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YuriyGuts/russian_casualty_parser.py

Last active September 22, 2023 14:04
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Parse the numbers of Russian casualties in Ukraine from a news website, save them to CSV files, and plot them
Raw
russian_casualty_parser.py
# -*- coding: utf-8 -*-
# Parse the numbers of Russian casualties in Ukraine from a news website, save them to CSV files, and plot them.
#
# Prerequisites:
# $ pip install beautifulsoup4==4.10.0 matplotlib==3.4.3 requests==2.26.0 pandas==1.3.4
#
# Usage:
# $ python3 russian_casualty_parser.py
#
# Output:
# - casualties_cumulative.csv : daily casualties (accumulated since the beginning)
# - casualties_delta.csv : daily casualties (change from the previous day)
# - casualties_delta.svg : daily casualties plot by category
import logging
import re
from datetime import datetime
from dateutil.relativedelta import relativedelta
from bs4 import BeautifulSoup
import matplotlib as mpl
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import requests
SOURCE_URL = "https://index.minfin.com.ua/ua/russian-invading/casualties/month.php?month={month_string}"
OUTPUT_CUMULATIVE_DATA_FILENAME = "casualties_cumulative.csv"
OUTPUT_DELTA_DATA_FILENAME = "casualties_delta.csv"
OUTPUT_DELTA_PLOT_FILENAME = "casualties_delta.svg"
# Normalize inconsistent headers from the earlier days in the dataset.
CATEGORY_MERGE_MAP = {
"РСЗВ Град": "РСЗВ",
"ЗРК БУК": "Засоби ППО",
"Автомобілі": "Автомобілі та автоцистерни",
"Пускові установки ОТРК": "Крилаті ракети",
"Цистерни з ППМ": "Автомобілі та автоцистерни",
}
logging.basicConfig(level=logging.INFO, format="%(asctime)s | %(levelname)8s | %(message)s")
LOGGER = logging.getLogger(__name__)
def download_monthly_data(month_string):
url = SOURCE_URL.format(month_string=month_string)
LOGGER.info(f"Retrieving {url}")
response = requests.get(url)
response.raise_for_status()
return response.text
def parse_daily_data(day_element):
date = day_element.find("span", {"class": "black"}).text
date = datetime.strptime(date, "%d.%m.%Y").strftime("%Y-%m-%d")
result = {"Дата": date}
categories = day_element.find("div", {"class": "casualties"}).find_all("li")
for category_element in categories:
title, count = category_element.text.split("—")[:2]
title = title.strip()
count = re.findall(r"\d+", count)[0]
result[title] = int(count)
return result
def parse_monthly_data(month_string):
downloaded_data = download_monthly_data(month_string)
soup = BeautifulSoup(downloaded_data, "html.parser")
result = []
for day_element in soup.find_all("li", {"class": "gold"}):
result.append(parse_daily_data(day_element))
return result
def build_all_month_strings():
result = []
now = datetime.now()
start_month = datetime(now.year, now.month, 1)
end_month = datetime(2022, 2, 1)
current_month_start = start_month
while current_month_start >= end_month:
result.append(f"{current_month_start.year:04d}-{current_month_start.month:02d}")
current_month_start = current_month_start + relativedelta(months=-1)
return result
def plot_daily_data(df_delta):
df = df_delta.copy()
df.index = pd.to_datetime(df.index)
date_locator = mpl.dates.MonthLocator()
date_formatter = mpl.dates.DateFormatter('%b %Y')
fake_series_name = ""
if len(df.columns) % 2:
# Add a fake series with 0 values so that all subplots are filled.
df[fake_series_name] = 0
plot_series_names = np.split(df.columns, 2)
plt.rcParams["font.family"] = "Helvetica"
colors = plt.rcParams["axes.prop_cycle"]()
fig, axes = plt.subplots(7, 2, figsize=(35, 15), sharex="col", dpi=300)
for plot_col_idx, plot_series_list in enumerate(plot_series_names):
for plot_row_idx, plot_series_name in enumerate(plot_series_list):
plot_data = df[plot_series_name]
ax = axes[plot_row_idx, plot_col_idx]
ax.bar(x=plot_data.index, height=plot_data, color=next(colors)["color"], zorder=3)
ax.tick_params(axis="x", labelsize=8, labelrotation=90)
ax.tick_params(axis="y", labelsize=8)
ax.xaxis.set_major_locator(date_locator)
ax.xaxis.set_major_formatter(date_formatter)
ax.set_ylim(bottom=0)
if plot_series_name != fake_series_name:
ax.grid(visible=True, axis="y", which="major", color="#F0F0F0", zorder=0)
ax.set_title(f"{plot_series_name} ({plot_data.sum()})")
else:
