{ "cells": [ { "cell_type": "markdown", "id": "8d8846ec", "metadata": {}, "source": [ "## Промежуточная аттестация 2" ] }, { "cell_type": "code", "execution_count": 1, "id": "eb7db1fd", "metadata": {}, "outputs": [], "source": [ "from datasets import load_dataset\n", "from IPython.display import JSON, display\n", "\n", "import polars as pl\n", "from datetime import date\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from utils.plots import (\n", " plot_top_values,\n", " plot_financial_by_age,\n", " plot_financial_by_okved_section,\n", " plot_financial_by_region,\n", " plot_financial_by_flags,\n", " plot_categorical_correlation,\n", ")\n", "\n", "from utils.rfsd_loader import RFSDLoader\n", "\n", "from utils.preprocessing import (\n", " summarize_missing_parquet_datasets,\n", " find_least_missing_parquet_dataset,\n", " get_missing_info,\n", " clean_dataset,\n", ")\n", "\n", "from utils.financial_utils import (\n", " analyze_financial_by_age,\n", " analyze_financial_by_okved_section,\n", " analyze_financial_by_region,\n", " analyze_financial_by_flags,\n", ")\n", "\n", "from utils.categorical_correlation import categorical_correlation\n", "\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "pl.Config.set_tbl_rows(1000000)\n", "plt.rcParams[\"figure.figsize\"] = (12, 8)" ] }, { "cell_type": "markdown", "id": "5404ad1e", "metadata": {}, "source": [ "## 0. Знакомимся с данными. Загрузка данных через load_dataset" ] }, { "cell_type": "code", "execution_count": 2, "id": "358cd1ac", "metadata": {}, "outputs": [], "source": [ "RFSD = load_dataset(\n", " \"irlspbru/RFSD\",\n", " streaming=True,\n", ")" ] }, { "cell_type": "markdown", "id": "37251b41", "metadata": {}, "source": [ "Посмотрим на схему данных. Выведем только первые 4-е." ] }, { "cell_type": "code", "execution_count": 3, "id": "0f484b20", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пример 0: {'inn': '0100000036', 'ogrn': '1020100002394', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(1990, 12, 10), 'dissolution_date': datetime.date(2023, 4, 4), 'age': 21.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 0.0, 'simplified': None, 'articulated': None, 'totals_adjustment': None, 'outlier': 0.0, 'okved': '64.19', 'okved_section': 'K', 'okpo': None, 'okopf': '12267', 'okogu': '1500010', 'okfc': '42', 'oktmo': '79701000001', 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': None, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': None, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': None, 'line_1210': None, 'line_1220': None, 'line_1230': None, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': None, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': None, 'line_1510': None, 'line_1520': None, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': None, 'line_1700': None, 'line_2100': None, 'line_2110': None, 'line_2120': None, 'line_2200': None, 'line_2210': None, 'line_2220': None, 'line_2300': None, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': None, 'line_2410': None, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': None, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n", "Пример 1: {'inn': '0100000090', 'ogrn': '1110105000686', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(1992, 10, 6), 'dissolution_date': datetime.date(2011, 2, 10), 'age': 19.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 0.0, 'simplified': None, 'articulated': None, 'totals_adjustment': None, 'outlier': 0.0, 'okved': None, 'okved_section': None, 'okpo': None, 'okopf': None, 'okogu': None, 'okfc': None, 'oktmo': None, 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': None, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': None, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': None, 'line_1210': None, 'line_1220': None, 'line_1230': None, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': None, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': None, 'line_1510': None, 'line_1520': None, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': None, 'line_1700': None, 'line_2100': None, 'line_2110': None, 'line_2120': None, 'line_2200': None, 'line_2210': None, 'line_2220': None, 'line_2300': None, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': None, 'line_2410': None, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': None, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n", "Пример 2: {'inn': '0100000237', 'ogrn': '1120105002720', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(1994, 3, 1), 'dissolution_date': datetime.date(2012, 11, 23), 'age': 17.