a70c0802ae
- Enhanced .gitignore to include additional Python-related files. - Updated docker-compose.yml to version 3.8, added container name, health check, and network configuration. - Modified Dockerfile to set environment variables, install system dependencies, and add a health check. - Updated requirements.txt with specific package versions. - Removed obsolete files related to cloud deployment and experiments. - Improved EDA notebook with additional data loading and exploration steps.
568 lines
450 KiB
Plaintext
568 lines
450 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Importing Libraries"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from datetime import datetime"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Loading the dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv('../data/raw/fraudTrain.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Index(['Unnamed: 0', 'trans_date_trans_time', 'cc_num', 'merchant', 'category',\n",
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" 'amt', 'first', 'last', 'gender', 'street', 'city', 'state', 'zip',\n",
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" 'lat', 'long', 'city_pop', 'job', 'dob', 'trans_num', 'unix_time',\n",
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" 'merch_lat', 'merch_long', 'is_fraud'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.columns"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Initial Exploration"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" Unnamed: 0 trans_date_trans_time cc_num \\\n",
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"0 0 2019-01-01 00:00:18 2703186189652095 \n",
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"1 1 2019-01-01 00:00:44 630423337322 \n",
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"2 2 2019-01-01 00:00:51 38859492057661 \n",
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"3 3 2019-01-01 00:01:16 3534093764340240 \n",
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"4 4 2019-01-01 00:03:06 375534208663984 \n",
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"\n",
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" merchant category amt first \\\n",
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"0 fraud_Rippin, Kub and Mann misc_net 4.97 Jennifer \n",
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"1 fraud_Heller, Gutmann and Zieme grocery_pos 107.23 Stephanie \n",
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"2 fraud_Lind-Buckridge entertainment 220.11 Edward \n",
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"3 fraud_Kutch, Hermiston and Farrell gas_transport 45.00 Jeremy \n",
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"4 fraud_Keeling-Crist misc_pos 41.96 Tyler \n",
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"\n",
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" last gender street ... lat long \\\n",
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"0 Banks F 561 Perry Cove ... 36.0788 -81.1781 \n",
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"1 Gill F 43039 Riley Greens Suite 393 ... 48.8878 -118.2105 \n",
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"2 Sanchez M 594 White Dale Suite 530 ... 42.1808 -112.2620 \n",
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"3 White M 9443 Cynthia Court Apt. 038 ... 46.2306 -112.1138 \n",
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"4 Garcia M 408 Bradley Rest ... 38.4207 -79.4629 \n",
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"\n",
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" city_pop job dob \\\n",
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"0 3495 Psychologist, counselling 1988-03-09 \n",
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"1 149 Special educational needs teacher 1978-06-21 \n",
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"2 4154 Nature conservation officer 1962-01-19 \n",
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"3 1939 Patent attorney 1967-01-12 \n",
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"4 99 Dance movement psychotherapist 1986-03-28 \n",
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"\n",