# If it's the last ("filler") plot, just show an empty plot and a date axis.
ax.get_yaxis().set_visible(False)
fig.tight_layout(pad=1.0)
def main():
all_data = []
month_strings = build_all_month_strings()
for month_string in month_strings:
all_data.extend(parse_monthly_data(month_string))
LOGGER.info("Generating the dataset")
df_absolute = pd.DataFrame.from_records(all_data)
df_absolute = df_absolute.set_index("Дата").sort_values(by="Дата").fillna(0).astype(int)
# Merge old categories into new ones.
for merge_from, merge_to in CATEGORY_MERGE_MAP.items():
df_absolute[merge_to] += df_absolute[merge_from]
df_absolute.drop(columns=[merge_from], inplace=True)
df_delta = df_absolute.diff(periods=1, axis=0)
# Restore the first row in the diffs.
df_delta.iloc[0] = df_absolute.iloc[0]
df_delta = df_delta.fillna(0).astype(int)
LOGGER.info(f"Saving cumulative data to {OUTPUT_CUMULATIVE_DATA_FILENAME}")
df_absolute.to_csv(OUTPUT_CUMULATIVE_DATA_FILENAME, header=True)
LOGGER.info(f"Saving daily data to {OUTPUT_DELTA_DATA_FILENAME}")
df_delta.to_csv(OUTPUT_DELTA_DATA_FILENAME, header=True)
LOGGER.info(f"Plotting daily data to {OUTPUT_DELTA_PLOT_FILENAME}")
plot_daily_data(df_delta)
plt.savefig(OUTPUT_DELTA_PLOT_FILENAME, dpi=300)
LOGGER.info("Done!")
if __name__ == "__main__":
main()
Raw
z_casualties_cumulative.csv
Дата Танки ББМ Гармати РСЗВ Засоби ППО Літаки Гелікоптери БПЛА Крилаті ракети Кораблі (катери) Автомобілі та автоцистерни Спеціальна техніка Особовий склад
2022-02-24 30 130 0 0 0 7 6 0 0 0 0 0 800
2022-02-25 80 516 0 0 0 10 7 0 0 0 0 0 2800
2022-02-26 100 540 0 0 0 16 18 0 0 0 0 0 3000
2022-02-27 150 706 50 4 1 27 26 2 0 2 0 0 4500
2022-02-28 191 816 74 21 1 29 29 3 0 2 291 0 5300
2022-03-01 198 846 77 24 8 29 29 3 0 2 305 0 5710
2022-03-02 211 862 85 40 9 30 31 3 0 2 415 0 5840
2022-03-03 217 900 90 42 11 30 31 3 0 2 434 0 9000
2022-03-04 251 939 105 50 18 37 37 3 0 2 464 0 9166
2022-03-05 269 945 105 50 19 39 40 3 0 2 469 0 10000
2022-03-06 285 985 109 50 21 44 48 4 0 2 507 0 11000
2022-03-07 290 999 117 50 23 46 68 7 0 3 514 0 11000
2022-03-08 303 1036 120 56 27 48 80 7 0 3 534 0 12000
2022-03-09 317 1070 120 56 28 49 81 7 0 3 542 0 12000
2022-03-10 335 1105 123 56 29 49 81 7 0 3 586 0 12000
2022-03-11 353 1165 125 58 31 57 83 7 0 3 618 0 12000
2022-03-12 362 1205 135 62 33 58 83 7 0 3 645 0 12000
2022-03-13 374 1226 140 62 34 74 86 7 0 3 660 0 12000
2022-03-14 389 1249 150 64 34 77 90 8 0 3 677 0 12000
2022-03-15 404 1279 150 64 36 81 95 9 0 3 700 0 13500
2022-03-16 430 1375 190 70 43 84 108 11 0 3 879 10 13800
2022-03-17 444 1435 201 72 43 86 108 11 0 3 924 10 14000
2022-03-18 450 1448 205 72 43 93 112 12 0 3 939 11 14200
2022-03-19 466 1470 213 72 44 95 115 17 0 3 974 11 14400
2022-03-20 476 1487 230 74 44 96 118 21 0 3 1007 12 14700
2022-03-21 498 1535 240 80 45 97 121 24 0 3 1029 13 15000
2022-03-22 509 1556 252 80 45 99 123 35 0 3 1070 15 15300
2022-03-23 517 1578 267 80 47 101 124 42 0 4 1078 15 15600
