzZsygwWAQY4LiH7x9+3auWLGC586dY1paGqOjo2lpaclp06a9Mk3y9RFrJe3/5ptvqNPpGB0dzYsXLwpHa8WP8k15Y1H09OlTTpw4kSEhIbS1taWlpSUrVarEiIgIk3Dtzz//nK6urrSwsGBYWBjXrVv3h0XR4cOH2bhxY9rb29PCwoKBgYEmUVu//PKLCLn08PBgTExMiY7WpYkisnhI/tKlSwngtWsqnDx5ku+//76IqnB0dGRYWBg3bdoknCCfPn3KPn360NbWlnZ2dhwyZAgnTpz4SlFEknv27KG/vz/NzMwYGBjIgwcPik5DCUEOCAgQznHTp0+nm5sbHRwcmJmZKdKpXbs2AbB8+fLF8q6EVOt0OrFOSNHFGovSvHlzmpmZcdasWaKRvvzp1q0bSfLJkyd877336ObmRr1eT4PBQBsbm1em/VtD8h89esSePXvS0tKSzs7O/Oyzz14bkr98+XI2bdpUOGYqjrAA+NFHH5W4XsuhQ4cYFhZGGxsb6vV6Vq1alfPmzStx8cZvv/2WDRs2pJWVlXDmLLr+SNGy9vT0ZFRUFD/55JMSy1H5WFlZCVEUGhoqHHjVajVtbGxEOd25c4fOzs4MCQkR+cnLy2ONGjXYtWtXkYejR48S/4o+Kq0dKqKI/PX5qV69Oi0sLOjh4cEvv/ySjRs3Ztu2bcU9ubu7s1KlSjQzM6OXlxc3bNjAsmXLmkT7vSyKFOdfGxsbWlpasmbNmkxISGCPHj3EM9O3b99iz0JJZfWqRQkVUbRz5066u7ubLMfwqnJfs2aNSX05OzszMDCw1DY+YcKEYuk4OTlx4MCB7Natm6iXGzdu8KOPPmKFChVEyDkA+vv7iwH7yZMnQrApi1QWdQImCx1YlTbr4OBA8teQ/DJlypiE8iu8ShQ9efKEw4cPZ5kyZcSzu3z5ch44cMBEFDVr1ozNmjXjvXv3WL9+fQKF6ytFRESwW7dudHBwEAujajQaWltbs2LFiszKyhJpKAu+vvxRQvyV/N24cYOtW7emRqMRQsPDw4NRUVGcPHkyg4KCeOzYMRPHaaXMg4ODRWi2p6cnu3btSr1eL4J3FI4dO0YAPHHiBJ8+fcp+/fqJ+gAKlxto0aKFcFxOTU1lgwYNqNfr6efnx/j4eAKF0WaKAARgsrCqct8ZGRmcNGkSK1euLOo0MDCQU6dOZffu3X+zKCILF9hVnleF0kLyycKxqHPnzrSzszM59+HDhxw+fDjd3Nyo0+no4eHB8PBwE6ftl3lVW1SEyK5du1i9enUaDAZaWVkxKCiIy5YtK7Ykysv8HlFE/jkh+ap/XUBSArNmzcKyZctMTJH/iZBExYoVMXToUIwZM+avzs5bRUFBAfr374/du3fjhx9+KOZ7Ifn9ZGZmwsPDQwRf/NWQRJ06dTB69Gjx6lPyv8G9e/eEi4TyilQiKQntX52Bt4no6GjUqlULjo6OSExMRFRUFD766KO/Olt/iLt372LTpk24desW+vbt+1dn561DrVZj1apV+OKLL3D48GEpiv4A+/fvR05ODgICAnDz5k18/PHHKF++PBo1avRXZw1AoXPr8uXLhb+J5H+HjIwMREdHS0EkeS3SUlSE0aNHY/PmzXjw4AE8PT3Rq1cvTJo0SUTK/CeiUqlQpkwZLFq0CB988MFfnR3JfzG7d+/G2LFjcfnyZVhbW6NevXpYuHBhiZFFEolE8jYiRZFEIpFIJBIJ/oSQfIlEIpFIJJL/BqQokkgkEolEIoEURRKJRCKRSCQApCiSSCQSiUQiASBFkUQikUgkEgkAKYokEslbQp8+faBSqTB37lyT7du2bfvNP8gpkUgkvwcpiiQSyVuDubk5IiMjX/tDshKJRPLvQIoiiUTy1tCiRQu4uLhgzpw5Je6/f/8+evToAXd3d1haWiIgIAAbN240OaZJkyYYPnw4Ro0aBXt7ezg7O2PFihXIzc1F3759YW1tDV9fX+zatcvkvPPnz6NNmzYwGAxwdnZGr169cO/evX/bvUokkrcPKYokEslbg0ajwezZs/HFF18gMzOz2P6nT5+iRo0a+P7773H+/Hl8+OGH6NWrF3788UeT49auXYsyZcrgxx9/xPDhwzFkyBB06dIF9erVQ1JSElq1aoVevXrh8ePHAIDs7Gw0a9YMwcHBOHXqFOLj43H79m107dr1/+W+JRLJ24Fc0VoikbwV9OnTB9nZ2di2bRvq1q2LKlWqYNWqVdi2bRvee+89vKqreuedd1C5cmXMmzcPQKGlKD8/H4cPHwYA5Ofnw9bWFp06dcK6desAALdu3YKrqyuOHTuG0NBQfPrppzh8+DB2794t0lV+0DY1NRV+fn7/5ruXSCRvA/+5P+olkUj+a4mMjESzZs0wbtw4k+35+fmYPXs2tmzZgn/+85/Iy8vDs2fPYGlpaXJcYGCg+F+j0cDR0REBAQFim7OzMwDgzp07AIDk5GQcOHAABoOhWF7S09OlKJJI/keQokgikbx1NGrUCGFhYZg0aRL69OkjtkdFRWHRokVYuHAhAgICYGVlhVGjRiEvL8/kfJ1OZ/JdpVKZbFOi2QoKCgAAOTk5aN++PSIjI4vlxdXV9c+6LYlE8pYjRZFEInkrmTt3LqpXr45KlSqJbYmJiejQoQN69uwJoFDUXLx4EVWqVPlD1woJCUFcXBzKly8PrVZ2ixLJ/yrS0VoikbyVBAQEIDw8HIsXLxbbKlasiD179uDo0aNISUnBoEGDcPv27T98rWHDhuHBgwfo0aMHTp48ifT0dOzevRt9+/ZFfn7+H05fIpH8ZyBFkUQieWuZOXOmeMUFABEREQgJCUFYWBiaNGkCFxcXdOzY8Q9fx83NDYmJicjPz0erVq0QEBCAUaNGwc7ODmq17CYlkv8VZPSZRCKRSCQSCaSlSCKRSCQSiQSAFEUSiUQikUgkAKQokkgkEolEIgEgRZFEIpFIJBIJACmKJBKJRCKRSABIUSSRSCQSiUQCQIoiiUQikUgkEgBSFEkkEolEIpEAkKJIIpFIJBKJBIAURRKJRCKRSCQApCiSSCQSiUQiASBFkUQikUgkEgkA4P8AwobxizJXVasAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from