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 0.0, 'simplified': None, 'articulated': None, 'totals_adjustment': None, 'outlier': 0.0, 'okved': None, 'okved_section': None, 'okpo': None, 'okopf': None, 'okogu': None, 'okfc': None, 'oktmo': None, 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': None, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': None, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': None, 'line_1210': None, 'line_1220': None, 'line_1230': None, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': None, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': None, 'line_1510': None, 'line_1520': None, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': None, 'line_1700': None, 'line_2100': None, 'line_2110': None, 'line_2120': None, 'line_2200': None, 'line_2210': None, 'line_2220': None, 'line_2300': None, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': None, 'line_2410': None, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': None, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n", "Пример 3: {'inn': '0100000244', 'ogrn': '1090105000150', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(1994, 6, 20), 'dissolution_date': datetime.date(2013, 1, 14), 'age': 17.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 0.0, 'simplified': None, 'articulated': None, 'totals_adjustment': None, 'outlier': 0.0, 'okved': None, 'okved_section': None, 'okpo': None, 'okopf': '12267', 'okogu': None, 'okfc': None, 'oktmo': None, 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': None, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': None, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': None, 'line_1210': None, 'line_1220': None, 'line_1230': None, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': None, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': None, 'line_1510': None, 'line_1520': None, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': None, 'line_1700': None, 'line_2100': None, 'line_2110': None, 'line_2120': None, 'line_2200': None, 'line_2210': None, 'line_2220': None, 'line_2300': None, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': None, 'line_2410': None, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': None, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n", "Пример 4: {'inn': '0100000251', 'ogrn': '1170105000152', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(1994, 5, 25), 'dissolution_date': datetime.date(2017, 1, 26), 'age': 17.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 0.0, 'simplified': None, 'articulated': None, 'totals_adjustment': None, 'outlier': 0.0, 'okved': None, 'okved_section': None, 'okpo': None, 'okopf': '12300', 'okogu': None, 'okfc': None, 'oktmo': None, 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': None, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': None, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': None, 'line_1210': None, 'line_1220': None, 'line_1230': None, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': None, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': None, 'line_1510': None, 'line_1520': None, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': None, 'line_1700': None, 'line_2100': None, 'line_2110': None, 'line_2120': None, 'line_2200': None, 'line_2210': None, 'line_2220': None, 'line_2300': None, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': None, 'line_2410': None, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': None, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n", "Пример 5: {'inn': '0101000021', 'ogrn': '1060101004149', 'region': 'adygeya', 'region_taxcode': '0100', 'creation_date': datetime.date(2006, 12, 22), 'dissolution_date': None, 'age': 5.0, 'eligible': 1.0, 'exemption_criteria': 'none', 'financial': 0.0, 'filed': 0.0, 'imputed': 1.0, 'simplified': 1.0, 'articulated': 1.0, 'totals_adjustment': 1.0, 'outlier': 0.0, 'okved': '47.73', 'okved_section': 'G', 'okpo': None, 'okopf': '12300', 'okogu': '4210014', 'okfc': '16', 'oktmo': '79615408101', 'lon': None, 'lat': None, 'geocoding_quality': None, 'line_1100': 10.0, 'line_1110': None, 'line_1120': None, 'line_1130': None, 'line_1140': None, 'line_1150': 10.0, 'line_1160': None, 'line_1170': None, 'line_1180': None, 'line_1190': None, 'line_1200': 425.0, 'line_1210': 400.0, 'line_1220': None, 'line_1230': 25.0, 'line_1240': None, 'line_1250': None, 'line_1260': None, 'line_1300': 45.0, 'line_1310': None, 'line_1320': None, 'line_1340': None, 'line_1350': None, 'line_1360': None, 'line_1370': None, 'line_1400': None, 'line_1410': None, 'line_1420': None, 'line_1430': None, 'line_1450': None, 'line_1500': 390.0, 'line_1510': None, 'line_1520': 390.0, 'line_1530': None, 'line_1540': None, 'line_1550': None, 'line_1600': 435.0, 'line_1700': 435.0, 'line_2100': None, 'line_2110': 3240.0, 'line_2120': -3187.0, 'line_2200': 53.0, 'line_2210': None, 'line_2220': None, 'line_2300': 53.0, 'line_2310': None, 'line_2320': None, 'line_2330': None, 'line_2340': None, 'line_2350': None, 'line_2400': 35.0, 'line_2410': -18.0, 'line_2411': None, 'line_2412': None, 'line_2421': None, 'line_2430': None, 'line_2450': None, 'line_2460': None, 'line_2500': 35.0, 'line_2510': None, 'line_2520': None, 'line_2530': None, 'line_2900': None, 'line_2910': None, 'line_3100': None, 'line_3200': None, 'line_3210': None, 'line_3211': None, 'line_3212': None, 'line_3213': None, 'line_3214': None, 'line_3215': None, 'line_3216': None, 'line_321x': None, 'line_3220': None, 'line_3221': None, 'line_3222': None, 'line_3223': None, 'line_3224': None, 