2022-03-24 530 1597 280 82 47 108 124 50 0 4 1105 16 15800
2022-03-25 561 1625 291 90 49 115 125 53 0 5 1161 18 16100
2022-03-26 575 1640 293 91 51 117 127 53 2 7 1204 19 16400
2022-03-27 582 1664 294 93 52 121 127 56 4 7 1217 21 16600
2022-03-28 586 1694 302 95 54 123 127 66 4 7 1223 21 17000
2022-03-29 597 1710 303 96 54 127 129 71 4 7 1251 21 17200
2022-03-30 605 1723 305 96 54 131 131 81 4 7 1259 21 17300
2022-03-31 614 1735 311 96 54 135 131 83 4 7 1276 22 17500
2022-04-01 625 1751 316 96 54 143 131 85 4 7 1296 24 17700
2022-04-02 631 1776 317 100 54 143 134 87 4 7 1312 24 17800
2022-04-03 644 1830 325 105 54 143 134 89 4 7 1325 24 18000
2022-04-04 647 1844 330 107 54 147 134 92 4 7 1349 25 18300
2022-04-05 676 1858 332 107 55 150 134 94 4 7 1398 25 18500
2022-04-06 684 1861 332 107 55 150 135 96 4 7 1400 25 18600
2022-04-07 698 1891 332 108 55 150 135 111 4 7 1434 25 18900
2022-04-08 700 1891 333 108 55 150 135 112 4 7 1437 25 19000
2022-04-09 705 1895 335 108 55 151 136 112 4 7 1439 25 19100
2022-04-10 722 1911 342 108 55 152 137 112 4 7 1460 25 19300
2022-04-11 725 1923 347 111 55 154 137 119 4 7 1463 25 19500
2022-04-12 732 1946 349 111 63 157 140 124 4 7 1482 25 19600
2022-04-13 739 1964 358 115 64 158 143 132 4 7 1505 25 19800
2022-04-14 753 1968 366 122 64 160 144 134 4 7 1513 25 19900
2022-04-15 756 1976 366 122 66 163 144 135 4 8 1519 25 20000
2022-04-16 762 1982 371 125 66 163 145 138 4 8 1534 26 20100
2022-04-17 773 2002 376 127 66 165 146 148 4 8 1547 27 20300
2022-04-18 790 2041 381 130 67 167 147 155 4 8 1563 27 20600
2022-04-19 802 2063 386 132 67 169 150 158 4 8 1571 27 20800
2022-04-20 815 2087 391 136 67 171 150 165 4 8 1580 27 20900
2022-04-21 829 2118 393 136 67 172 151 166 4 8 1584 27 21000
2022-04-22 838 2162 397 138 69 176 153 172 4 8 1599 27 21200
2022-04-23 854 2205 403 143 69 177 154 182 4 8 1619 27 21600
2022-04-24 873 2238 408 147 69 179 154 191 4 8 1633 28 21800
2022-04-25 884 2258 411 149 69 181 154 201 4 8 1642 28 21900
2022-04-26 918 2308 416 149 69 184 154 205 4 8 1719 31 22100
2022-04-27 939 2342 421 149 71 185 155 207 4 8 1742 31 22400
2022-04-28 970 2389 431 151 72 187 155 215 4 8 1764 31 22800
2022-04-29 986 2418 435 151 73 189 155 229 4 8 1771 31 23000
2022-04-30 1008 2445 436 151 77 190 155 232 4 8 1777 32 23200
2022-05-01 1026 2471 451 151 80 192 155 245 84 8 1796 32 23500
2022-05-02 1048 2519 459 152 80 194 155 271 84 8 1824 38 23800
2022-05-03 1062 2567 475 162 80 194 155 291 84 10 1843 38 24200
2022-05-04 1077 2610 491 163 81 194 155 303 87 10 1867 38 24500
2022-05-05 1092 2651 499 169 83 196 155 312 89 10 1907 38 24700
2022-05-06 1110 2686 502 171 83 199 155 324 90 11 1926 38 24900
2022-05-07 1122 2713 509 172 84 199 155 341 90 11 1934 38 25100
2022-05-08 1130 2741 509 179 86 199 156 360 92 12 1961 39 25500
2022-05-09 1145 2764 513 185 87 199 158 377 94 12 1970 41 25650
2022-05-10 1170 2808 519 185 87 199 158 380 94 12 1980 41 26000