pyparsing import alphas\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.figure(figsize= (10, 5))\n",
|
||
"df[[\"Rating\", \"Total_Storage_GB\"]].plot(\n",
|
||
" kind=\"area\", alpha=0.5, title=\"диаграммы с областями\"\n",
|
||
" )\n",
|
||
"plt.show"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"диаграмма рассеивания"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: xlabel='Rating', ylabel='Ram_GB'>"
|
||
]
|
||
},
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot.scatter(x=\"Rating\", y =\"Ram_GB\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"круговая диаграмма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function matplotlib.pyplot.show(close=None, block=None)>"
|
||
]
|
||
},
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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xFA0AAAAAHkfRAAAAAOBxFA0AAAAAHkfRAAAAAOBxFA0AAAAAHkfRAAAAAOBxFA0AAAAAHkfRAAAAAOBxFA0AAAAAHkfRAAAAAOBxFA0AAAAAHhdsOgAAwJDCPCknVcrLkHKPS3nHpfwsqSD7xFeOVJgrWdap29hsv7sTmxQcJoVGSWFR7u+//7cjxr0NACCgUDQAwN9YlnT8gJS6S8o45P7KPCRlHjnx78Pu77lpFZfJEStFV5eiqkrR1U59j64mRVWT4upKMTVLKTIAAF9ls6zTP6oCAPiMzKNSynbp2A7395Qd0rGd7q+CbNPpzl9wuBTfQEpoKCU0OvF14t+RlU2nAwCcJ4oGAPiCY7ukg+tPfK2TDm6QspNNp6o4EQlS9ctOfLWWarSW4uoZDgUAOBuKBgB4m8wj0u7vpP0/nigWGyp2mpOvcFRyF48araUabaQ67aXoqqZTAQBOoGgAgGnHD7qLRdIKKek7KeU304l8V0IjqV5HqV4nqW4HKaa66UQAELAoGgBQ0bJSpB3fSLuWuwvGsZ2mE/mv+IanikfDrlJkgulEABAwKBoAUBEOb5a2/c/9tW+NZLlMJwo8NrtU6wqpSXepaQ+pSnPTiQDAr1E0AKA8FOa7p0JtW+guF2m7TSfC71Wq6y4cTbq7Rz2CQkwnAgC/QtEAAE9xOaUdS6SNH0tbvpDyM0wnQlmFxbgLR8tbpUbXUzoAwAMoGgBwsfaukTZ+JP3yqZR11HQaXKzwOKl5b+nSge6RDk4iCAAXhKIBABfi6FZpw0fSptlSapLpNCgvsbWlSwdIl90uJTY1nQYAfApFAwDKqjBP+mWutPZdae8PptOgotW6UrriXumS/lJwmOk0AOD1KBoAcC7Hdkprp0jrZkjZKabTwLTweKnNEOnye6T4BqbTAIDXomgAQGlcTmnrAvfoxY4lkthV4vdsUsPrpCvucy8ktweZDgQAXoWiAQCnyz0u/ThVWvUv6fh+02ngK2JqSVcNly6/WwqLNp0GALwCRQMAJOn4AemHN6Uf35PyjptOA1/lqOQe4bj6ISmysuk0AGAURQNAYEvZIX37N2nDLMmZbzoN/EVwuNTmDqn9I1JcXdNpAMAIigaAwHT4F2n5y9LmeZLlMp0G/soeLF1yi9RxjFS1hek0AFChKBoAAsuxndKSF6WNs8UCb1Qcm/us412f5khVAAIGRQNAYMg4JC2bLP00TXIVmE6DQGUPkdoOlTqPk6KrmU4DAOWKogHAv+WkutdgrHpHKswxnQZwC4mQrnxA6vioFB5nOg0AlAuKBgD/VJAjrfyn9N0/pLx002mA0jlipQ6jpatHSCHhptMAgEdRNAD4n82fSQufltL3mE4ClE1sHanb/0kt+ppOAgAeQ9EA4D+ObpW+fELaudR0EuDCNLhO6vGSlNjEdBIAuGgUDQC+Ly9DWjpJWvU2C73h++wh7rOMd/kTZxkH4NMoGgB8l2VJ6z+Uvh4vZR42nQbwrKhq0o3PS5fdZjoJAFwQigYA33Rsp/TZKClphekkQPmq21Hq8w8poaHpJABwXigaAHyLyyWt+pe0+AWpINt0GqBihERIXZ+RrnpIsttNpwGAMqFoAPAdyb9J8x6W9q4ynQQwo/ZVUt83pcqNTCcBgHOiaADwfi6n9P0/3Au+C3NNpwHMCnZI1z0lXTNSsgeZTgMAZ0TRAODdjmyR5j4kHfjJdBLAu9RsJ/V7S0psajoJAJSKogHAe619V/rfU1JhjukkgHcKDpe6vyhdfo/pJABQAkUDgPfJSZPmj5I2zzOdBPANLfpKfV6XHLGmkwBAEYoGAO+yd7U0+14pfY/pJIBvqVRHuvVdqfYVppMAgCSKBgBv4XJJ374qLZ0ouQpNpwF8kz3YvVC842OSzWY6DYAAR9EAYF7GYemT+6Rdy00nAfxDgy5S/3ek6KqmkwAIYBQNAGbt+1GadYeUccB0EsC/RFeXbpsh1WpnOgmAAEXRAGDOug+k+Y9KzjzTSQD/FBQm9f671Hqw6SQAAhBFA0DFcxZKXz0trfqX6SRAYLjqIanbXzjBH4AKRdEAULGyj0kfD2M9BlDR6neWBkyVIuJNJwEQICgaACrOoY3Sh4OlNA5dCxgRV0+6/QOp6iWmkwAIABQNABXjt0XSR8OkgizTSYDAFhIp/eFdqWl300kA+Dm76QAAAsDP06WZt1MyAG9QkOUeWVz7rukkAPwcIxoAyteyl6QlfzGdAkBpOj4m3TDedAoAfoqiAaB8uJzSF2OlH6eYTgLgbC4bLPV5XQoKNp0EgJ+haADwvIIcafY90tYFppMAKIvG3dxHpAqNMJ0EgB+haADwrOxj0ge3SftWm04C4HzUulIaPIvD3wLwGIoGAM/JSpHe7ysd3mg6CYALUbWldOdnUmSC6SQA/ABFA4BnZB6V3u8jHdlsOgmAi1GlhbtsRCWaTgLAx3F4WwAXL+Ow9F4vSgbgD45sdv8+Zx4xnQSAj2NEA8DFOX5Qeq+3lPKb6SQAPKlyE2nYfCm6mukkAHwURQPAhUvf7/7k89hO00kAlIeERtKwz6WY6qaTAPBBTJ0CcGHS90lTb6ZkAP4sZbv79zx9v+kkAHwQRQPA+cs8Kr3fT0pNMp0EQHk7ttN9NLmsFNNJAPgYigaA85ObLk3vz5oMIJCk/CbNuFXKyzCdBIAPoWgAKLv8bGnGQOkQ58kAAs6Bn6UPB0uFeaaTAPARFA0AZeMslD4eJu39wXQSAKbsWi7NuVdyOU0nAeADKBoAzs2ypM9GSr99ZToJANN+nS99/qjpFAB8AEUDwLktelZaP9N0CgDe4qf3pa8nmE4BwMtRNACc3Zr/SN//w3QKAN7m279Jq/9tOgUAL8YJ+wCc2c6l0vRbJVeh6SQAvJE9WBoyW2p4nekkALwQIxoASpe8XfpoGCUDwJm5ThwkIpnDXQMoiaIBoKScVOmDgVJumukkALxdbrr0wW3u/QYAnIaiAaA4Z6H00Z3SsR2mkwDwFcd2uEdAnYyAAjiFogGguAV/dB8rHwDOx65l0pdPmE4BwItQNACcsvrf0o9TTKcA4KvW/pcjUQEowlGnALjt+1Ga0l1y5ptOAsCX2UOke/4n1brcdBIAhjGiAcC9iPPjuygZAC6eq0D6+G4WhwOgaAABz7KkTx+S0veYTgLAX6Tvce9XmDQBBDSKBhDovntN2val6RQA/M22L6XvXzedAoBBrNEAAtnuldJ7vTgpH4DyYQ+W7log1bnKdBIABjCiAQSqrGRp9j2UDADlx1Uozb5bykoxnQSAARQNIFDNfUjKOGA6BQB/d3y/NPdB0ykAGEDRAALRj1Ol374ynQJAoPjtK2kt5+gBAg1rNIBAk5okvdVBys80nQRAIAmNkh76ToqrZzoJgArCiAYQSFwuae4ISgaAipef6d7/8PkmEDAoGkAg+eFNafd3plMACFS7v3PvhwAEBKZOAYHiyBbpnc5SYa7pJAACWbBDGr5cSmxqOgmAcsaIBhAInIXSp8MpGQDMK8yVPn3QvV8C4NcoGkAg+O7v0sF1plMAgNuBn6Tv/mY6BYByxtQpwN8d2yW9eY1UmGM6CQCcEuyQRvwgxdc3nQRAOWFEA/B3Cx6nZADwPoW57v0TAL9F0QD82S9zpe2LTKcAgNJtXyRtnmc6BYByQtEA/FVehvS/J02nAICz+9+TUh7n9gH8EUUD8FdLXpQyDphOAQBnd3y/tHSi6RQAygFFA/BHBzdIq942nQIAymbVv6RDm0ynAOBhFA3AH30xVrKcplMAQNm4CqUvHpM4ECbgVygagL/Z9Im0b7XpFABwfvaukn75xHQKAB5E0QD8SWG+9M1zplMAwIX55nn3fgyAX6BoAP5kzX+k1CTTKQDgwqQmSWv/azoFAA+haAD+IjddWv6y6RQAcHGWv+zenwHweRQNwF+s+KuUc8x0CgC4ONkp0rd/M50CgAdQNAB/kLaXw9kC8B8//EtK3286BYCLRNEA/MHi/5MKc02nAADPKMyRlvzFdAoAF4miAfi6o9ukjR+ZTgEAnrV+pnR0q+kUAC4CRQPwdStekSyX6RQA4FmWS1r2kukUAC4CRQPwZSk7pI2zTacAgPLxyyfuUVsAPomiAfiyb1+VLKfpFABQPiwXh+0GfBhFA/BVaXuk9bNMpwCA8rVpjnv0FoDPoWgAvurbv0muAtMpAKB8WU7pu7+bTgHgAlA0AF90/ID08wzTKQCgYqz/0L3fA+BTKBqAL/r+dcmZZzoFAFQMZ757vwfAp1A0AF+TlyH9NM10