'line_3225': None, 'line_3226': None, 'line_3227': None, 'line_322x': None, 'line_3230': None, 'line_3240': None, 'line_3300': None, 'line_3310': None, 'line_3311': None, 'line_3312': None, 'line_3313': None, 'line_3314': None, 'line_3315': None, 'line_3316': None, 'line_331x': None, 'line_3320': None, 'line_3321': None, 'line_3322': None, 'line_3323': None, 'line_3324': None, 'line_3325': None, 'line_3326': None, 'line_3327': None, 'line_332x': None, 'line_3330': None, 'line_3340': None, 'line_3400': None, 'line_3401': None, 'line_3402': None, 'line_3410': None, 'line_3411': None, 'line_3412': None, 'line_3420': None, 'line_3421': None, 'line_3422': None, 'line_3500': None, 'line_3501': None, 'line_3502': None, 'line_3600': None, 'line_4100': None, 'line_4110': None, 'line_4111': None, 'line_4112': None, 'line_4113': None, 'line_4119': None, 'line_411x': None, 'line_4120': None, 'line_4121': None, 'line_4122': None, 'line_4123': None, 'line_4124': None, 'line_4129': None, 'line_412x': None, 'line_4200': None, 'line_4210': None, 'line_4211': None, 'line_4212': None, 'line_4213': None, 'line_4214': None, 'line_4219': None, 'line_421x': None, 'line_4220': None, 'line_4221': None, 'line_4222': None, 'line_4223': None, 'line_4224': None, 'line_4229': None, 'line_422x': None, 'line_4300': None, 'line_4310': None, 'line_4311': None, 'line_4312': None, 'line_4313': None, 'line_4314': None, 'line_4319': None, 'line_431x': None, 'line_4320': None, 'line_4321': None, 'line_4322': None, 'line_4323': None, 'line_4329': None, 'line_432x': None, 'line_4400': None, 'line_4450': None, 'line_4490': None, 'line_4500': None, 'line_6100': None, 'line_6200': None, 'line_6210': None, 'line_6215': None, 'line_6220': None, 'line_6230': None, 'line_6240': None, 'line_6250': None, 'line_6300': None, 'line_6310': None, 'line_6311': None, 'line_6312': None, 'line_6313': None, 'line_6320': None, 'line_6321': None, 'line_6322': None, 'line_6323': None, 'line_6324': None, 'line_6325': None, 'line_6326': None, 'line_6330': None, 'line_6350': None, 'line_6400': None}\n" ] } ], "source": [ "for i, ex in enumerate(RFSD[\"train\"]):\n", " print(f\"Пример {i}:\", ex)\n", " if i > 4:\n", " break" ] }, { "cell_type": "markdown", "id": "ba0410d6", "metadata": {}, "source": [ "Посмотрим на схему на примере нескольких ключей" ] }, { "cell_type": "code", "execution_count": 4, "id": "a9400ac3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'inn'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/json": { "_type": "Value", "dtype": "string" }, "text/plain": [ "" ] }, "metadata": { "application/json": { "expanded": true, "root": "root" } }, "output_type": "display_data" }, { "data": { "text/plain": [ "'ogrn'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/json": { "_type": "Value", "dtype": "string" }, "text/plain": [ "" ] }, "metadata": { "application/json": { "expanded": true, "root": "root" } }, "output_type": "display_data" }, { "data": { "text/plain": [ "'region'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/json": { "_type": "Value", "dtype": "string" }, "text/plain": [ "" ] }, "metadata": { "application/json": { "expanded": true, "root": "root" } }, "output_type": "display_data" }, { "data": { "text/plain": [ "'region_taxcode'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/json": { "_type": "Value", "dtype": "string" }, "text/plain": [ "" ] }, "metadata": { "application/json": { "expanded": true, "root": "root" } }, "output_type": "display_data" } ], "source": [ "scheme = RFSD[\"train\"].features.to_dict()\n", "\n", "for key in list(scheme.keys())[:4]:\n", " display(key, JSON(scheme[key], expanded=True))" ] }, { "cell_type": "markdown", "id": "31135e9e", "metadata": {}, "source": [ "## 1. Загрузка данных. Просмотр структуры, выбор финального датасета для анализа" ] }, { "cell_type": "code", "execution_count": 6, "id": "77cc84be", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "60f04aaba16544d192b9ba921b55230c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Downloading bytes: | 0.00B " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "43f2d8bc5dc74c9eb7d520da20dca078", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Reconstructing (incomplete total...): | | 0.00B / 0.00B " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6b947c4bbdd74acfa677c58d91dae99f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fetching 16 files: 0%| | 0/16 [00:00\n", "shape: (213, 3)

column	count_missing	count_missing_percent
str	u32	f64
"PL_tax_liab"	3170560	100.0
"PL_change_def_tax_liab"	3170560	100.0
"PL_change_def_tax_assets"	3170560	100.0
"PL_basic_earnings_share"	3170560	100.0
"PL_diluted_earnings_share"	3170560	100.0
"Ep_incr_share_value"	3170560	100.0
"Ep_change_reserve"	3170560	100.0
"E_incr_share_value"	3170560	100.0
"E_change_add"	3170560	100.0
"E_change_reserve"	3170560	100.0
"ADJ_equity_before"	3170560	100.0
"ADJ_undistr_profit_before"	3170560	100.0
"ADJ_other_equity_before"	3170560	100.0
"ADJ_policy"	3170560	100.0
"ADJ_undistr_profit_policy"	3170560	100.0
"ADJ_other_equity_policy"	3170560	100.0
"ADJ_error"	3170560	100.0