2022-05-11 1187 2856 528 185 87 199 160 390 94 12 1997 41 26350
2022-05-12 1195 2873 534 191 87 199 161 398 94 13 2019 41 26650
2022-05-13 1205 2900 542 193 88 200 162 405 95 13 2042 41 26900
2022-05-14 1218 2934 551 195 88 200 163 411 95 13 2059 42 27200
2022-05-15 1220 2958 555 195 89 200 164 416 95 13 2087 42 27400
2022-05-16 1228 2974 577 195 89 200 165 427 97 13 2101 42 27700
2022-05-17 1235 3009 578 198 90 201 167 436 97 13 2109 43 27900
2022-05-18 1251 3043 586 199 91 202 167 441 102 13 2137 43 28300
2022-05-19 1254 3063 595 199 93 203 167 455 103 13 2157 43 28500
2022-05-20 1263 3090 596 200 93 204 168 460 103 13 2162 43 28700
2022-05-21 1278 3116 596 201 93 204 169 462 104 13 2178 43 28850
2022-05-22 1285 3141 599 201 93 204 170 470 107 13 2194 43 29050
2022-05-23 1293 3166 604 201 93 204 170 476 110 13 2206 43 29200
2022-05-24 1302 3194 606 201 93 205 170 480 112 13 2213 43 29350
2022-05-25 1305 3213 606 201 93 206 170 491 112 13 2218 44 29450
2022-05-26 1315 3235 617 201 93 206 170 502 114 13 2225 47 29600
2022-05-27 1322 3246 623 201 93 206 170 503 115 13 2226 48 29750
2022-05-28 1330 3258 628 203 93 207 174 503 116 13 2226 48 30000
2022-05-29 1338 3270 631 203 93 207 174 504 116 13 2240 48 30150
2022-05-30 1349 3282 643 205 93 207 174 507 118 13 2258 48 30350
2022-05-31 1358 3302 649 207 93 208 174 515 120 13 2275 48 30500
2022-06-01 1361 3343 659 207 94 208 175 519 120 13 2290 49 30700
2022-06-02 1363 3354 661 207 95 210 175 521 120 13 2325 51 30850
2022-06-03 1367 3366 675 207 95 210 175 535 121 13 2329 51 30950
2022-06-04 1376 3379 680 207 95 210 175 540 122 13 2337 52 31050
2022-06-05 1381 3392 686 207 95 210 175 548 122 13 2360 53 31150
2022-06-06 1386 3400 690 207 96 211 176 551 125 13 2395 53 31250
2022-06-07 1390 3416 694 207 96 212 177 553 125 13 2405 53 31360
2022-06-08 1393 3429 703 213 96 212 178 559 125 13 2406 53 31500
2022-06-09 1398 3438 711 213 96 212 178 562 125 13 2421 53 31700
2022-06-10 1409 3450 712 222 97 212 178 572 125 13 2438 54 31900
2022-06-11 1419 3466 712 222 97 212 178 579 125 13 2448 54 32050
2022-06-12 1430 3484 715 226 97 212 178 582 125 13 2455 54 32150
2022-06-13 1432 3492 718 226 97 213 178 585 125 13 2460 54 32300
2022-06-14 1434 3503 721 229 97 213 179 588 125 13 2473 54 32500
2022-06-15 1440 3528 722 230 97 213 179 591 129 13 2485 55 32750
2022-06-16 1449 3545 729 233 97 213 179 591 129 13 2494 55 32950
2022-06-17 1456 3563 734 233 97 215 180 593 129 13 2496 55 33150
2022-06-18 1465 3573 739 233 98 216 180 594 129 14 2513 55 33350
2022-06-19 1468 3577 745 235 98 216 181 598 130 14 2523 55 33600
2022-06-20 1477 3588 749 238 98 216 181 601 130 14 2527 55 33800
2022-06-21 1496 3606 752 239 98 216 181 611 137 14 2537 59 34100
2022-06-22 1496 3614 752 239 99 216 182 614 137 14 2543 60 34230
2022-06-23 1504 3632 756 240 99 216 183 620 137 14 2548 60 34430
2022-06-24 1507 3637 759 241 99 216 183 622 137 14 2553 60 34530
2022-06-25 1511 3645 764 241 99 217 184 626 137 14 2560 60 34700