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" trans_num unix_time merch_lat merch_long \\\n",
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"0 0b242abb623afc578575680df30655b9 1325376018 36.011293 -82.048315 \n",
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"1 1f76529f8574734946361c461b024d99 1325376044 49.159047 -118.186462 \n",
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"2 a1a22d70485983eac12b5b88dad1cf95 1325376051 43.150704 -112.154481 \n",
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"3 6b849c168bdad6f867558c3793159a81 1325376076 47.034331 -112.561071 \n",
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"4 a41d7549acf90789359a9aa5346dcb46 1325376186 38.674999 -78.632459 \n",
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"\n",
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" is_fraud \n",
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"0 0 \n",
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"1 0 \n",
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"2 0 \n",
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"3 0 \n",
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"4 0 \n",
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"\n",
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"[5 rows x 23 columns]\n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 1296675 entries, 0 to 1296674\n",
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"Data columns (total 23 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Unnamed: 0 1296675 non-null int64 \n",
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" 1 trans_date_trans_time 1296675 non-null object \n",
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" 2 cc_num 1296675 non-null int64 \n",
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" 3 merchant 1296675 non-null object \n",
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" 4 category 1296675 non-null object \n",
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" 5 amt 1296675 non-null float64\n",
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" 6 first 1296675 non-null object \n",
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" 7 last 1296675 non-null object \n",
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" 8 gender 1296675 non-null object \n",
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" 9 street 1296675 non-null object \n",
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" 10 city 1296675 non-null object \n",
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" 11 state 1296675 non-null object \n",
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" 12 zip 1296675 non-null int64 \n",
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" 13 lat 1296675 non-null float64\n",
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" 14 long 1296675 non-null float64\n",
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" 15 city_pop 1296675 non-null int64 \n",
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" 16 job 1296675 non-null object \n",
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" 17 dob 1296675 non-null object \n",
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" 18 trans_num 1296675 non-null object \n",
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" 19 unix_time 1296675 non-null int64 \n",
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" 20 merch_lat 1296675 non-null float64\n",
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" 21 merch_long 1296675 non-null float64\n",
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" 22 is_fraud 1296675 non-null int64 \n",
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"dtypes: float64(5), int64(6), object(12)\n",
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"memory usage: 227.5+ MB\n",
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"None\n",
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" Unnamed: 0 cc_num amt zip lat \\\n",
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"count 1.296675e+06 1.296675e+06 1.296675e+06 1.296675e+06 1.296675e+06 \n",