"ADJ_undistr_profit_errors"	3170560	100.0
"ADJ_other_equity_errors"	3170560	100.0
"ADJ_equity_after"	3170560	100.0
"ADJ_undistr_profit_after"	3170560	100.0
"ADJ_other_equity_after"	3170560	100.0
"CFi_fin_special"	3167749	99.911341
"CFi_invest_special"	3167528	99.90437
"CFo_invest_special"	3167468	99.902478
"Ep_incr_reorg"	3165365	99.836149
"Ep_incr_add_share_issue"	3164989	99.82429
"Ep_decr_reorg"	3164504	99.808993
"Ep_decr_shares_number"	3163446	99.775623
"Ep_decr_share_value"	3163360	99.772911
"CFo_fin_special"	3162942	99.759727
"Ep_incr_asset_reval"	3162824	99.756005
"Ep_decr_special"	3162322	99.740172
"E_decr_special"	3162322	99.740172
"Ep_decr_asset_reval"	3161513	99.714656
"PU_entrance"	3161100	99.70163
"Ep_incr_income"	3159284	99.644353
"PU_conference"	3157885	99.600228
"E_incr_add_share_issue"	3157507	99.588306
"E_incr_reorg"	3157401	99.584963
"PU_travel"	3157236	99.579759
"E_decr_reorg"	3156517	99.557081
"PU_repairs"	3156242	99.548408
"CFi_bond_issuance"	3155880	99.53699
"E_decr_shares_number"	3155818	99.535035
"E_decr_share_value"	3155778	99.533773
"PL_income_tax_operations"	3155529	99.52592
"E_incr_asset_reval"	3155232	99.516552
"Ep_incr_other"	3155076	99.511632
"E_incr_other"	3155076	99.511632
"CFi_resale_invest"	3154887	99.505671
"CFi_share_issuance"	3154606	99.496808
"PU_nonlabor"	3154427	99.491162
"PU_aid"	3154337	99.488324
"CFi_firm_specific"	3154303	99.487251
"E_decr_asset_reval"	3154045	99.479114
"PU_voluntary"	3153815	99.47186
"CFi_sale_shares"	3152867	99.44196
"Ep_decr_expenses"	3152804	99.439973
"PL_other_operations"	3152036	99.41575
"E_incr_income"	3151712	99.405531
"CFo_interest_payments"	3150728	99.374495
"CFo_payments_owners"	3150079	99.354026
"E_decr_expenses"	3146050	99.22695
"CFo_acquisition_shares"	3145676	99.215154
"CFi_invest_other"	3143800	99.155985
"PU_maintenance"	3143732	99.15384
"CFo_special"	3141367	99.079248
"CFo_invest_other"	3141182	99.073413
"PU_other_events"	3139797	99.02973
"PU_acquisition_assets"	3136667	98.931009
"PU_membership_fees"	3135991	98.909688
"PL_reval"	3134681	98.86837
"CFi_fin_other"	3133926	98.844557
"C_foreign_currency_impact"	3133309	98.825097
"PU_other_administrative"	3132265	98.792169
"CFi_sale_noncurrent_assets"	3131711	98.774696
"B_tangible_exploration"	3131518	98.768609
"B_intangible_exploration"	3130417	98.733883
"B_provision_liab"	3129019	98.68979
"B_research_development"	3128784	98.682378
"PU_labor"	3126672	98.615765
"CFi_owner_contributions"	3126383	98.60665
"CFi_payments"	3126341	98.605325
"B_treasury_shares"	3125481	98.578201
"PL_income_participation"	3124316	98.541456
"Ep_decr_dividends"	3123518	98.516287
"PU_income_activities"	3119412	98.386783
"CFo_fin_other"	3118162	98.347358
"CFi_dividends_interest"	3117734	98.333859
"B_reval_assets"	3115892	98.275762
"PU_income_other"	3113409	98.197448
"PU_administrative"	3112142	98.157486
"E_decr_dividends"	3111804	98.146826
"B_tangible_invest"	3109405	98.071161
"CFo_acquisition_assets"	3106501	97.979568
"CFo_payments_dividends"	3103117	97.872836
"Ep_decr_loss"	3100568	97.79244
"CFi_loan_repayments"	3094460	97.599793
"B_def_income"	3092723	97.545008
"PU_other_expenses"	3090825	97.485145
"CFo_acquisition_debt"	3089442	97.441525
"E_decr_loss"	3088483	97.411278
"CFo_interest"	3083169	97.243673
"PU_designated_2"	3080739	97.16703
"B_reserve_capital"	3071410	96.872792
"B_other_noncurrent_assets"	3066708	96.72449
"CFi_invest"	3063349	96.618547
"PU_designated"	3062181	96.581708
"CFo_invest"	3052742	96.284
"CFo_debt_repayments"	3052278	96.269366
"B_intangible_assets"	3051631	96.248959
"Ep_decr"	3044153	96.013102
"B_provision_liab_2"	3043001	95.976768
"CFi_loans"	3041134	95.917882
"B_def_tax_liab"	3035558	95.742014
"CF_balance_invest"	3033414	95.674392
"CFo_income_tax"	3030554	95.584187
"PL_def_income_tax"	3029134	95.5394
"E_decr"	3026949	95.470485
"B_def_tax_assets"	3018097	95.191291
"CFi_fin"	3017210	95.163315
"PU_total_received"	3015817	95.11938
"PU_total_expenses"	3015444	95.107615
"CFo_fin"	3012480	95.01413
"Ep_incr_net_profit"	3006507	94.825741
"E_incr_net_profit"	2993856	94.426726
"PL_other_factors"	2990967	94.335606
"Ep_incr"	2988704	94.264231
"CF_balance_fin"	2980295	93.99901
"E_incr"	2972031	93.738362
"CFi_other"	2957764	93.288378
"CFi_sales"	2956106	93.236084
"B_add_capital"	2955288	93.210285
"Ep_change_add"	2950124	93.047411
"PL_interest_receivable"	2950034	93.044573
"CFo_labor"	2942446	92.805246
"CFi_operating"	2927089	92.320883
"CFo_other"	2927043	92.319433
"B_other_liab_2"	2926491	92.302022
"CFo_materials"	2925637	92.275087
"B_fin_invest_2"	2920152	92.102089
"CFo_operating"	2913378	91.888436
"CF_balance_operating"	2911955	91.843554
"PL_commercial_expenses"	2907731	91.710329
"Epp_equity"	2905363	91.635642
"Ep_equity"	2905363	91.635642
"E_equity"	2905363	91.635642
"B_vat_receivable"	2900770	91.490778
"B_fin_invest"	2866664	90.415069
"B_other_current"	2854753	90.039394
"CF_balance"	2832485	89.337057
"C_balance_start"	2832485	89.337057
"C_balance_end"	2832485	89.337057
"PL_management_expenses"	2831413	89.303246
"B_other_liab"	2820219	88.950185
"PL_current_income_tax"	2786166	87.876148