2022-06-26 1532 3659 764 243 99 217 184 630 139 14 2564 60 34850
2022-06-27 1552 3687 771 243 101 217 184 636 139 14 2575 60 35000
2022-06-28 1567 3704 778 243 102 217 185 636 139 14 2589 61 35250
2022-06-29 1572 3720 781 246 103 217 185 640 142 14 2598 61 35450
2022-06-30 1573 3726 790 246 104 217 185 641 143 14 2602 61 35600
2022-07-01 1577 3736 796 246 105 217 186 645 143 15 2610 61 35750
2022-07-02 1582 3737 800 246 105 217 186 653 144 15 2614 61 35870
2022-07-03 1584 3744 801 246 105 217 187 654 144 15 2618 64 35970
2022-07-04 1589 3754 804 246 105 217 187 658 144 15 2629 65 36200
2022-07-05 1594 3772 806 247 105 217 187 660 144 15 2634 65 36350
2022-07-06 1600 3789 812 247 107 217 187 664 153 15 2648 65 36500
2022-07-07 1602 3797 815 247 107 217 187 667 155 15 2665 66 36650
2022-07-08 1637 3811 828 247 107 217 187 669 155 15 2685 66 36900
2022-07-09 1638 3815 832 247 108 217 187 674 155 15 2687 66 37200
2022-07-10 1641 3823 834 247 108 217 188 676 155 15 2694 66 37300
2022-07-11 1645 3828 838 247 109 217 188 676 155 15 2696 66 37400
2022-07-12 1649 3829 838 247 109 217 188 676 155 15 2699 66 37470
2022-07-13 1649 3832 839 247 109 217 188 678 155 15 2704 67 37570
2022-07-14 1667 3852 840 247 109 219 188 681 155 15 2720 67 37870
2022-07-15 1672 3866 842 247 109 220 188 681 155 15 2731 67 38000
2022-07-16 1677 3874 846 247 109 220 188 687 162 15 2735 68 38140
2022-07-17 1684 3879 846 248 110 220 188 688 166 15 2746 68 38300
2022-07-18 1687 3886 849 248 113 220 188 690 166 15 2753 70 38450
2022-07-19 1691 3892 851 248 113 220 188 693 167 15 2767 70 38550
2022-07-20 1700 3905 856 250 113 221 188 703 167 15 2775 70 38750
2022-07-21 1704 3912 859 251 113 221 188 710 167 15 2781 72 38850
2022-07-22 1704 3920 863 251 113 221 188 713 167 15 2803 72 39000
2022-07-23 1708 3929 864 253 113 221 188 714 167 15 2820 72 39240
2022-07-24 1722 3942 869 255 113 221 188 714 170 15 2823 73 39520
2022-07-25 1730 3950 876 257 116 222 188 719 174 15 2832 73 39700
2022-07-26 1737 3959 880 258 117 222 189 722 174 15 2835 75 39870
2022-07-27 1738 3971 883 258 117 222 190 726 174 15 2847 75 40070
2022-07-28 1742 3979 894 258 117 222 190 729 174 15 2854 75 40230
2022-07-29 1749 3987 900 258 117 222 190 731 174 15 2870 77 40500
2022-07-30 1759 3995 906 258 117 222 190 733 174 15 2889 78 40670
2022-07-31 1763 4004 916 259 117 223 190 735 174 15 2902 80 40830
2022-08-01 1768 4011 932 259 117 223 190 736 174 15 2912 82 41030
2022-08-02 1768 4014 936 259 117 223 191 739 174 15 2914 82 41170
2022-08-03 1774 4022 939 259 118 223 191 740 180 15 2922 83 41350
2022-08-04 1789 4026 946 260 118 223 191 742 182 15 2960 83 41500
2022-08-05 1792 4032 950 260 123 223 191 742 182 15 2964 83 41650
2022-08-06 1802 4051 955 260 127 223 191 744 182 15 2970 85 41900
2022-08-07 1805 4055 958 260 132 223 191 750 182 15 2978 86 42200
2022-08-08 1811 4070 960 261 132 223 192 754 182 15 2993 86 42340
2022-08-09 1817 4076 964 261 133 223 193 757 185 15 2998 87 42640