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"mean 6.483370e+05 4.171920e+17 7.035104e+01 4.880067e+04 3.853762e+01 \n",
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"std 3.743180e+05 1.308806e+18 1.603160e+02 2.689322e+04 5.075808e+00 \n",
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"min 0.000000e+00 6.041621e+10 1.000000e+00 1.257000e+03 2.002710e+01 \n",
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"25% 3.241685e+05 1.800429e+14 9.650000e+00 2.623700e+04 3.462050e+01 \n",
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"50% 6.483370e+05 3.521417e+15 4.752000e+01 4.817400e+04 3.935430e+01 \n",
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"75% 9.725055e+05 4.642255e+15 8.314000e+01 7.204200e+04 4.194040e+01 \n",
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"max 1.296674e+06 4.992346e+18 2.894890e+04 9.978300e+04 6.669330e+01 \n",
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"\n",
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" long city_pop unix_time merch_lat merch_long \\\n",
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"count 1.296675e+06 1.296675e+06 1.296675e+06 1.296675e+06 1.296675e+06 \n",
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"mean -9.022634e+01 8.882444e+04 1.349244e+09 3.853734e+01 -9.022646e+01 \n",
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"std 1.375908e+01 3.019564e+05 1.284128e+07 5.109788e+00 1.377109e+01 \n",
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"min -1.656723e+02 2.300000e+01 1.325376e+09 1.902779e+01 -1.666712e+02 \n",
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"25% -9.679800e+01 7.430000e+02 1.338751e+09 3.473357e+01 -9.689728e+01 \n",
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"50% -8.747690e+01 2.456000e+03 1.349250e+09 3.936568e+01 -8.743839e+01 \n",
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"75% -8.015800e+01 2.032800e+04 1.359385e+09 4.195716e+01 -8.023680e+01 \n",
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"max -6.795030e+01 2.906700e+06 1.371817e+09 6.751027e+01 -6.695090e+01 \n",
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"\n",
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" is_fraud \n",
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"count 1.296675e+06 \n",
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"mean 5.788652e-03 \n",
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"std 7.586269e-02 \n",
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"min 0.000000e+00 \n",
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"25% 0.000000e+00 \n",
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"50% 0.000000e+00 \n",
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"75% 0.000000e+00 \n",
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"max 1.000000e+00 \n",
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"Unnamed: 0 0\n",
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"trans_date_trans_time 0\n",
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"cc_num 0\n",
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"merchant 0\n",
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"category 0\n",
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"amt 0\n",
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"first 0\n",
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"last 0\n",
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"gender 0\n",
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"street 0\n",
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"city 0\n",
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"state 0\n",
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"zip 0\n",
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"lat 0\n",
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"long 0\n",
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"city_pop 0\n",
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"job 0\n",
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"dob 0\n",
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"trans_num 0\n",
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"unix_time 0\n",
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"merch_lat 0\n",
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"merch_long 0\n",
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"is_fraud 0\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"print(df.head())\n",
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"print(df.info())\n",
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"print(df.describe())\n",
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"\n",
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"# Check for missing values\n",
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"print(df.isnull().sum())"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### 1. Target Variable Analysis"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"is_fraud\n",
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"0 1289169\n",
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"1 7506\n",
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"Name: count, dtype: int64"
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]
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},
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"execution_count": 17,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"y = df['is_fraud']\n",
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"y.value_counts()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Target variable analysis\n",
|
|
"plt.figure(figsize=(8,5))\n",
|
|
"df['is_fraud'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90, labels=['Non-Fraud', 'Fraud'], colors=['skyblue', 'orange'])\n",
|
|
"plt.title('Distribution of Fraud vs Non-Fraud Transactions')\n",
|
|
"plt.ylabel('') # Remove y-label for better appearance\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 2. Transaction amount analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Transaction amount analysis\n",
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='is_fraud', y='amt', data=df)\n",
|
|
"plt.yscale('log') # Using log scale due to wide range\n",
|
|
"plt.title('Transaction Amount by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 3. Transaction Categories Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1400x600 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"# Transaction categories analysis\n",
|
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"plt.figure(figsize=(14,6))\n",
|
|
"sns.countplot(x='category', hue='is_fraud', data=df)\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.title('Transaction Categories by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 4. Time-based Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Time-based analysis\n",
|
|
"df['trans_date_trans_time'] = pd.to_datetime(df['trans_date_trans_time'])\n",
|
|
"df['hour'] = df['trans_date_trans_time'].dt.hour\n",
|
|
"df['day_of_week'] = df['trans_date_trans_time'].dt.dayofweek\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.countplot(x='hour', hue='is_fraud', data=df)\n",
|
|
"plt.title('Hourly Transaction Patterns by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 5. Geographical Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\Users\\babaw\\Documents\\Work\\Mana Knight Digital\\task_fraud_detection\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
|
|
" fig.canvas.print_figure(bytes_io, **kw)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Geographical analysis\n",
|
|
"plt.figure(figsize=(12,8))\n",
|
|
"sns.scatterplot(x='long', y='lat', hue='is_fraud', data=df, alpha=0.5)\n",
|
|
"plt.title('Geographical Distribution of Transactions')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 