CgCoWD9Nk3KPm04B4DxQNABf8/MMKT/DdAoAqFj5GdK6D0ynAHAeKBqAL7EsafU7plMAgBmr33HvBwH4BIoG4Eu2fy0d4zCPAALUsR3u/SAAn0DRAHzJqn+ZTgAAZq1623QCAGVE0QB8RfJ2afs3plMAgFnbv+YEfoCPoGgAvmL125KYmwwg0LFWDfAVFA3AF+RnSetmmk4BAN5h3QdSXqbpFADOgaIB+IJfPuWQtgBwUt5xafM80ykAnANFA/AFP083nQAAvMt6RnkBb0fRALxdyg5pz0rTKQDAuyR9K6XtMZ0CwFlQNABvt26G6QQA4IUsaf0s0yEAnAVFA/BmliVt+Mh0CgDwTkyfArwaRQPwZknfSul7TacAAO90bIe0Z5XpFADOgKIBeLMNH5pOAADebf0HphMAOAOKBuCtCvOkzZ+ZTgEA3m3Tp+79JQCvQ9EAvNXOpe5jxQMAziwv3b2/BOB1KBqAt/p1vukEAOAb2F8CXomiAXgjl1Pa+qXpFADgG7Z+6d5vAvAqFA3AG+1ZKWUnm04BAL4hO1na84PpFAB+h6IBeKNfPzedAAB8yxb2m4C3oWgA3og/mABwfviABvA6FA3A2xz4mZP0AcD5St8jHVxvOgWA01A0AG+zZYHpBADgmxjVALwKRQPwNju+MZ0AAHwT+0/Aq1A0AG+SkyYdWGc6BQD4pgPr3PtRAF6BogF4k6QVksWx4AHgglhOKelb0ykAnEDRALzJzqWmEwCAb2M/CngNigbgTfgDCQAXh/0o4DUoGoC3SN8npWw3nQIAfFvKb9LxA6ZTABBFA/AefAoHAJ7B/hTwChQNwFvsXGY6AQD4B/angFegaADeYu8q0wkAwD/s+d50AgCiaADeIStZStttOgUA+Ie0Pe79KgCjKBqAN9i31nQCAPAv7FcB4ygagDfYzx9EAPCo/T+aTgAEPIoG4A34gwgAnsV+FTCOogGYZln8QQQAT2O/ChhH0QBMS9ku5aabTgEA/iU3TUrZYToFENAoGoBpLFgEgPLB/hUwiqIBmHZoo+kEAOCfDq4znQAIaBQNwLSjv5pOAAD+6egW0wmAgEbRAEw7utV0AgDwT0e3mU4ABDSKBmBSXoZ0fL/pFADgn47vc+9nARhB0QBMYjQDAMpXMqMagCkUDcAk5g8DQPniAx3AGIoGYBJFAwDKF/tZwBiKBmASn7QBQPliQThgDEUDMCn5N9MJAMC/JfOBDmAKRQMwxbI44hQAlLf0fe79LYAKR9EATMk6KjnzTacAAP/mzHfvbwFUOIoGYEr6XtMJACAwpO8znQAISBQNwJR0pk0BQIVgmipgBEUDMIU/fABQMfhgBzCCogGYwlA+AFSM4+xvARMoGoApFA0AqBiMaABGUDQAU44fMJ0AAAID+1vACIoGYAqHWwSAipF5yHQCICBRNABTctNNJwCAwJCdajoBEJAoGoAJlkXRAICKkndccjlNpwACDkUDMCEvQ7L4owcAFcOSctJMhwACTrDpAEBAyk0znQAA/IJlD5EVFqvC0GgVhMQoLzhaOUFRyrZHKUNROq4Ipbki1D5HqhJpOi0QWCgagAlMmwIASZIlmxQWI2dYjApCYpQfHKWcoBjl2COVaYvUcUUp3QpXqitCyYUROloQpiMFDh3Mc2h/bqiO5YZI2ed+nHk5QapS/k/HY1JSUnTZZZdp//79Sk1NVaVKlUxHAs4bRQMwgSF8AGewfHehXv4+Xz8ecOpgpqVPbwtXv2YhZ73N0qRCPbYwV78cdal2jE3PXBumu1qHFl0/Y0OB/vRNrjLzLd3dOlSvdnMUXZeU5tJN07K19oFIxYTZLiizFRIhV1isCkNilB8SrdzgaOXYo5RVVBQilOYKV4ozQkcLHTqS79ChfIcO5IXqcF6InLnlP5M7I7ew3B/Dk+699161atVK+/dzDhD4LooGYAJTpwCcQVa+pcuq2nVP6xDd8lHOObfflepSzw+y9WC7UM24JUTf7HLqvs9yVT3Krm6NgpWc7dJ983M0tW+4GsTZ1fODbHWtH6ReTdzlZcQXuZp4Y4Si4hKVHxqjguBo5YXEuIuCPUqZtsgTRSFCx1wRSi506Gi+Q4cLHDqQG6YDeaHKyQ2SMsr7lbk4mXmeLRpLly7VddddV+yy2NhYpaWlFf28ceNGjR49WitXrlRERIRuvfVWvfrqq4qKijrrfb/11ltKS0vTs88+qy+//NKjuYGKRNEATMjLNJ0AgJfq0ThEPRqfHME4d9H419p81a9k18t9q8kVGqN6zWK0+MhOTfrZUuMu3bVyV6YiIr5UZPfHtcUZrpo/zdKrWQ00N7KvflyzVjvtK7W53niNPVa+z8u03ILyOQDH1q1bFRMTo1mzZmn8+PFFl2dlZalbt2665pprtGbNGh05ckT33XefRo4cqalTp57x/jZv3qznn39eq1at0s6dO8slM1BRKBqACc580wkAeBkrJFKusFgVhEarIDhaucExkuZqb+VOWlX7UqVZ4UpzRSjFGa6jBQ4dKQjXwfwwfb3vBaluIzVIe6DovjKrLNKxb/6trtsHyJmbqdTcBXrgu3gFxVTRoR0HFN+wn37bH6pDiz5W1UEvmnvSFcjTRSMvL0+SVLNmTUVGRio2NrbY9R988IFyc3P1/vvvKzLSvQr9jTfeUO/evTV58mRVrVq11PscNGiQXn75ZdWpU4eiAZ9H0QBMcPnWXGEA52YFhZ44+lGMCkLcRcE9/ShSmYpS+omjHx1zuqcfHSlw6HB+WNGi5rxceynTj+bqhQNXKCLqmjM+bk5GmqLqVSp2WVBkJVn52XIV5CnIEaXKPcco+fNXZRXmK7JlV4U3aKfkBa8pum0vFaYf1pE5L0iuQsV2GKzIZh09/tp4g7xCl0fvLyUlRcHBwYqIiCj1+l9//VWXXXZZUcmQpA4dOsjlcmnr1q2lFo0nn3xSzZs31x133OHRrIApFA3ABE4cBXgdy2aXFRYrZ2iMCkNOrFMIilK2LerE0Y8ileaKUKorXCnO8BNF4dTRj47nBktZpp9F6SKatFdEk/ZFP+fu2aiCo0mKv3G4DrzzgCr3flxBkXE6+P5jctRuqaDISubClpN8DxeNnTt3qm7durLZLmwBfWkWL16sjRs3avbs2ZIky7IkSZUrV9bTTz+t5557zmOPBVQEigZggqvAdALAL1mhkXKGVVJhSLTyT0w/yrZHKssWqQxFKe3EoubkoulH7rKwPzdUR/JCZOV47k1jRQmKjJMzK63YZc6sNNlCI2QPCSuxvVVYoGNfvaWEXo+pMPWgLJdTjjqXSpJC4msq7+BWRTS6qiKiV6h8p2eLxrJly9SpU6czXt+8eXNNnTpVWVlZRaMa3333nex2u5o2bVrqbebMmaOcnFPrctasWaN77rlHK1asUMOGDT2aH6gIFA3ABD+ZOpWRZ+nPS/L06ZYCHcmy1KZakF7r7tAVNYMkSYczXRr3dZ6+2lGotFxL19YN0us9HGqcEHTW+/34lwL9eUmektJcapxg1+QbwnRz41OH93zl+zy99J17ncu4DqEa2/7Um6lV+wo1YkGuVt0XqWC7771pDHRWUJhcjlg5TxwmNS/YPaqQZYtUhu3UYVKPnThM6tGCcB3KDztx9KMwFeQG3n/zsJrNlLNjbbHLcpLWKaxms1K3T//+QzkatFVYtUbKP7yj2Air5SqUXJ59Q+4tXC7LI/eTn5+v+fPna/HixZozZ44OHTokSUpPT5dlWTp69KgSExM1ZMgQjR8/XsOGDdOECRN09OhRPfLIIxo6dGip06YklSgTycnJktylhfNowBdRNAAT/KRo3Dc/R5uOuDStf7hqRNs1fUO+bpiWpc0jolQj2qZ+s3IUYpfm3R6hmDDp1ZX5umFatjaPiFJkaOlvCL/fW6hBc3I08fow9WoSrA82Fqjfhzn6abhdLasEacNhp55dkqfPB0fIsqReM7N1U8NgXVo1SIUuSw9+kat3eoVTMgyxbEGyHO7pRwUnikJu0InDpOrE9CMrXKnOU6MKh/PCdDDfoX25ocr04ulHFcWVn6PC1INFPxemH1b+4Z2yh0cpOKaKUpdNlTMjRZV7jZUkRbXuoYyfPlfqkncV1epG5e7eoOwtK1TlD+NL3Hd+8h5lbVmh6nf9Q5IUHF9LstmVsf4rBUXFqSBln0KrN66YJ1rBPNQz9P333+sPf/iDJKl///4lrr/iiiuUlJSkiIgILVy4UKNHj9YVV1xR7PC2QKCgaAAmOH2/aOQUWJqzuVDzbg/XtXXdu5IJXRyav61Qb63N152XheiHfU5teihSl1Rxj2C81cuhaq9kauamAt3XNrTU+31tVb66NwrW4x3coxQvdA3Sop1OvbE6X//qFa4tyS61qhqkrvXdj9mqql1bkl26tGqQXv4uX9fWCS4aUYHnWTa7FBp94izOsSfO4hyt7BPnW8hWuM72fi5EhUq0ZSgxOENNgiWFSTr7KQUCzk9b9mrk1I+Kfk5d/B9J0s3tL9Ez93TX/634VQcL0vXPxktO3Sa6r16btURJP81TYlyUnr7rRvXscFzSqW0sy9JDcz7UY3dcqQ6XrCy6/Lv7uuqVGVNUUOjUn4Z0UZ+2G8v/SRoQE2GT5JkS1blzZy1durTE5WlpaWrdunXRz5deeqkWL158wY/TpUuXonUagC+iaOCCTJo0SU8++aRGjx6tv//976bj+B7L9xeDF7okpyU5gouPHIQH2/TtHqduu8Q91en06+02m8KCpW/3OHVf29Lvd+Vepx67pngJ6dYwSHO3usvZpVXs2pbi1J50lyxL2pbiUssqdu045tKUdQX68YHI0u4WHmKzXFJeuoLz0hWsvQqXFHvOW+F8XBMpPTw+ppRr9kp7/60vbjz547+L3+YeSYqUZElaKe1dWeIe1g+RpMXS3lNvfq+Jl/74iE3utwSrpL2rPPRMvEyjKpJuvui7CQ0NVXx8fKnX2e12JSYmXvRjAP7CbjoAfM+aNWv09ttvq1WrVqaj+C6b7//qRYfZdE2tIL2wPE8HMlxyuixN35CvlfucOphpqVllu+rE2vTkN7lKzbGU77Q0+ds87Ttu6WDmmeeAH8q0VDWy+OtTNcquQ5nuT/WaJwbpxesdunFatm6anq2J1zvUPDFIwz/P0Us3hmnhjkK1fDNTbd7O1PLdvj9yBMBDPHR0qPbt2+uTTz4p9bqYmBitWbPGI48D+APff7eDCpWZmakhQ4bo3//+t+Li4s65/V133aV+/foV/ZySkqK4uLizLmpLSkqSzWYr+oqPj9ctt9yilJSUom1sNpvmzp1b6u1bt26tCRMmnHHbRx99VF26dCnxeOvWrSu6bNOmTerRo4eioqJUtWpVDR06tGhRnkcEhZx7Gx8wrb97mkzNVzMV9n8Z+seqfA1qGSK7TQoJsumTgRHaluJS/EsZivhLhpYkFapHo2Bd7PKJBy8P1daRUdo6MkoPXh6q99blFxWf+z7L0ae3hevVmxy6fXaO8gqZdgBAfvEBD+Br+K3DeXn44YfVs2dP3XDDDRd0++eee06FhWX7lPnrr7/WwYMH9cUXX2j16tV66aWXLugxz1daWpq6du2qNm3aaO3atfrf//6nw4cPa+DAgZ57kKDS1yf4mobxdi27K1KZT0Zr75gorb4/SgUuSw3i3LuWdjWCtO7BKKWNi9bBsVH63x2RSslxqUGlM+96qkXZdDir+IjH4UyXqkWV3k6Ss116blmeXu/h0Kr9TjVJsKtxQpCuqx+sApd7ahUAUDSAisdvHcrsww8/1E8//aSJEyde0O23bdumd999V2PGjCnT9gkJCapWrZrq16+v8PBwxcZWzEzwN954Q23atNGLL76oZs2aqU2bNnr33Xe1ZMkSbdu2zTMP4idF46TIUJuqR9uVmmNp4fZC9W1afPlXrMOmxEi7fktxau0Bl/o2O/OIzjW1g/TNruJrWBbtdOqaWqUv8B6zME9jrg5TrRi7nC6p4LReUeiy5GRAA4AkhZR+Bm8A5YfF4CiTvXv3avTo0Vq0aJEcDscF3ccTTzyh4cOHq0GDBmXavn379rLb7crKytJ1112nsWPHFrt+0KBBCgoKUnR0tNq2bauXX35ZLVq0uKBsp1u/fr2WLFmiqKiSh8LZsWOHmjRpctGPoeALew29zcLthbIkNU2wa/sxlx5flKtmlYN0d2t3kfj4lwIlRtpUJ9aujYedGv2/XPVrFqybGp7a9dz5aY5qRts08Qb3azL6qlB1npqtv36fp55NgvXhpgKtPeDUO71LvmaLdhRqW4pT7/VzX3dFzSBtSXbpy98KtPe4pSCbTU0T+DwFgKRQDhQBVDSKBsrkxx9/1JEjR9S27alDBTmdTi1fvlxvvPGG8vLyFBR05kOKLlu2TCtWrNCUKVM0b968Mj3mrFmz1Lx5cx06dEijR4/WH//4R73++utF1//tb3/TDTfcoLS0ND311FMaOHCgNm3adOFP8oTMzEz17t1bkydPLnFd9erVL/r+JUkh4Z65H8PS8yw9+U2u9h23FB9u063Ng/WXrg6FBLmnOR3MdOmxr/J1ONNS9Wib7mwVoj93Ln6m4j3pLtlPm9LQvnawPrglXM8sydNTi/PUON6uubeHq2WV4v9/5RRYGvllrmb9IVz2E4s8a8XY9XoPh+6el6uwYOm9fg6Fh3A+DQCSQjmOMlDRKBook+uvv14bNxY/tvrdd9+tZs2aady4cWctGZZlaezYsfrzn/9cpgXkJ9WuXVuNGjVSo0aNdPfdd2vSpEnFika1atXUqFEjSdLo0aPVu3dvFRQUnOczK6lt27aaM2eO6tWrp+DgcvoV8ZOiMfCSEA285MzToEZdFaZRV4Wd8XpJWnpXyU8ZB1wSogFnuV9JCg+xaevIkm8c7msbesZzdAAIYBQNoMIxpwBlEh0drZYtWxb7ioyMVEJCglq2bHnW237zzTdKT0/Xww8/fF6PmZKSokOHDmnDhg2aOXOmmjVrVuz6goIC5ebm6tChQ5o+fbqaNGmikJDS35ye3DY3N1dOp1Mul6vo57y8vGLbPvzwwzp27JgGDRqkNWvWaMeOHVq4cKHuvvtuOZ0eOv+FnxQNAPAZYRQNoKIxooFyl5WVpUmTJp2xBJzJySNbVapUSR07diw2miGp6ChQJ9dozJo164z3VdoRo8LDS3+zX6NGDX333XcaN26cbrrpJuXl5alu3brq3r277HYPdfPQaM/cDwCgbFijAVQ4m8W57YGKl7xdeqOd6RQAEDhGrZPi65tOAQQUpk4BJkQmmE4AAIGFNRpAhaNoACY4Kkl2Zi4CQIVxxJhOAAQcigZggs0mhcebTgEAgSE8Tgo++xHwAHgeRQMwJbKy6QQAEBiiqplOAAQkigZgSgTrNACgQkRXNZ0ACEgUDcAURjQAoGIwogEYQdEATImgaABAhWBEAzCCogGYElvTdAIACAxRFA3ABIoGYEqluqYTAEBgoGgARlA0AFPiKBoAUCGiWaMBmEDRAEypVM90AgAIDHH1TScAAhJFAzAlMkEKjTadAgD8W0iEFFPDdAogIFE0AJOYPgUA5Su+gWSzmU4BBCSKBmASC8IBoHwlNDSdAAhYFA3AJEY0AKB8xVM0AFMoGoBJ8Q1MJwAA/5bQyHQCIGBRNACTql5iOgEA+DemTgHGUDQAkygaAFC+GNEAjKFoACY5YqXY2qZTAIB/ikiQIiubTgEELIoGYBqjGgBQPqq3Np0ACGgUDcA0igYAlI/ql5lOAAQ0igZgGkUDAMpHjdamEwABjaIBmFa1pekEAOCfGNEAjKJoAKYlNJKCw02nAAD/Eh4nxdUznQIIaBQNwDR7kFSzrekUAOBfqrUynQAIeBQNwBvUvsp0AgDwL0ybAoyjaADeoM7VphMAgH9hpBgwjqIBeINaV0iymU4BAP6jbgfTCYCAR9EAvEFEvFS5iekUAOAfEhpLUVVMpwACHkUD8BZ1WKcBAB5Rr6PpBABE0QC8R23WaQCAR1A0AK9A0QC8BQvCAcAzKBqAV6BoAN4ioaEUW9t0CgDwbfENpehqplMAEEUD8C4Nu5pOAAC+jdEMwGtQNABv0ugG0wkAwLfV62Q6AYATKBqAN2nQRbIHm04BAL7JZpcaXW86BYATKBqAN3HESLWuNJ0CAHxTrSvd5yUC4BUoGoC3acz0KQC4IE27m04A4DQUDcDbsE4DAC5Mkx6mEwA4DUUD8DbVWklRVU2nAADfEldPqtLMdAoAp6FoAN7GZpOaMPwPAOeF/SbgdSgagDe6pJ/pBADgWygagNehaADeqH5nKSLBdAoA8A1hMZyoD/BCFA3AG9mDpGa9TKcAAN/Q9GYpKMR0CgC/Q9EAvNUl/U0nAADf0GqA6QQASkHRALxV/WuliMqmUwCAd4tMlBpcZzoFgFJQNABvZQ+Smvc2nQIAvNslt7j3lwC8DkUD8GYcfQoAzq7VQNMJAJwBRQPwZvU6SdE1TKcAAO8UV1+qdbnpFADOgKIBeDN7kNR6sOkUAOCdLmUROODNKBqAt2s7VJLNdAoA8D4UDcCrUTQAbxdXz30EKgDAKbWulBKbmE4B4CwoGoAvaHun6QQA4F0uv9t0AgDnQNEAfEHz3lJ4vOkUAOAdHLGc1BTwARQNwBcEh0mtbjOdAgC8Q6vbpZBw0ykAnANFA/AVTJ8CALcr7jWdAEAZUDQAX1G1hVSnvekUAGBW/WulxKamUwAoA4oG4EuuftB0AgAw64r7TScAUEYUDcCXNOslVapjOgUAmBFTU2rW03QKAGVE0QB8iT1IuopRDQAB6uqH3PtBAD6BogH4mjZDpbAY0ykAoGI5KkntOHcG4EsoGoCvccRI7YaZTgEAFevK+6WwKNMpAJwHigbgi656SLKHmE4BABUjOJxpo4APomgAvii2pnTpH0ynAICK0eYOKbKy6RQAzhNFA/BVncZKNhZFAvBz9mCp/SOmUwC4ABQNwFdVbixdOsB0CgAoX5fcIsXVNZ0CwAWgaAC+rPMT7k/7AMAv2aSOY0yHAHCBKBqAL0toKLW63XQKACgfl/5BqtrCdAoAF4iiAfi6zo9zBCoA/sceIl33tOkUAC4CRQPwdXH1pNaDTacAAM9qe6cUX990CgAXgaIB+INr/ygFhZpOAQCeERLhXoMGwKdRNAB/UKmO1JazhQPwE1cNl6KrmU4B4CJRNAB/0eVJyRFrOgUAXBxHrNRhtOkUADyAogH4i8gE6VqmGgDwcR1GS+FxplMA8ACKBuBPrhouxTc0nQIALkxsHenqEaZTAPAQigbgT4JCpJv+z3QKALgw3f4ihYSbTgHAQygagL9pdrPUoIvpFABwfhpcJ7XoYzoFAA+iaAD+qNuLki3IdAoAKBt7iNTjJdMpAHgYRQPwR1UvkdpxuFsAPuLqB6XEJqZTAPAwm2VZlukQAMpBTqr0xpVS1hHTSQDgzKKqSY+slcKiTScB4GGMaAD+KjxO6jHJdAoAOLsbn6dkAH6KogH4s5a3So27mU4BAKWr21G67DbTKQCUE4oG4O96/lUKjTKdAgCKC4mQ+r5uOgWAckTRAPxdpdpS12dMpwCA4q5/VopvYDoFgHJE0QACwZXDpZrtTKcAALfaV7v3SwD8GkUDCAR2u9T7H5I92HQSAIEuOFzq+0/3fgmAX+O3HAgU1VpKnceZTgEg0F33lFS5kekUACoARQMIJJ3GuqcsAIAJNS+XrnnYdAoAFYSiAQQSe5B0y9tSKMesB1DBgsOlfm+690MAAgJFAwg0cfWkm18ynQJAoOkxSUpsajoFgApE0QACUevBUot+plMACBSX9Jfa3WU6BYAKRtEAAlXvv0vRNUynAODvKtWRer9mOgUAAygaQKAKj5P6/0uSzXQSAP7KHizd+q7kiDWdBIABFA0gkDXoLHV+wnQKAP7quqel2leYTgHAEIoGEOg6/0lqdKPpFAD8TYPrpI5jTKcAYBBFAwh0drt067+lSnVNJwHgL6JrSLe8I9mYmgkEMooGAPd6jdumScEO00kA+Lpgh3T7dCmqiukkAAyjaABwq36Z1PNV0ykA+Lpef5dqtjOdAoAXoGgAOKXNEKnd3aZTAPBVV4+QWg8ynQKAl7BZlmWZDgHAixTmS1NvlvatMZ0EgC+p31ka+qlkDzKdBICXYEQDQHHBodLtM1kcDqDsKtWVBkylZAAohqIBoKSoRGnIx5xkC8C5hURKt38gRcSbTgLAy1A0AJQusal023TJHmI6CQBvZQ+WBr4nVWtpOgkAL0TRAHBm9a+V+rxuOgUAb9X7NakxJ/wEUDqKBoCzaz1I6jzOdAoA3ua6Z6Q2d5hOAcCLUTQAnNt1T0mtbjOdAoC3uPweqfPjplMA8HIc3hZA2TgLpJmDpO2LTCcBYFKzXtLAaZKdzyoBnB17CQBlExQi3TZNqtfJdBIAptS+Srr1P5QMAGXCngJA2YWES4M+lGpebjoJgIpWtaX79z8k3HQSAD6CogHg/IRFSXfMlqpeajoJgIpSual05zzOlQHgvFA0AJy/8Dhp6KdSQmPTSQCUt/iG0rDPpMjKppMA8DEUDQAXJirR/eajUl3TSQCUl7j60rD5UnQ100kA+CCKBoALF1PD/SakUh3TSQB4Wlx96a7PpdiappMA8FEUDQAXJ66udPeXUnwD00kAeEpRyahlOgkAH0bRAHDxYmu5y0blpqaTALhYlZtId31ByQBw0ThhHwDPyTwqTe8vHdpoOgmAC1GjjTRkjhSZYDoJAD9A0QDgWbnp0oyB0t4fTCcBcD7qd5Zu/8B9CGsA8ACmTgHwLEes+9C3Da83nQRAWTXvIw35mJIBwKMoGgA8LzTCfQbhVrebTgLgXNoOkwa8JwWHmU4CwM8wdQpA+VoyUVo2yXQKAKXpOEa6YYLpFAD8FEUDQPlbN1OaP0py5ptOAkCS7MFSj8nSFfeZTgLAj1E0AFSMXSukWUPci8UBmOOoJA18T2rQxXQSAH6OogGg4hzdJs34g5S223QSIDAlNJIGzZIqNzKdBEAAoGgAqFiZR6UPB0n71phOAgSW+p3dIxnhcaaTAAgQHHUKQMWKSpTuWiBdfq/pJEDguPxe6Y5PKBkAKhQjGgDMWfeB9PljUmGO6SSAfwoKlbq9KF15v+kkAAIQRQOAWQc3SLPuYN0G4GmV6kgDpko125lOAiBAUTQAmJeTKs25X9q+yHQSwD80vVnq9yZTpQAYRdEA4B1cLmnZZGn5S5LlMp0G8E32YPcJ+No/YjoJAFA0AHiZXculTx+Uju83nQTwLTE1pT9MkepcZToJAEiiaADwRjmp0udjpF8+NZ0E8A2Nu0n93pIiE0wnAYAiFA0A3mvdTGnB41J+hukkgHcKjZa6/UVqN8x0EgAogaIBwLulJkmfPCDtXWU6CeBd6nZ0L/iOq2s6CQCUiqIBwPu5nNKKv0rLXpJcBabTAGYFO6Trn5WuHiHZbKbTAMAZUTQA+I7Dv0ifPSLt/9F0EsCMGm2k/m9LiU1NJwGAc6JoAPAtLpe0+h1p8QtSfqbpNEDFCA6Xrv2j1OFRKSjYdBoAKBOKBgDflLZX+mKs9NtC00mA8tX4Junml6W4eqaTAMB5oWgA8G2b5khfjpOyjppOAnhWTE2p+ySpRR/TSQDgglA0APi+nFTpmxekH6dKltN0GuDi2IOlqx6UujwphUWZTgMAF4yiAcB/HN4sLXxS2rnUdBLgwtS+Sur5qlStpekkAHDRKBoA/M/WL6WvnpFStptOApRNXH3phvHSJf1NJwEAj6FoAPBPzgJp1dvS8pek3HTTaYDSRSRI1z4hXXGvFBRiOg0AeBRFA4B/y0qRlk1yr99w5ptOA7gFO6SrH5I6jpEcsabTAEC5oGgACAxpe6UVr0g/z+Ds4jDHZpda3S51fVqKrWU6DQCUK4oGgMCSuts9nWr9h5Kr0HQaBApbkHTpAKnTWCmxiek0AFAhKBoAAtOxndKyl6QNH3FIXJQfe4jUepB7ilR8A9NpAKBCUTQABLbk7dK3f5M2fsQaDnhOUJjUdqjU4VGpUm3TaQDACIoGAEhSxmFpzb+lNf+Vco6ZTgNfFRottb1T6jBKiq5mOg0AGEXRAIDT5WdL6z+QVr4pHdthOg18RaW60lXDpTZDJUeM6TQA4BUoGgBQGpdL2val9P0b0p7vTaeBt6p/rXTlA1LTnpLdbjoNAHgVigYAnMvhX9zn4dgwi5P/wT09qvUg6Yr7pMSmptMAgNeiaABAWRXkSJs+kX6eJu1ZaToNKpRNqtdRaj1YatFXCo00HQgAvB5FAwAuRMoO6efp7vNxZBwwnQblJb6BdNlg6bLbpEp1TKcBAJ9C0QCAi+FySbu/lX75VPp1vpR11HQiXKywWKllf3fBqHOV6TQA4LMoGgDgKS6nlLTiVOnITjGdCGUVUVlqdrPUrLfUoLMUHGY6EQD4PIoGAJQHl1PatUz6Za60baGUech0IvxebB2peS+pWS+pzjUcNQoAPIyiAQDlzbKkQxul7V9L27+R9q6SXAWmUwUeW5BUo43UsKu7YFS/zHQiAPBrFA0AqGi5x92jHdu/ln77Wjq+z3Qi/1W5iVS/s9Sgi1S/k+SINZ0IAAIGRQMATDu2U9qzStr7g7TnB+noVknsmi9IpbpSnavdxaJBFymmhulEABCwKBoA4G1yUqW9q92lY+8qaf9PUmGO6VTex1FJqtlOqnW5+3vNdlJkZdOpAAAnUDQAwNu5XNKxHe51Hod/OfWVvsd0sooTU8t9Fu7EZu61FbUulxIamk4FADgLigYA+Krc9FOl49guKW23lJokpe6W8jNMpzt/QaFSbC33uoqTpSKxqVS5qRQWZTodAOA8UTQAwB9lpUhpSaeKx/ED7vN6ZCe7r8tOdv/sKiz/LPZgKSxGCq8kRSZKMTWl2JruUYrYmid+ruW+zmYr/zwAgApB0QCAQJaTdqKApEgF2VJhnlSQ4/5emHvqqyBXspySzX7iy+Y+XGxQ6ImvEPdJ7hyxJ74qub+HV5LCog0/SQCACRQNAAAAAB7HaVABAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDHUTQAAAAAeBxFAwAAAIDH/T84tkQ3hBFxzAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10,5))\n",
|
||
"rat_counts = df [\"Rating\"].value_counts()\n",
|
||
"\n",
|
||
"#данные на 2 группы\n",
|
||
"under_4 = rat_counts[rat_counts.index<4].sum()\n",
|
||
"over_4 = rat_counts[rat_counts.index>4].sum()\n",
|
||
"\n",
|
||
"#создаем данные\n",
|
||
"labels = [\"до 4\", \"4 и выше\"]\n",
|
||
"sizes = [under_4, over_4] # размеры в процентах \n",
|
||
"\n",
|
||
"#строим\n",
|
||
"plt.pie(sizes, labels=labels, autopct=\"%1.1f%%\")\n",
|
||
"plt.title(\"круговая диаграмма\")\n",
|
||
"plt.axis(\"equal\") #чтобы круг\n",
|
||
"plt.show"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|