2022-08-10 1832 4086 971 261 133 232 193 766 185 15 3005 89 42800
2022-08-11 1846 4100 974 261 134 232 193 772 185 15 3018 90 43000
2022-08-12 1849 4108 975 261 136 233 193 778 185 15 3021 90 43200
2022-08-13 1856 4115 978 261 136 233 193 779 187 15 3036 91 43400
2022-08-14 1864 4126 980 261 136 233 194 784 187 15 3039 91 43550
2022-08-15 1876 4141 985 261 136 233 195 787 187 15 3044 92 43750
2022-08-16 1880 4152 989 263 136 233 196 790 190 15 3049 92 43900
2022-08-17 1886 4162 993 263 136 233 196 792 190 15 3054 93 44100
2022-08-18 1889 4179 1010 265 136 234 197 793 190 15 3061 93 44300
2022-08-19 1899 4195 1016 266 141 234 197 795 190 15 3130 94 44700
2022-08-20 1907 4212 1018 266 141 234 197 803 190 15 3137 97 44900
2022-08-21 1912 4224 1028 266 141 234 197 806 190 15 3143 99 45200
2022-08-22 1919 4230 1032 266 145 234 198 815 194 15 3149 99 45400
2022-08-23 1921 4238 1033 266 146 234 198 817 196 15 3150 99 45550
2022-08-24 1924 4243 1036 266 147 234 199 819 196 15 3160 99 45700
2022-08-25 1929 4245 1037 272 148 234 202 828 196 15 3160 99 45850
2022-08-26 1936 4251 1040 272 148 234 202 834 196 15 3162 99 46250
2022-08-27 1939 4254 1045 274 148 234 202 836 196 15 3165 99 46500
2022-08-28 1942 4257 1050 274 148 234 202 838 196 15 3171 99 46750
2022-08-29 1947 4269 1060 279 149 234 203 844 196 15 3188 101 47100
2022-08-30 1954 4294 1079 282 151 234 204 847 196 15 3217 103 47550
2022-08-31 1974 4312 1091 285 152 234 204 849 196 15 3236 103 47900
2022-09-01 1997 4345 1115 287 153 234 205 851 196 15 3239 104 48350
2022-09-02 2009 4366 1126 289 153 234 205 853 198 15 3247 105 48700
2022-09-03 2034 4403 1134 293 153 235 205 864 203 15 3268 105 49050
2022-09-04 2049 4430 1147 294 156 236 206 864 203 15 3276 106 49500
2022-09-05 2068 4459 1157 294 156 236 206 867 205 15 3286 107 49800
2022-09-06 2077 4484 1179 296 156 236 207 876 209 15 3305 109 50150
2022-09-07 2097 4520 1194 300 156 237 208 880 214 15 3320 109 50610
2022-09-08 2112 4557 1226 305 159 239 210 884 214 15 3344 110 51250
2022-09-09 2122 4575 1237 306 159 239 211 888 214 15 3399 114 51900
2022-09-10 2136 4584 1259 311 162 239 212 898 215 15 3426 116 52250
2022-09-11 2154 4617 1263 311 162 242 213 902 216 15 3445 117 52650
2022-09-12 2168 4640 1269 311 162 243 213 903 216 15 3463 117 52950
2022-09-13 2175 4662 1279 311 165 244 213 904 233 15 3469 117 53300
2022-09-14 2180 4665 1290 311 167 246 215 908 233 15 3501 120 53650
2022-09-15 2193 4682 1295 311 167 250 215 908 233 15 3522 120 53850
2022-09-16 2199 4690 1302 312 168 250 216 908 233 15 3550 121 54050
2022-09-17 2202 4701 1306 312 168 251 216 911 236 15 3571 121 54250
2022-09-18 2210 4718 1309 312 168 251 217 918 238 15 3578 122 54480
2022-09-19 2212 4720 1313 312 168 251 217 920 238 15 3581 125 54650
2022-09-20 2216 4724 1323 318 168 252 217 925 239 15 3587 125 54810
2022-09-21 2227 4748 1340 318 168 253 217 932 239 15 3610 125 55110
2022-09-22 2236 4776 1341 318 169 253 218 941 240 15 3630 125 55510