6. Population Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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whz/kDjvssOz5Ouigg7LXdNNl3aI333wzd95552XL4cV2jR8/Prds2bJWPWdPPvlk7uKLL869733vy/Xt2zfXrVu33N577521a9GiRU3OXbt2bbZcXGx7vHb9e6muri5brjDux/fke9/73ty999672ffbX/7yl2zZvfiYNm1fa96z99xzT+7DH/5wbq+99srOGzx4cO6LX/xi7uWXX97i4wSgfUrifzoi+APA9vDrX/86W1ItFuOqX2ZsR4oVzmM18e985zvhoosu2uH3X6jy/boCQGdgDjsASYuVvWNhrTi0msLhdQWArTOHHYAk3XnnnVnhr7imdCxcty3V0UmX1xUAWk9gByBJsaBXLK4VC2FNmTIl382hg3hdAaD1zGEHAACABJnDDgAAAAkS2AEAACBBRT+Hva6uLrz00kuhd+/eCt8AAACw3cWZ6WvWrAkDBw4MXbq03I9e9IE9hvVBgwbluxkAAAAUmWXLloV99923xduLNrBXVlZm2zvvvNPwRPXp0yffzQIAAKDA1dbWZh3HcaT3lhR9lfj4RJWWloaamhqBHQAAgGRyqKJzAAAAkCCBHQAAABIksAMAAECCBHYAAABIkMAOAAAACRLYAQAAIEFFG9jjGuxlZWWhvLw8300BAACAZqzDbh12AAAAdiDrsAMAAEAnJrADAABAggR2AAAASJDADgAAAAkS2AEAACBB3fLdAIDNGT16dLNjDz/8cF7aAgCdyV133RVuuummhv0pU6aET37yk3ltE9A2lnWzrBt0irBeT2gHgJb5DIXOwbJuQMH9Q6M1twNAsdr0M7Jfv35bvB1IX9EG9srKylBWVhbKy8vz3RSghX9IxJ6A+m1L5wFAsYvD4Otddtll2WfnPffck/2M+5s7D0ifIfGGxEMyGgfxzQ3b29rtAFCsfIZCYeZQReeAJOlFB4BtF4fBv/jii+ELX/hCWL9+fejRo0f40Y9+FHbffffw2muv5bt5wDYS2AEAoECsXr06fPazn23Yf+utt5rsA51L0c5hBwCAQhGXbuvI84A0COwAANDJHX300R16HpAGgR0AADq5OGe9I88D0iCwAwBAJxcLzNX79Kc/3eS2xvuNzwPSp+gckKStLUkDAPw/jVdqnjx5crY1dscddzQ7D0ifHnYgSZuGc2EdAFpfKX5L+0DnoYcdSJaQDgCt06tXr7B27drszx//+MdD7969w8SJE8OPf/zjsGbNmibnAZ2HHnYAAOjkbr755ib7MaTfcMMNTcL65s4D0iawA0nPW2/PeQBQLAYOHBh22mmnLZ4Tb4/nAZ2HwA4kZWthXFgHgM174IEHWgzt8Xi8HehcBHYgOS2FcmEdALYshvJYET7OVe/atWv2M+4L69A5leSKdG2HysrKbNu4cWN45plnQk1NTejTp0++mwUAAECBq62tDaWlpVvNoUUb2Lf1iQIAAIAdmUMNiQcAAIAEWYcd6DRrsJvDDgBbN3PmzHDnnXc27H/qU58KZ599dl7bBLSNIfGGxEOnCOv1hHYAaJnPUOgcDIkHCu4fGq25HQCKlc9QKDwCO5CM1v5Dwj84AKD5MPiOPA9Ig8AOAACdXOM561GXLl2yddjjzy2dB6RN0TkAACgwdXV1+W4C0AH0sAMAAECCBHYAACgwvXr1CuXl5dlPoPMyJB4AAArM2rVrQ1VVVb6bAbSTHnYAAABIkMAOAAAACRLYAQAAIEECOwAAFJi4/vpOO+3UbB12oHNRdA4AAApwHXZrsUPn5ys3AAAASJDADgAABWaXXXYJXbt2zX4CnVdBBPalS5eGMWPGhLKysnD44YeHdevW5btJAACww3z/+99vsv/GG2+EjRs3Zj+3dB6QtoII7GeeeWb45je/Gaqrq8MjjzwSevToke8mAW3w8MMPd+h5AFAsDjvssA49D0hDpy869/e//z2rgHnsscdm+3379s13kwAAAKDz97DPmzcvjB8/PgwcODCUlJSEOXPmNDunsrIyDBkyJPTs2TOMHDkyLFiwoOG2Z599NvTq1Su7xvve975w9dVX7+BHAHSU0aNHd+h5AFAsnnzyyQ49D0hD3gN7nG8+dOjQLJRvzuzZs8PUqVPDtGnTwqJFi7Jzx40bF1auXJnd/s4774Q//elP4aabbgrz588PDzzwQLYBAECxOO+88zr0PCANeQ/sJ5xwQrjyyivDKaecstnbp0+fHiZNmhQmTpyYFZWbOXNmVu3ytttuy27fZ599wogRI8KgQYOyuesnnnhiWLx4cYv3t379+lBbW9tkAwAAgNTkPbBvyYYNG8LChQvD2LFjG4516dIl24+96VF5eXnW2/7aa6+Furq6bIj9IYcc0uI1r7nmmlBaWtqwxaAPAACF5mMf+1i+mwAUcmBfvXp1thxF//79mxyP+8uXL8/+3K1bt2ze+gc+8IFwxBFHhAMOOCCcdNJJLV7z8ssvDzU1NQ3bsmXLtvvjAACAHeXCCy/Maj/95je/yX7GfaBz6vRV4uuH1cetNeKwecu+AQBQqK6//vqGP7/11ltN9oHOJeke9n79+oWuXbuGFStWNDke9wcMGNCua8cid3FOfBxSDwAAAKlJOrB37949DB8+PMydO7fhWJynHvdHjRrVrmtXVFSE6urqUFVV1QEtBQAAgAIbEr927dqwZMmShv2lS5dmVd779u0bBg8enC3pNmHChKwS/JFHHhlmzJiRLQUXq8YDAAAhlJSUhFwu16rzgM4j74H98ccfD2PGjGnYjwE9iiF91qxZ4bTTTgurVq0KV1xxRVZobtiwYeG+++5rVogOAAAACkneA/vo0aO3+m3gOeeck20AAEBzsahyLDDXmvOAziPpOezbk6JzAAAUilNPPbVDzwPSUJJrzWSXAlZbWxtKS0uzNdn79OmT7+ZAUYsjblrr4Ycf3q5tAYDOxGcoFGYOLdoedgAAAEiZwA4AAAAJKtrAbg47AAAAKSvawF5RURGqq6tDVVVVvpsCAAAAzRRtYAcAAICUCewAAACQIIEdAAAAEiSwAwAAQIKKNrCrEg8AAEDKijawqxIPAABAyoo2sAMAAEDKBHYAAABIkMAOAAAACRLYAQAAIEECOwAAACSoaAO7Zd0AAABIWdEGdsu6AQAAkLKiDewAAACQMoEdAAAAEiSwAwAAQIIEdgAAAEiQwA4AAAAJKtrAblk3AAAAUla0gd2ybgAAFKLJkydvcR/oPIo2sAMAQCG6+eabt7gPdB4COwAAdHI9evTo0POANAjsAADQyV1//fUdeh6QBoEdAAA6ufPPP79DzwPSILADAEAn9/bbb3foeUAaBHYAACggt956a+jVq1fo2rVr9jPuA51Tt3w3AAAA6Dh77LFHuPfeexv2X3/99by2B2g7gR0AAArIySefnO8mAB3EkHgAAOjkdt111w49D0hD0Qb2ysrKUFZWFsrLy/PdFAAAaJdZs2Z16HlAGoo2sFdUVITq6upQVVWV76YAAEC73H777R16HpCGog3sAABQKBoXmeuI84A0COwAAACQIIEdAAAAEiSwAwAAQIIEdgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASJLADAABAgoo2sFdWVoaysrJQXl6e76YAAABAM0Ub2CsqKkJ1dXWoqqrKd1MAAACgmaIN7AAAAJAygR0AAAASJLADAABAggR2AAAASJDADgAAAAkS2AEAACBBAjsAAAAkSGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCBHYAAABIkMAOAAAACRLYAQAAIEECOwAAACRIYAcAAIAECewAAACQIIEdAAAAEtQtFIAhQ4aEPn36hC5duoTdd989PPTQQ/luEgAAALRLQQT26C9/+Uvo1atXvpsBAAAAHcKQeAAAAEhQ3gP7vHnzwvjx48PAgQNDSUlJmDNnTrNzKisrs2HvPXv2DCNHjgwLFixocnv8veOOOy6Ul5eHn/3sZzuw9QAAAFCggX3dunVh6NChWSjfnNmzZ4epU6eGadOmhUWLFmXnjhs3LqxcubLhnD//+c9h4cKF4Te/+U24+uqrw5NPPtni/a1fvz7U1tY22QAAACA1eQ/sJ5xwQrjyyivDKaecstnbp0+fHiZNmhQmTpwYysrKwsyZM8Muu+wSbrvttoZz9tlnn+zn3nvvHU488cQs2LfkmmuuCaWlpQ3boEGDtsOjAgAAgE4e2Ldkw4YNWc/52LFjG47FSvBxf/78+Q099GvWrMn+vHbt2vDggw+GQw89tMVrXn755aGmpqZhW7Zs2Q54JAAAAFBAVeJXr14dNm7cGPr379/keNx/+umnsz+vWLGioXc+nht74+Nc9pb06NEj2wAAACBlSQf21th///3DE088ke9mAAAAQPEMie/Xr1/o2rVr1oveWNwfMGBAu64di9zFOfFb6o0HAACAfEk6sHfv3j0MHz48zJ07t+FYXV1dtj9q1Kh2XbuioiJUV1eHqqqqDmgpAAAAFNiQ+FgobsmSJQ37S5cuDYsXLw59+/YNgwcPzpZ0mzBhQhgxYkQ48sgjw4wZM7JCc7FqPAAAABSqvAf2xx9/PIwZM6ZhPwb0KIb0WbNmhdNOOy2sWrUqXHHFFWH58uVh2LBh4b777mtWiA4AAAAKSd4D++jRo0Mul9viOeecc062daQ4hz1usbI8AAAApCbpOezbkznsAAAApKxoAzsAAACkTGAHAACABAnsAAAAkKCiDeyx4FxZWVkoLy/Pd1MAAACgmaIN7IrOAQAAkLKiDewAAACQMoEdAAA6uZKSkg49D0iDwA4AAJ1cjx49OvQ8IA1FG9gVnQMAoFCMGTOmQ88D0lC0gV3ROQAACkXv3r079DwgDUUb2AEAoFDcddddHXoekIZu+W4AAADQcXbeeeesuNyGDRtC9+7dQy6XC2+++Wa+mwW0gcAOAMB29dZbb4UXXngh380oGuvXrw91dXXZn995553QpUvTQbXPPPNMnlpWHAYPHhx69uyZ72ZQIAR2AAC2qxjWJ0+enO9mFI36sN7Svtdi+7r55pvDgQcemO9mUCAEdgAAtnuPYwwxbD8rV64MX/3qVxv245D4OBS+/me9K6+8Muy11155amXxvN+ho3Qr5mXd4rZx48Z8N4VOwnC+tBjOt30Zzgd0pPj3iR7H7Ss+v3Hoe31ven1IbxzW4+3HHHNM3toIbLuSXOP/i4tQbW1tKC0tDTU1NaFPnz75bg6JB0RDyCgWhvMBdE7HH398syHw9WH9wQcfzEubgLbnUIFdYKeV9LDvGK35UsSwyu1PDztA5xX/vfL5z38+vP3222GnnXYKt956q2HakBiBvZUEdkjP6NGjW7zt4Ycf3qFtAYDOPDLQiCno3Dm06RoPAAloKZQL6wAAFBOBHUhSDOf1Q9/jT2EdAIBiI7ADAABAggR2AAAASFDRBva4BntZWVkoLy/Pd1MAAACgmaIN7BUVFaG6ujpUVVXluykAAADQTNEGdgAAAEiZwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASJLADAABAgoo2sFdWVoaysrJQXl6e76YAAABAM0Ub2CsqKkJ1dXWoqqrKd1MAAACgmaIN7AAAAJAygR0AAAASJLADAABAggR2AAAASJDADgAAAAkS2AEAACBBAjsAAAAkSGAHAACABAnsAAAAkKBu+W4AAMCOtmLFilBTU5PvZsB28/zzzzf5CYWqtLQ09O/fPxQqgR0AKLqw/tkzPhfe3rA+302B7e6qq67KdxNgu9qpe4/w0//9ScGGdoG9E9M7QKHTO0CxKPTegdTEz84Y1t/c/7hQ17M0380BoI26vFUTwnOPZH+vF+rnqMDeSekdoJjoHaDQFXrvQKpiWK/btV++mwEALSrawF5ZWZltGzduDJ2R3gGAwlAMvQMAQNsUbWCvqKjIttra2mwoYmeldwAAAKAwWdYNAAAAEiSwAwAAQIIEdgAAAEiQwA4AAACFVHTutddeC7feemv4xz/+ke0fcsgh4ayzzgp9+/btyPYBAABAUWpTD/u8efPCu971rnDDDTdkwT1uN954Y3Ys3gYAAADkoYc9Lof2yU9+MvzgBz8IXbt2zY7F9cynTJmS3fbUU0+1s1kAAABQ3NrUw75kyZLw5S9/uSGsR/HPU6dOzW4DAAAA8hDY3/e+9zXMXW8sHhs6dGg7mwQAAAC0aUj8eeedF84///ysN/2oo47Kjv31r38NlZWV4Vvf+lZ48sknG8494ogjOq61AAAAUCTaFNhPP/307Ocll1yy2dtKSkpCLpfLfsa57QAAAMAOCOxLly5ty68BAAAA2zOw77fffm35NQAAAGB7BvboX//6V5gxY0ZD8bmysrJsXvu73/3utl4SAAAAaE+V+Pvvvz8L6AsWLMiKysXtscceC4ceemh44IEH2nJJAAAAoL097Jdddlm48MILs4rwmx6/9NJLw4c+9KG2XBYAAABoTw97HAb/+c9/vtnxs846K1RXV7flkgAAAEB7A/uee+4ZFi9e3Ox4PLbXXnuFfHjjjTeyYngXXXRRXu4fAAAA8j4kftKkSWHy5MnhueeeC0cffXR27NFHHw3XXnttmDp1asiHq666Khx11FF5uW8AAABIIrB/7WtfC7179w7XXXdduPzyy7NjAwcODF//+tfDeeedF3a0Z599Njz99NNh/Pjx4W9/+9sOv38AAABIYkh8SUlJVnTuxRdfDDU1NdkW/xyXdYu3bYt58+ZlQTsG/vi7c+bMaXZOZWVlGDJkSOjZs2cYOXJkVp2+sTgM/pprrmnLQwEAAIDCCez1Vq5cmc1bj9uqVavadI1169aFoUOHZqF8c2bPnp0Ns582bVpYtGhRdu64ceOy+45+/etfhwMPPDDbWmP9+vWhtra2yQYAAAAFMSR+zZo1YcqUKeHnP/95qKury4517do1nHbaaVnwLi0tbfW1TjjhhGxryfTp07M58xMnTsz2Z86cGX73u9+F2267LVtG7q9//Wu48847w9133x3Wrl0b3n777dCnT59wxRVXbPZ6sSf+G9/4xjY/ZgAAAEi+h/0LX/hCeOyxx7Lg/Prrr2fbvffeGx5//PHwxS9+scMat2HDhrBw4cIwduzY/9fgLl2y/fnz5zcE8GXLloV///vf4bvf/W4W7lsK61Gcc18/jD9u8XcBAACgIHrYYzi///77wzHHHNNwLA5Tv+WWW8JHPvKRDmvc6tWrw8aNG0P//v2bHI/7schcW/To0SPbAAAAoOAC+x577LHZYe/x2O677x7y5cwzz8zbfQMAAEDeh8R/9atfzQrBLV++vOFY/PPFF1+cLfnWUfr165fNjV+xYkWT43F/wIAB7bp2nGtfVlYWysvL29lKAAAASKSH/Qc/+EFYsmRJGDx4cLZFL7zwQjbUPFaL/+EPf9hwbqzs3lbdu3cPw4cPD3Pnzg0nn3xydiwWuYv755xzTmiPioqKbItV4relSB4AAAAkG9jrw3NHiJXdY/ivt3Tp0myZuL59+2ZfBsSe/AkTJoQRI0aEI488MsyYMSNbCq6+ajwAAAAUojYF9rgmemvEZd9iuN51111bPCdWlh8zZkzDfgzoUQzps2bNypaKi732sfJ7HHY/bNiwcN999zUrRAcAAACh2AN7a8Ul3kaOHBn233//Fs8ZPXp0yOVyW7xOHP7e3iHwm5vDHrdYhR4AAAAKouhca20tiOdTnL9eXV0dqqqq8t0UAAAA2LGBHQAAAGgbgR0AAAASJLADAABAgoo2sMeCc2VlZaG8vDzfTQEAAIAdG9j322+/sNNOO4UUKToHAABAwQX2uEb6vHnztnre3/72tzBo0KC23AUAAAAUtTYF9pqamjB27NhwwAEHhKuvvjr85z//6fiWAQAAQBFrU2CfM2dOFtK/9KUvhdmzZ4chQ4aEE044Idxzzz3h7bff7vhWAgAAQJFp8xz2PffcM0ydOjU88cQT4bHHHgvvec97whlnnBEGDhwYLrzwwvDss892bEsBAACgiLS76NzLL78cHnjggWzr2rVrOPHEE8NTTz2VVWC//vrrQ6pUiQcAAKDgAnsc9v6LX/winHTSSVkl+LvvvjtccMEF4aWXXgq33357+OMf/xjuuuuu8M1vfjOkSpV4AAAAUtatLb+09957h7q6unD66aeHBQsWhGHDhjU7Z8yYMWG33XbriDYCAABA0WlTYI9D3T/xiU+Enj17tnhODOtLly5tT9sAAACgaLVpSPxDDz202Wrw69atC2eddVZHtAsAAACKWpsCe5yn/uabbzY7Ho/95Cc/6Yh2AQAAQFHbpiHxtbW1IZfLZduaNWuaDInfuHFj+P3vfx/22muv0BnEKvFxi+0GAACATh3Y47z0kpKSbDvwwAOb3R6Pf+Mb3widQawSH7f4JURpaWm+mwMAAABtD+xx7nrsXT/++OOzZd369u3bcFv37t2zJd4GDhy4LZcEAAAA2hvYjzvuuOxnrP4+ePDgrEcdAAAAyGNgf/LJJ8Nhhx0WunTpEmpqasJTTz3V4rlHHHFER7UPAAAAilKrA/uwYcPC8uXLs6Jy8c+xdz0Oj99UPK6QGwAAAOygwB6Hwe+5554NfwYAAAASWIc9FpSrn7N+xx13hLlz52bHGm/x2J133rkdmwsAAADFodWBvbEf/vCH4eCDD252/NBDDw0zZ84MnUFcg72srCyUl5fnuykAAADQMYE9zmXfe++9mx2PQ+Zffvnl0BnENdirq6tDVVVVvpsCAAAAHRPYBw0aFB599NFmx+Mx67ADAADADl6Hvd6kSZPCBRdcEN5+++1w/PHHZ8fi/PVLLrkkfPnLX+6AZgEAAEBxa1Ngv/jii8Mrr7wSpkyZEjZs2JAd69mzZ7j00kvD5Zdf3tFtBAAAgKLTpsAeq8Vfe+214Wtf+1r4xz/+EXbeeedwwAEHhB49enR8CwEAAKAItSmw1+vVq5cq6wAAAJBK0TkAAABg+xLYAQAAIEECOwAAACSoaAN7ZWVlKCsrMwcfAACAJBVtYK+oqAjV1dWhqqoq300BAACAZoo2sAMAAEDKBHYAAAAotHXYAQA6qy5vvp7vJgDQDl2K4O9xgR0AKEo7L52X7yYAwBYJ7ABAUXrzXR8IdTvvlu9mANCOHvadC/zLV4G9kyuGYSAAhczf4/kTw3rdrv3y3QwAaJHA3skV+jdKAAAAxUpg7+QM5wPo3IphOB8A0DYCeydnOB8AAEBhsg47AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASVLSBvbKyMpSVlYXy8vJ8NwUAAACaKdrAXlFREaqrq0NVVVW+mwIAAADNFG1gBwAAgJQJ7AAAAJAggR0AAAASJLADAABAggR2AAAASJDADgAAAAkS2AEAACBBAjsAAAAkSGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCBHYAAABIkMAOAAAACRLYAQAAIEECOwAAACRIYAcAAIAEdfrA/vrrr4cRI0aEYcOGhcMOOyzccsst+W4SAAAAtFu30Mn17t07zJs3L+yyyy5h3bp1WWg/9dRTwx577JHvpgEAAEDx9rB37do1C+vR+vXrQy6XyzYAAADozPIe2GPv+Pjx48PAgQNDSUlJmDNnTrNzKisrw5AhQ0LPnj3DyJEjw4IFC5oNix86dGjYd999w8UXXxz69eu3Ax8BAAAAFGBgj8PYY9iOoXxzZs+eHaZOnRqmTZsWFi1alJ07bty4sHLlyoZzdtttt/DEE0+EpUuXhjvuuCOsWLFiBz4CAAAAKMDAfsIJJ4Qrr7wynHLKKZu9ffr06WHSpElh4sSJoaysLMycOTMbAn/bbbc1O7d///5ZoP/Tn/7U4v3FYfO1tbVNNgAAAEhN3gP7lmzYsCEsXLgwjB07tuFYly5dsv358+dn+7E3fc2aNdmfa2pqsiH2Bx10UIvXvOaaa0JpaWnDNmjQoB3wSAAAAKCAAvvq1avDxo0bs57zxuL+8uXLsz8///zz4dhjj8161uPPc889Nxx++OEtXvPyyy/Pgn39tmzZsu3+OAAAAKDolnU78sgjw+LFi1t9fo8ePbINAAAAUpZ0D3us9h6Xbdu0iFzcHzBgQLuuHYvcxTnx5eXl7WwlAAAAFFlg7969exg+fHiYO3duw7G6urpsf9SoUe26dkVFRaiurg5VVVUd0FIAAAAosCHxa9euDUuWLGnYj0uzxSHuffv2DYMHD86WdJswYUIYMWJENvx9xowZ2VJwsWo8AAAAFKq8B/bHH388jBkzpmE/BvQohvRZs2aF0047LaxatSpcccUVWaG5YcOGhfvuu69ZIToAAAAoJHkP7KNHjw65XG6L55xzzjnZBgAAAMUi6Tns25OicwAAAKQs7z3s+RKLzsWttrY2lJaWhs6qy1s1+W4CAO3g7/H88dwDdG5diuDv8aIN7J1d/JJhp+49QnjukXw3BYB2in+fd+Yvjzsbn6EAhWOnAv8MLcltbQJ5gavvYa+pqQl9+vQJnUlcjz62GwrV888/H6666qrwla98Jey33375bg5sN/FzSDHVHctnKIXOZyjForSTfoa2Nod2K+Y57HHbuHFj6KziG7MzvjlhW8V/aBx44IH5bgZQQHyGUix8hkLnVrRF5+L89erq6lBVVZXvpgAAAEAzRRvYAQAAIGUCOwAAACRIYAcAAIAECewAAACQoKIN7LFCfFlZWSgvL893UwAAAKCZog3sqsQDAACQsqIN7AAAAJAygR0AAAASJLADAABAggR2AAAASFDRBnZV4gEAAEhZ0QZ2VeIBAABIWdEGdgAAAEiZwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJCgog3s1mEHAAAgZUUb2K3DDgAAQMqKNrADAABAygR2AAAASJDADgAAAAkS2AEAACBBAjsAAAAkSGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCijawV1ZWhrKyslBeXp7vpgAAAEAzRRvYKyoqQnV1daiqqsp3UwAAAKCZog3sAAAAkDKBHQAAABIksAMAAECCBHYAAABIkMAOAAAACRLYAQAAIEECOwAAACRIYAcAAIAECewAAACQIIEdAAAAEiSwAwAAQIIEdgAAAEhQ0Qb2ysrKUFZWFsrLy/PdFAAAAGimaAN7RUVFqK6uDlVVVfluCgAAADRTtIEdAAAAUiawAwAAQIIEdgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASJLADAABAggR2AAAASJDADgAAAAkS2AEAACBBAjsAAAAkSGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCOn1gX7ZsWRg9enQoKysLRxxxRLj77rvz3SQAAABot26hk+vWrVuYMWNGGDZsWFi+fHkYPnx4OPHEE8Ouu+6a76YBAABA8Qb2vffeO9uiAQMGhH79+oVXX31VYAcAAKBTy/uQ+Hnz5oXx48eHgQMHhpKSkjBnzpxm51RWVoYhQ4aEnj17hpEjR4YFCxZs9loLFy4MGzduDIMGDdoBLQcAAIACDuzr1q0LQ4cOzUL55syePTtMnTo1TJs2LSxatCg7d9y4cWHlypVNzou96p/73OfCzTffvMX7W79+faitrW2yAQAAQGryHthPOOGEcOWVV4ZTTjlls7dPnz49TJo0KUycODErLDdz5sywyy67hNtuu61JCD/55JPDZZddFo4++ugt3t8111wTSktLGza98QAAAKQo74F9SzZs2JANcx87dmzDsS5dumT78+fPz/ZzuVw488wzw/HHHx/OOOOMrV7z8ssvDzU1NQ1brDIPAAAAqUk6sK9evTqbk96/f/8mx+N+rAgfPfroo9mw+Tj3PVaKj9tTTz3V4jV79OgR+vTp02QDAACA1HT6KvHHHHNMqKury3czAAAAoHh62OMSbV27dg0rVqxocjzuxyXc2iMWuYtz4svLy9vZSgAAACiywN69e/cwfPjwMHfu3IZjsTc97o8aNapd166oqAjV1dWhqqqqA1oKAAAABTYkfu3atWHJkiUN+0uXLg2LFy8Offv2DYMHD86WdJswYUIYMWJEOPLII8OMGTOypeBi1XgAAAAoVHkP7I8//ngYM2ZMw34M6FEM6bNmzQqnnXZaWLVqVbjiiiuyQnOxqNx9993XrBAdAAAAFJK8B/bRo0dnS7NtyTnnnJNtHSnOYY9brEIPAAAAqUl6Dvv2ZA47AAAAKSvawA4AAAApE9gBAAAgQQI7AAAAJKhoA3ssOFdWVhbKy8vz3RQAAABopmgDu6JzAAAApKxoAzsAAACkTGAHAACABAnsAAAAkKCiDeyKzgEAAJCyog3sis4BAACQsqIN7AAAAJAygR0AAAASJLADAABAggR2AAAASJDADgAAAAkq2sBuWTcAAABSVrSB3bJuAAAApKxoAzsAAACkTGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCBHYAAABIUNEGduuwAwAAkLKiDezWYQcAACBlRRvYAQAAIGUCOwAAACRIYAcAAIAECewAAACQIIEdAAAAEiSwAwAAQIIEdgAAAEiQwA4AAAAJKtrAXllZGcrKykJ5eXm+mwIAAADNFG1gr6ioCNXV1aGqqirfTQEAAIBmijawAwAAQMoEdgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJCgbvluAHQWb731VnjhhRfy3Yyi8vzzzzf5yY4zePDg0LNnz3w3AygQPkN3PJ+h+eMzlI5UksvlcqGI1dbWhtLS0lBTUxP69OmT7+aQsGeeeSZMnjw5382AHeLmm28OBx54YL6bARQIn6