"dissolution_date"	2780179	87.687317
"PU_start"	2756089	86.927514
"PU_remaining"	2756089	86.927514
"PL_interest_payable"	2739836	86.414892
"PL_gross_profit"	2549979	80.42677
"B_retained_earnings"	2528860	79.760673
"B_charter_capital"	2486988	78.440023
"NA_net_assets"	2421433	76.372407
"B_shortterm_debt"	2394060	75.509058
"B_longterm_debt"	2350484	74.134664
"B_longterm_liab"	2199318	69.366863
"B_fixed_assets"	2188300	69.019353
"PL_other_income"	2060089	64.975556
"B_noncurrent_assets"	2055343	64.825867
"B_inventories"	1783627	56.255898
"PL_income_tax"	1663047	52.452784
"PL_other_expenses"	1529659	48.245704
"PL_revenue"	1504279	47.445215
"PL_cost_of_sales"	1497432	47.229259
"PL_profit_from_sales"	1457486	45.969356
"B_shortterm_payables"	1345972	42.452185
"PL_before_tax"	1345274	42.43017
"PL_net_profit"	1323040	41.728906
"B_accounts_receivable"	1308620	41.274097
"B_shortterm_liab"	1287101	40.595384
"PL_total"	1254952	39.581399
"B_cash_equivalents"	1210356	38.174833
"B_total_equity"	1122862	35.415258
"B_current_assets"	1076763	33.961288
"simplified"	921370	29.060166
"articulated"	921370	29.060166
"totals_adjustment"	921370	29.060166
"B_assets"	921370	29.060166
"B_liab"	921370	29.060166
"okpo"	233455	7.36321
"lon"	43145	1.360801
"lat"	43145	1.360801
"geocoding_quality"	43145	1.360801
"okved"	14384	0.453674
"okved_section"	14384	0.453674
"okogu"	13160	0.415069
"oktmo"	13158	0.415006
"okfc"	5035	0.158805
"okopf"	570	0.017978
"region_taxcode"	4	0.000126
"inn"	1	0.000032
"ogrn"	0	0.0
"region"	0	0.0
"creation_date"	0	0.0
"age"	0	0.0
"eligible"	0	0.0
"exemption_criteria"	0	0.0
"financial"	0	0.0
"filed"	0	0.0
"imputed"	0	0.0
"outlier"	0	0.0

" ], "text/plain": [ "shape: (213, 3)\n", "┌────────────────────────────┬───────────────┬───────────────────────┐\n", "│ column ┆ count_missing ┆ count_missing_percent │\n", "│ --- ┆ --- ┆ --- │\n", "│ str ┆ u32 ┆ f64 │\n", "╞════════════════════════════╪═══════════════╪═══════════════════════╡\n", "│ PL_tax_liab ┆ 3170560 ┆ 100.0 │\n", "│ PL_change_def_tax_liab ┆ 3170560 ┆ 100.0 │\n", "│ PL_change_def_tax_assets ┆ 3170560 ┆ 100.0 │\n", "│ PL_basic_earnings_share ┆ 3170560 ┆ 100.0 │\n", "│ PL_diluted_earnings_share ┆ 3170560 ┆ 100.0 │\n", "│ Ep_incr_share_value ┆ 3170560 ┆ 100.0 │\n", "│ Ep_change_reserve ┆ 3170560 ┆ 100.0 │\n", "│ E_incr_share_value ┆ 3170560 ┆ 100.0 │\n", "│ E_change_add ┆ 3170560 ┆ 100.0 │\n", "│ E_change_reserve ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_equity_before ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_undistr_profit_before ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_other_equity_before ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_policy ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_undistr_profit_policy ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_other_equity_policy ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_error ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_undistr_profit_errors ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_other_equity_errors ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_equity_after ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_undistr_profit_after ┆ 3170560 ┆ 100.0 │\n", "│ ADJ_other_equity_after ┆ 3170560 ┆ 100.0 │\n", "│ CFi_fin_special ┆ 3167749 ┆ 99.911341 │\n", "│ CFi_invest_special ┆ 3167528 ┆ 99.90437 │\n", "│ CFo_invest_special ┆ 3167468 ┆ 99.902478 │\n", "│ Ep_incr_reorg ┆ 3165365 ┆ 99.836149 │\n", "│ Ep_incr_add_share_issue ┆ 3164989 ┆ 99.82429 │\n", "│ Ep_decr_reorg ┆ 3164504 ┆ 99.808993 │\n", "│ Ep_decr_shares_number ┆ 3163446 ┆ 99.775623 │\n", "│ Ep_decr_share_value ┆ 3163360 ┆ 99.772911 │\n", "│ CFo_fin_special ┆ 3162942 ┆ 99.759727 │\n", "│ Ep_incr_asset_reval ┆ 3162824 ┆ 99.756005 │\n", "│ Ep_decr_special ┆ 3162322 ┆ 99.740172 │\n", "│ E_decr_special ┆ 3162322 ┆ 99.740172 │\n", "│ Ep_decr_asset_reval ┆ 3161513 ┆ 99.714656 │\n", "│ PU_entrance ┆ 3161100 ┆ 99.70163 │\n", "│ Ep_incr_income ┆ 3159284 ┆ 99.644353 │\n", "│ PU_conference ┆ 3157885 ┆ 99.600228 │\n", "│ E_incr_add_share_issue ┆ 3157507 ┆ 99.588306 │\n", "│ E_incr_reorg ┆ 3157401 ┆ 99.584963 │\n", "│ PU_travel ┆ 3157236 ┆ 99.579759 │\n", "│ E_decr_reorg ┆ 3156517 ┆ 99.557081 │\n", "│ PU_repairs ┆ 3156242 ┆ 99.548408 │\n", "│ CFi_bond_issuance ┆ 3155880 ┆ 99.53699 │\n", "│ E_decr_shares_number ┆ 3155818 ┆ 99.535035 │\n", "│ E_decr_share_value ┆ 3155778 ┆ 99.533773 │\n", "│ PL_income_tax_operations ┆ 3155529 ┆ 99.52592 │\n", "│ E_incr_asset_reval ┆ 3155232 ┆ 99.516552 │\n", "│ Ep_incr_other ┆ 3155076 ┆ 99.511632 │\n", "│ E_incr_other ┆ 3155076 ┆ 99.511632 │\n", "│ CFi_resale_invest ┆ 3154887 ┆ 99.505671 │\n", "│ CFi_share_issuance ┆ 3154606 ┆ 99.496808 │\n", "│ PU_nonlabor ┆ 3154427 ┆ 99.491162 │\n", "│ PU_aid ┆ 3154337 ┆ 99.488324 │\n", "│ CFi_firm_specific ┆ 3154303 ┆ 99.487251 │\n", "│ E_decr_asset_reval ┆ 3154045 ┆ 99.479114 │\n", "│ PU_voluntary ┆ 3153815 ┆ 99.47186 │\n", "│ CFi_sale_shares ┆ 3152867 ┆ 99.44196 │\n", "│ Ep_decr_expenses ┆ 3152804 ┆ 99.439973 │\n", "│ PL_other_operations ┆ 3152036 ┆ 99.41575 │\n", "│ E_incr_income ┆ 3151712 ┆ 99.405531 │\n", "│ CFo_interest_payments ┆ 3150728 ┆ 99.374495 │\n", "│ CFo_payments_owners ┆ 3150079 ┆ 99.354026 │\n", "│ E_decr_expenses ┆ 3146050 ┆ 99.22695 │\n", "│ CFo_acquisition_shares ┆ 3145676 ┆ 99.215154 │\n", "│ CFi_invest_other ┆ 3143800 ┆ 99.155985 │\n", "│ PU_maintenance ┆ 3143732 ┆ 99.15384 │\n", "│ CFo_special ┆ 3141367 ┆ 99.079248 │\n", "│ CFo_invest_other ┆ 3141182 ┆ 99.073413 │\n", "│ PU_other_events ┆ 3139797 ┆ 99.02973 │\n", "│ PU_acquisition_assets ┆ 3136667 ┆ 98.931009 │\n", "│ PU_membership_fees ┆ 3135991 ┆ 98.909688 │\n", "│ PL_reval ┆ 3134681 ┆ 98.86837 │\n", "│ CFi_fin_other ┆ 3133926 ┆ 98.844557 │\n", "│ C_foreign_currency_impact ┆ 3133309 ┆ 98.825097 │\n", "│ PU_other_administrative ┆ 3132265 ┆ 98.792169 │\n", "│ CFi_sale_noncurrent_assets ┆ 3131711 ┆ 98.774696 │\n", "│ B_tangible_exploration ┆ 3131518 ┆ 98.768609 │\n", "│ B_intangible_exploration ┆ 3130417 ┆ 98.733883 │\n", "│ B_provision_liab ┆ 3129019 ┆ 98.68979 │\n", "│ B_research_development ┆ 3128784 ┆ 98.682378 │\n", "│ PU_labor ┆ 3126672 ┆ 98.615765 │\n", "│ CFi_owner_contributions ┆ 3126383 ┆ 98.60665 │\n", "│ CFi_payments ┆ 3126341 ┆ 98.605325 │\n", "│ B_treasury_shares ┆ 3125481 ┆ 98.578201 │\n", "│ PL_income_participation ┆ 3124316 ┆ 98.541456 │\n", "│ Ep_decr_dividends ┆ 3123518 ┆ 98.516287 │\n", "│ PU_income_activities ┆ 3119412 ┆ 98.386783 │\n", "│ CFo_fin_other ┆ 3118162 ┆ 98.347358 │\n", "│ CFi_dividends_interest ┆ 3117734 ┆ 98.333859 │\n", "│ B_reval_assets ┆ 3115892 ┆ 98.275762 │\n", "│ PU_income_other ┆ 3113409 ┆ 98.197448 │\n", "│ PU_administrative ┆ 3112142 ┆ 98.157486 │\n", "│ E_decr_dividends ┆ 3111804 ┆ 98.146826 │\n", "│ B_tangible_invest ┆ 3109405 ┆ 98.071161 │\n", "│ CFo_acquisition_assets ┆ 3106501 ┆ 97.979568 │\n", "│ CFo_payments_dividends ┆ 3103117 ┆ 97.872836 │\n", "│ Ep_decr_loss ┆ 3100568 ┆ 97.79244 │\n", "│ CFi_loan_repayments ┆ 3094460 ┆ 97.599793 │\n", "│ B_def_income ┆ 3092723 ┆ 97.545008 │\n", "│ PU_other_expenses ┆ 3090825 ┆ 97.485145 │\n", "│ CFo_acquisition_debt ┆ 3089442 ┆ 97.441525 │\n", "│ E_decr_loss ┆ 3088483 ┆ 97.411278 │\n", "│ CFo_interest ┆ 3083169 ┆ 97.243673 │\n", "│ PU_designated_2 ┆ 3080739 ┆ 97.16703 │\n", "│ B_reserve_capital ┆ 3071410 ┆ 96.872792 │\n", "│ B_other_noncurrent_assets ┆ 3066708 ┆ 96.72449 │\n", "│ CFi_invest ┆ 3063349 ┆ 96.618547 │\n", "│ PU_designated ┆ 3062181 ┆ 96.581708 │\n", "│ CFo_invest ┆ 3052742 ┆ 96.284 │\n", "│ CFo_debt_repayments ┆ 3052278 ┆ 96.269366 │\n", "│ B_intangible_assets ┆ 3051631 ┆ 96.248959 │\n", "│ Ep_decr ┆ 3044153 ┆ 96.013102 │\n", "│ B_provision_liab_2 ┆ 3043001 ┆ 95.976768 │\n", "│ CFi_loans ┆ 3041134 ┆ 95.917882 │\n", "│ B_def_tax_liab ┆ 3035558 ┆ 95.742014 │\n", "│ CF_balance_invest ┆ 3033414 ┆ 95.674392 │\n", "│ CFo_income_tax ┆ 3030554 ┆ 95.584187 │\n", "│ PL_def_income_tax ┆ 3029134 ┆ 95.5394 │\n", "│ E_decr ┆ 3026949 ┆ 95.470485 │\n", "│ B_def_tax_assets ┆ 3018097 ┆ 95.191291 │\n", "│ CFi_fin ┆ 3017210 ┆ 95.163315 │\n", "│ PU_total_received ┆ 3015817 ┆ 95.11938 │\n", "│ PU_total_expenses ┆ 3015444 ┆ 95.107615 │\n", "│ CFo_fin ┆ 3012480 ┆ 95.01413 │\n", "│ Ep_incr_net_profit ┆ 3006507 ┆ 94.825741 │\n", "│ E_incr_net_profit ┆ 2993856 ┆ 94.426726 │\n", "│ PL_other_factors ┆ 2990967 ┆ 94.335606 │\n", "│ Ep_incr ┆ 2988704 ┆ 94.264231 │\n", "│ CF_balance_fin ┆ 2980295 ┆ 93.99901 │\n", "│ E_incr ┆ 2972031 ┆ 93.738362 │\n", "│ CFi_other ┆ 2957764 ┆ 93.288378 │\n", "│ CFi_sales ┆ 2956106 ┆ 93.236084 │\n", "│ B_add_capital ┆ 2955288 ┆ 93.210285 │\n", "│ Ep_change_add ┆ 2950124 ┆ 93.047411 │\n", "│ PL_interest_receivable ┆ 2950034 ┆ 93.044573 │\n", "│ CFo_labor ┆ 2942446 ┆ 92.805246 │\n", "│ CFi_operating ┆ 2927089 ┆ 92.320883 │\n", "│ CFo_other ┆ 2927043 ┆ 92.319433 │\n", "│ B_other_liab_2 ┆ 2926491 ┆ 92.302022 │\n", "│ CFo_materials ┆ 2925637 ┆ 92.275087 │\n", "│ B_fin_invest_2 ┆ 2920152 ┆ 92.102089 │\n", "│ CFo_operating ┆ 2913378 ┆ 91.888436 │\n", "│ CF_balance_operating ┆ 2911955 ┆ 91.843554 │\n", "│ PL_commercial_expenses ┆ 2907731 ┆ 91.710329 │\n", "│ Epp_equity ┆ 2905363 ┆ 91.635642 │\n", "│ Ep_equity ┆ 2905363 ┆ 91.635642 │\n", "│ E_equity ┆ 2905363 ┆ 91.635642 │\n", "│ B_vat_receivable ┆ 2900770 ┆ 91.490778 │\n", "│ B_fin_invest ┆ 2866664 ┆ 90.415069 │\n", "│ B_other_current ┆ 2854753 ┆ 90.039394 │\n", "│ CF_balance ┆ 2832485 ┆ 89.337057 │\n", "│ C_balance_start ┆ 2832485 ┆ 89.337057 │\n", "│ C_balance_end ┆ 2832485 ┆ 89.337057 │\n", "│ PL_management_expenses ┆ 2831413 ┆ 89.303246 │\n", "│ B_other_liab ┆ 2820219 ┆ 88.950185 │\n", "│ PL_current_income_tax ┆ 2786166 ┆ 87.876148 │\n", "│ dissolution_date ┆ 2780179 ┆ 87.687317 │\n", "│ PU_start ┆ 2756089 ┆ 86.927514 │\n", "│ PU_remaining ┆ 2756089 ┆ 86.927514 │\n", "│ PL_interest_payable ┆ 2739836 ┆ 86.414892 │\n", "│ PL_gross_profit ┆ 2549979 ┆ 80.42677 │\n", "│ B_retained_earnings ┆ 2528860 ┆ 79.760673 │\n", "│ B_charter_capital ┆ 2486988 ┆ 78.440023 │\n", "│ NA_net_assets ┆ 2421433 ┆ 76.372407 │\n", "│ B_shortterm_debt ┆ 2394060 ┆ 75.509058 │\n", "│ B_longterm_debt ┆ 2350484 ┆ 74.134664 │\n", "│ B_longterm_liab ┆ 2199318 ┆ 69.366863 │\n", "│ B_fixed_assets ┆ 2188300 ┆ 69.019353 │\n", "│ PL_other_income ┆ 2060089 ┆ 64.975556 │\n", "│ B_noncurrent_assets ┆ 2055343 ┆ 64.825867 │\n", "│ B_inventories ┆ 1783627 ┆ 56.255898 │\n", "│ PL_income_tax ┆ 1663047 ┆ 52.452784 │\n", "│ PL_other_expenses ┆ 1529659 ┆ 48.245704 │\n", "│ PL_revenue ┆ 1504279 ┆ 47.445215 │\n", "│ PL_cost_of_sales ┆ 1497432 ┆ 47.229259 │\n", "│ PL_profit_from_sales ┆ 1457486 ┆ 45.969356 │\n", "│ B_shortterm_payables ┆ 1345972 ┆ 42.452185 │\n", "│ PL_before_tax ┆ 1345274 ┆ 42.43017 │\n", "│ PL_net_profit ┆ 1323040 ┆ 41.728906 │\n", "│ B_accounts_receivable ┆ 1308620 ┆ 41.274097 │\n", "│ B_shortterm_liab ┆ 1287101 ┆ 40.595384 │\n", "│ PL_total ┆ 1254952 ┆ 39.581399 │\n", "│ B_cash_equivalents ┆ 1210356 ┆ 38.174833 │\n", "│ B_total_equity ┆ 1122862 ┆ 35.415258 │\n", "│ B_current_assets ┆ 1076763 ┆ 33.961288 │\n", "│ simplified ┆ 921370 ┆ 29.060166 │\n", "│ articulated ┆ 921370 ┆ 29.060166 │\n", "│ totals_adjustment ┆ 921370 ┆ 29.060166 │\n", "│ B_assets ┆ 921370 ┆ 29.060166 │\n", "│ B_liab ┆ 921370 ┆ 29.060166 │\n", "│ okpo ┆ 233455 ┆ 7.36321 │\n", "│ lon ┆ 43145 ┆ 1.360801 │\n", "│ lat ┆ 43145 ┆ 1.360801 │\n", "│ geocoding_quality ┆ 43145 ┆ 1.360801 │\n", "│ okved ┆ 14384 ┆ 0.453674 │\n", "│ okved_section ┆ 14384 ┆ 0.453674 │\n", "│ okogu ┆ 13160 ┆ 0.415069 │\n", "│ oktmo ┆ 13158 ┆ 0.415006 │\n", "│ okfc ┆ 5035 ┆ 0.158805 │\n", "│ okopf ┆ 570 ┆ 0.017978 │\n", "│ region_taxcode ┆ 4 ┆ 0.000126 │\n", "│ inn ┆ 1 ┆ 0.000032 │\n", "│ ogrn ┆ 0 ┆ 0.0 │\n", "│ region ┆ 0 ┆ 0.0 │\n", "│ creation_date ┆ 0 ┆ 0.0 │\n", "│ age ┆ 0 ┆ 0.0 │\n", "│ eligible ┆ 0 ┆ 0.0 │\n", "│ exemption_criteria ┆ 0 ┆ 0.0 │\n", "│ financial ┆ 0 ┆ 0.0 │\n", "│ filed ┆ 0 ┆ 0.0 │\n", "│ imputed ┆ 0 ┆ 0.0 │\n", "│ outlier ┆ 0 ┆ 0.0 │\n", "└────────────────────────────┴───────────────┴───────────────────────┘" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "missing = get_missing_info(lazy_2024, metric=\"percent\")\n", "display(missing)" ] }, { "cell_type": "markdown", "id": "e5bc4dd8", "metadata": {}, "source": [ "Для дальнейшего анализа удалим столбцы с количеством пропусков 50 и более %" ] }, { "cell_type": "code", "execution_count": 11, "id": "b40833e6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Сохранено: ./data/rfsd_clean.parquet\n", "Форма итогового датасета: 3,144,417 строк × 18 столбцов\n" ] } ], "source": [ "clean_df = clean_dataset(lazy_2024, \"./data/rfsd_clean.parquet\", 0.5)" ] }, { "cell_type": "markdown", "id": "813f16bf", "metadata": {}, "source": [ "Осталось всего 16-ть толбцов и 3 157 396 строк. Датасет сохранен в файл `rfsd_clean.parquet`. Посмотрим еще раз на пропуски в датасете" ] }, { "cell_type": "code", "execution_count": 12, "id": "1578d7ea", "metadata": {}, "outputs": [ { "data": { "application/vnd.positron.dataexplorer+json": { "comm_id": "78444a66-4468-4619-965c-c05d25bb16d5", "shape": { "columns": 3, "rows": 18 }, "source": "polars", "title": "polars", "version": 1 }, "text/html": [ "

\n", "shape: (18, 3)

column	count_missing	count_missing_percent
str	u32	f64
"inn"	0	0.0
"ogrn"	0	0.0
"region"	0	0.0
"region_taxcode"	0	0.0
"creation_date"	0	0.0
"age"	0	0.0
"eligible"	0	0.0
"exemption_criteria"	0	0.0
"financial"	0	0.0
"filed"	0	0.0
"imputed"	0	0.0
"outlier"	0	0.0
"okved"	0	0.0
"okved_section"	0	0.0
"okopf"	0	0.0
"okogu"	0	0.0
"okfc"	0	0.0
"oktmo"	0	0.0

" ], "text/plain": [ "shape: (18, 3)\n", "┌────────────────────┬───────────────┬───────────────────────┐\n", "│ column ┆ count_missing ┆ count_missing_percent │\n", "│ --- ┆ --- ┆ --- │\n", "│ str ┆ u32 ┆ f64 │\n", "╞════════════════════╪═══════════════╪═══════════════════════╡\n", "│ inn ┆ 0 ┆ 0.0 │\n", "│ ogrn ┆ 0 ┆ 0.0 │\n", "│ region ┆ 0 ┆ 0.0 │\n", "│ region_taxcode ┆ 0 ┆ 0.0 │\n", "│ creation_date ┆ 0 ┆ 0.0 │\n", "│ age ┆ 0 ┆ 0.0 │\n", "│ eligible ┆ 0 ┆ 0.0 │\n", "│ exemption_criteria ┆ 0 ┆ 0.0 │\n", "│ financial ┆ 0 ┆ 0.0 │\n", "│ filed ┆ 0 ┆ 0.0 │\n", "│ imputed ┆ 0 ┆ 0.0 │\n", "│ outlier ┆ 0 ┆ 0.0 │\n", "│ okved ┆ 0 ┆ 0.0 │\n", "│ okved_section ┆ 0 ┆ 0.0 │\n", "│ okopf ┆ 0 ┆ 0.0 │\n", "│ okogu ┆ 0 ┆ 0.0 │\n", "│ okfc ┆ 0 ┆ 0.0 │\n", "│ oktmo ┆ 0 ┆ 0.0 │\n", "└────────────────────┴───────────────┴───────────────────────┘" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_missing_info(clean_df, metric=\"percent\")" ] }, { "cell_type": "markdown", "id": "ba09f265", "metadata": {}, "source": [ "Посмотрим на получившийся датасет" ] }, { "cell_type": "code", "execution_count": 13, "id": "134bc28b", "metadata": {}, "outputs": [ { "data": { "application/vnd.positron.dataexplorer+json": { "comm_id": "4cb54da0-96f2-4998-9236-baf75d820089", "shape": { "columns": 18, "rows": 5 }, "source": "polars", "title": "polars", "version": 1 }, "text/html": [ "

\n", "shape: (5, 18)

inn	ogrn	region	region_taxcode	creation_date	age	eligible	exemption_criteria	financial	filed	imputed	outlier	okved	okved_section	okopf	okogu	okfc	oktmo
str	str	str	str	date	f64	f64	str	f64	f64	f64	f64	str	str	str	str	str	str
"0100000011"	"1210100002353"	"adygeya"	"0100"	2021-10-27	3.0	1.0	"none"	0.0	1.0	0.0	0.0	"56.10"	"I"	"12300"	"4210014"	"16"	"79701000001"
"0100000043"	"1210100002364"	"adygeya"	"0100"	2021-10-29	3.0	1.0	"none"	0.0	1.0	0.0	0.0	"94.99"	"S"	"20200"	"4220003"	"53"	"79630159051"
"0100000068"	"1210100002375"	"adygeya"	"0100"	2021-10-29	3.0	1.0	"none"	0.0	0.0	0.0	0.0	"68.32.20"	"L"	"12300"	"4210014"	"16"	"79701000001"
"0100000075"	"1210100002386"	"adygeya"	"0100"	2021-11-03	3.0	1.0	"none"	0.0	1.0	0.0	0.0	"96.09"	"S"	"20200"	"4220003"	"53"	"79630159051"
"0100000124"	"1210100002408"	"adygeya"	"0100"	2021-11-08	3.0	1.0	"none"	0.0	1.0	0.0	0.0	"68.32"	"L"	"12300"	"4210014"	"16"	"79701000001"

\n", "shape: (5, 18)

inn	ogrn	region	region_taxcode	creation_date	age	eligible	exemption_criteria	financial	filed	imputed	outlier	okved	okved_section	okopf	okogu	okfc	oktmo
str	str	str	str	date	f64	f64	str	f64	f64	f64	f64	str	str	str	str	str	str
"0100000011"	"1210100002353"	"adygeya"	"0100"	2021-10-27	3.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"56.10"	"I"	"12300"	"4210014"	"16"	"79701000001"
"0100000043"	"1210100002364"	"adygeya"	"0100"	2021-10-29	3.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"94.99"	"S"	"20200"	"4220003"	"53"	"79630159051"
"0100000068"	"1210100002375"	"adygeya"	"0100"	2021-10-29	3.0	1.0	"Unknown"	0.0	0.0	0.0	0.0	"68.32.20"	"L"	"12300"	"4210014"	"16"	"79701000001"
"0100000075"	"1210100002386"	"adygeya"	"0100"	2021-11-03	3.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"96.09"	"S"	"20200"	"4220003"	"53"	"79630159051"
"0100000124"	"1210100002408"	"adygeya"	"0100"	2021-11-08	3.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"68.32"	"L"	"12300"	"4210014"	"16"	"79701000001"

" ], "text/plain": [ "shape: (5, 18)\n", "┌────────────┬───────────────┬─────────┬────────────────┬───┬───────┬─────────┬──────┬─────────────┐\n", "│ inn ┆ ogrn ┆ region ┆ region_taxcode ┆ … ┆ okopf ┆ okogu ┆ okfc ┆ oktmo │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n", "│ str ┆ str ┆ str ┆ str ┆ ┆ str ┆ str ┆ str ┆ str │\n", "╞════════════╪═══════════════╪═════════╪════════════════╪═══╪═══════╪═════════╪══════╪═════════════╡\n", "│ 0100000011 ┆ 1210100002353 ┆ adygeya ┆ 0100 ┆ … ┆ 12300 ┆ 4210014 ┆ 16 ┆ 79701000001 │\n", "│ 0100000043 ┆ 1210100002364 ┆ adygeya ┆ 0100 ┆ … ┆ 20200 ┆ 4220003 ┆ 53 ┆ 79630159051 │\n", "│ 0100000068 ┆ 1210100002375 ┆ adygeya ┆ 0100 ┆ … ┆ 12300 ┆ 4210014 ┆ 16 ┆ 79701000001 │\n", "│ 0100000075 ┆ 1210100002386 ┆ adygeya ┆ 0100 ┆ … ┆ 20200 ┆ 4220003 ┆ 53 ┆ 79630159051 │\n", "│ 0100000124 ┆ 1210100002408 ┆ adygeya ┆ 0100 ┆ … ┆ 12300 ┆ 4210014 ┆ 16 ┆ 79701000001 │\n", "└────────────┴───────────────┴─────────┴────────────────┴───┴───────┴─────────┴──────┴─────────────┘" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_df = clean_df.with_columns(\n", " pl.col(\"exemption_criteria\").replace(\"none\", \"Unknown\")\n", ")\n", "\n", "clean_df.collect().head()" ] }, { "cell_type": "markdown", "id": "730f2458", "metadata": {}, "source": [ "Все получилось, категория добавлена" ] }, { "cell_type": "markdown", "id": "34ccbc48", "metadata": {}, "source": [ "### 2.1 Анализ категориальных данных. Распределение, взаимосвязь" ] }, { "cell_type": "code", "execution_count": 15, "id": "745209ba", "metadata": {}, "outputs": [], "source": [ "categories = [\n", " \"region\",\n", " \"region_taxcode\",\n", " \"exemption_criteria\",\n", " \"okved\",\n", " \"okved_section\",\n", " \"okopf\",\n", " \"okogu\",\n", " \"okfc\",\n", "] # столбцы с категорияльными данными" ] }, { "cell_type": "code", "execution_count": 16, "id": "1e28e17e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "

metric	column_0
str	f64
"median"	8.0
"std"	8.293995
"min"	0.0
"max"	125.0
"q25"	3.0
"mean"	9.891594
"q75"	15.0

okved_section	companies	mean_age	median_age	std_age	min_age	max_age
str	u32	f64	f64	f64	f64	f64
"L"	306055	15.52	14.0	10.58	0.0	85.0
"O"	6740	14.18	14.0	8.02	0.0	99.0
"A"	82836	14.69	14.0	10.29	0.0	80.0
"S"	131854	12.7	11.0	9.16	0.0	106.0
"T"	159	11.62	11.0	8.36	0.0	37.0
"U"	51	11.9	11.0	11.66	0.0	45.0
"D"	15805	11.76	11.0	7.24	0.0	38.0
"P"	32098	11.43	10.0	8.38	0.0	47.0
"E"	20814	9.64	9.0	6.87	0.0	51.0
"N"	135164	8.95	8.0	7.21	0.0	64.0
"Q"	72380	9.71	8.0	7.24	0.0	60.0
"H"	213309	10.58	8.0	10.12	0.0	64.0
"M"	272013	9.47	8.0	7.2	0.0	102.0
"C"	266867	9.96	8.0	7.7	0.0	88.0
"B"	18067	8.97	7.0	7.31	0.0	36.0
"I"	85061	9.02	7.0	7.51	0.0	69.0
"R"	51894	8.22	7.0	6.92	0.0	72.0
"G"	859384	8.47	7.0	6.99	0.0	53.0
"J"	115685	8.84	7.0	7.33	0.0	47.0
"K"	38766	8.68	7.0	6.94	0.0	50.0
"F"	419415	7.66	6.0	6.8	0.0	62.0

inn	ogrn	region	region_taxcode	creation_date	age	eligible	exemption_criteria	financial	filed	imputed	outlier	okved	okved_section	okopf	okogu	okfc	oktmo
str	str	str	str	date	f64	f64	str	f64	f64	f64	f64	str	str	str	str	str	str
"2901070470"	"1022900515835"	"arkhangelsk"	"2900"	1922-08-21	102.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"69.10"	"M"	"20616"	"4210014"	"16"	"11701000001"
"7716057040"	"1037739396518"	"moscow city"	"7700"	1899-12-30	125.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"68.32.10"	"L"	"20102"	"4210014"	"16"	"45351000000"
"9304015358"	"1229300119960"	"donetsk"	"9300"	1918-03-21	106.0	1.0	"Unknown"	0.0	1.0	0.0	0.0	"94.20"	"S"	"20202"	"4220003"	"52"	"21000000000"