EUE5+hdGQOFdgFdlpJ7wDFRO8A0JF8hlJMfIbSkTnUkHhopfgXr29LAWDb+QwFaBtF5wAAACBBAjsAAAAkqGgDe2VlZSgrKwvl5eX5bgoAAAA0o+iconMAAAAkmEOLtocdAAAAUiawAwAAQIIEdgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASJLADAABAggR2AAAASJDADgAAAAkS2AEAACBB3UKRy+Vy2c/a2tp8NwUAAIAiUPv/58/6PNqSog/sa9asyX4OGjQo300BAACgyPJoaWlpi7eX5LYW6QtcXV1deOmll0Lv3r1DSUlJvpsDbPLNY/wybdmyZaFPnz75bg4AdBo+QyFtMYbHsD5w4MDQpUvLM9WLvoc9Pjn77rtvvpsBbEH8h4Z/bADAtvMZCunaUs96PUXnAAAAIEECOwAAACRIYAeS1aNHjzBt2rTsJwDQej5DoTAUfdE5AAAASJEedgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgB5JVWVkZhgwZEnr27BlGjhwZFixYkO8mAUDS5s2bF8aPHx8GDhwYSkpKwpw5c/LdJKAdBHYgSbNnzw5Tp07NlqRZtGhRGDp0aBg3blxYuXJlvpsGAMlat25d9pkZv/QGOj/LugFJij3q5eXl4fvf/362X1dXFwYNGhTOPffccNlll+W7eQCQvNjD/qtf/SqcfPLJ+W4K0EZ62IHkbNiwISxcuDCMHTu24ViXLl2y/fnz5+e1bQAAsKMI7EByVq9eHTZu3Bj69+/f5HjcX758ed7aBQAAO5LADgAAAAkS2IHk9OvXL3Tt2jWsWLGiyfG4P2DAgLy1CwAAdiSBHUhO9+7dw/Dhw8PcuXMbjsWic3F/1KhReW0bAADsKN122D0BbIO4pNuECRPCiBEjwpFHHhlmzJiRLVUzceLEfDcNAJK1du3asGTJkob9pUuXhsWLF4e+ffuGwYMH57VtwLazrBuQrLik23e+852s0NywYcPCDTfckC33BgBs3sMPPxzGjBnT7Hj8EnzWrFl5aRPQdgI7AAAAJMgcdgAAAEiQwA4AAAAJEtgBAAAgQQI7AAAAJEhgBwAAgAQJ7AAAAJAggR0AAAASJLADAABAggR2AChAo0ePDhdccEG7rpHL5cLkyZND3759Q0lJSVi8eHHY0c4888xw8skn7/D7BYAUdMt3AwCAjvfLX/4y7LTTTu26xn333RdmzZoVHn744bD//vuHfv36dVj7AICtE9gBoADFXvH2+te//hX23nvvcPTRR7d4zoYNG0L37t3bfV8AQHOGxANAgQ+Jv+mmm8IBBxwQevbsGfr37x8+/vGPt2oo+rnnnhteeOGFbDj8kCFDGq57zjnnZNeOPe7jxo3Ljk+fPj0cfvjhYddddw2DBg0KU6ZMCWvXrm243te//vUwbNiwJvcxY8aMhutGGzduDFOnTg277bZb2GOPPcIll1ySDcsHgGIlsANAAXv88cfDeeedF775zW+Gf/7zn9kw9w984ANb/b3vfe972e/su+++4eWXXw5VVVUNt91+++1Zr/qjjz4aZs6cmR3r0qVLuOGGG8Lf//737PYHH3wwC9zb4rrrrsuG4N92223hz3/+c3j11VfDr371qzY8agAoDIbEA0ABiz3ksdf7pJNOCr179w777bdfeO9737vV3ystLc3O79q1axgwYECT22Jv/be//e0mxxoXuIu95ldeeWU4++yzs9791oo97pdffnk49dRTs/34ZcD999/f6t8HgEKjhx0ACtiHPvShLKTHonFnnHFG+NnPfhbeeOONdl1z+PDhzY798Y9/DB/84AfDPvvskwX9eF+vvPJKq++rpqYm68kfOXJkw7Fu3bqFESNGtKutANCZCewAUMBieF60aFH4+c9/nhWQu+KKK8LQoUPD66+/3uZrxh77xv79739nPfhHHHFE+MUvfhEWLlwYKisrG4rS1Q+Z33Q++ttvv93mNgBAMRDYAaDAxZ7qsWPHZsPYn3zyySxgxznmHSUG9Lq6umwO+lFHHRUOPPDA8NJLLzU5Z8899wzLly9vEtobr+seh+DHLxQee+yxhmPvvPNOdm0AKFbmsANAAbv33nvDc889lxWa23333cPvf//7LFwfdNBBHXYf73nPe7Le8htvvDGMHz++STG6erG6/KpVq7IvDWKV+lj87v/+7/9Cnz59Gs45//zzw7e+9a1sjvzBBx+cVZ5vz0gAAOjs9LADQAGLS6T98pe/DMcff3w45JBDsiAdh8cfeuihHXYfcYh9DNfXXnttOOyww7J58tdcc02Tc+J9xwJ0cah8PH/BggXhoosuanLOl7/85Wzu+4QJE8KoUaOy4fynnHJKh7UTADqbkpwFTgEAACA5etgBAAAgQQI7ABTp+uy9evVqcYu3AwD5ZUg8ABShWIE9VotvyZAhQ7Lq8gBA/gjsAAAAkCBD4gEAACBBAjsAAAAkSGAHAACABAnsAAAAkCCBHQAAABIksAMAAECCBHYAAAAI6fn/AM5sOUFQPB+UAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Population analysis\n",
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='is_fraud', y='city_pop', data=df)\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.title('City Population by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 7. Age Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Age analysis (from dob)\n",
|
|
"df['dob'] = pd.to_datetime(df['dob'])\n",
|
|
"reference_date = pd.to_datetime('2020-06-21')\n",
|
|
"df['age'] = (reference_date - df['dob']).dt.days // 365\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12,6))\n",
|
|
"sns.boxplot(x='is_fraud', y='age', data=df)\n",
|
|
"plt.title('Age Distribution by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 8. Gender Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Gender analysis\n",
|
|
"plt.figure(figsize=(8,5))\n",
|
|
"sns.countplot(x='gender', hue='is_fraud', data=df)\n",
|
|
"plt.title('Gender Distribution by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### 9. Job Analysis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Job analysis (top jobs with fraud)\n",
|
|
"top_jobs = df['job'].value_counts().head(15).index\n",
|
|
"df_top_jobs = df[df['job'].isin(top_jobs)]\n",
|
|
"\n",
|
|
"plt.figure(figsize=(14,6))\n",
|
|
"sns.countplot(x='job', hue='is_fraud', data=df_top_jobs)\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.title('Top Jobs by Fraud Status')\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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": "3.11.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|