2022-09-23 2254 4796 1355 326 170 254 219 950 240 15 3659 126 56060
2022-09-24 2262 4807 1361 327 170 255 220 956 240 15 3681 126 56300
2022-09-25 2275 4832 1368 328 171 259 220 966 241 15 3701 130 56700
2022-09-26 2290 4857 1369 330 172 260 224 970 241 15 3711 131 57200
2022-09-27 2306 4881 1378 331 175 261 224 977 241 15 3730 131 57750
2022-09-28 2312 4889 1381 331 175 262 224 989 242 15 3742 131 58150
2022-09-29 2325 4909 1385 331 175 262 224 995 246 15 3751 131 58580
2022-09-30 2338 4932 1391 333 176 264 225 1003 246 15 3768 131 59080
2022-10-01 2354 4949 1397 336 176 264 226 1009 246 15 3786 131 59610
2022-10-02 2377 4975 1405 337 176 264 227 1015 246 15 3796 131 60110
2022-10-03 2380 4991 1405 338 176 265 228 1026 246 15 3811 131 60430
2022-10-04 2424 5018 1407 340 177 266 228 1028 246 15 3823 131 60800
2022-10-05 2435 5038 1414 341 177 266 232 1032 246 15 3841 132 61000
2022-10-06 2449 5064 1424 344 177 266 232 1047 246 15 3854 134 61330
2022-10-07 2466 5093 1455 344 177 266 233 1067 246 15 3862 135 61680
2022-10-08 2472 5111 1459 345 180 266 234 1079 246 15 3875 136 62060
2022-10-09 2486 5133 1477 348 180 266 235 1086 247 15 3890 136 62500
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2023-07-24 4162 8118 4675 697 452 315 310 3963 1307 18 7182 698 242620
2023-07-25 4174 8131 4705 698 454 315 310 3977 1307 18 7194 703 243220
2023-07-26 4177 8136 4727 698 457 315 311 3993 1307 18 7211 708 243680
2023-07-27 4186 8147 4745 698 457 315 311 3996 1347 18 7229 708 244270
2023-07-28 4190 8161 4775 698 458 315 311 4007 1347 18 7240 709 244830
2023-07-29 4191 8167 4786 698 458 315 311 4007 1347 18 7247 710 245220
2023-07-30 4205 8178 4795 698 459 315 311 4011 1347 18 7275 711 245700
2023-07-31 4211 8188 4816 699 460 315 311 4017 1347 18 7292 715 246190
2023-08-01 4216 8205 4839 699 462 315 311 4027 1347 18 7324 718 246690
2023-08-02 4217 8213 4866 700 463 315 311 4042 1347 18 7349 718 247230
2023-08-03 4224 8234 4892 704 465 315 311 4077 1347 18 7372 721 247850
2023-08-04 4228 8249 4911 704 466 315 311 4104 1347 18 7392 724 248490
2023-08-05 4232 8251 4943 704 466 315 311 4116 1347 18 7422 730 249110
2023-08-06 4237 8262 4965 705 466 315 311 4126 1359 18 7441 734 249700
2023-08-07 4244 8270 4977 709 467 315 311 4154 1377 18 7451 735 250240
2023-08-08 4254 8278 4996 709 468 315 312 4158 1377 18 7460 737 250800
2023-08-09 4262 8290 5013 711 469 315 312 4175 1377 18 7479 742 251620
2023-08-10 4278 8303 5028 711 469 315 313 4179 1377 18 7495 746 252200
2023-08-11 4290 8318 5043 713 471 315 313 4197 1377 18 7511 756 252780
2023-08-12 4295 8324 5053 713 472 315 313 4201 1379 18 7523 759 253290
2023-08-13 4298 8335 5072 713 477 315 313 4204 1379 18 7543 760 253850
2023-08-14 4306 8354 5099 714 479 315 313 4213 1379 18 7562 766 254380
2023-08-15 4313 8370 5128 714 482 315 314 4242 1387 18 7584 769 254920
2023-08-16 4324 8380 5152 714 485 315 314 4248 1404 18 7614 773 255570
2023-08-17 4329 8398 5169 714 486 315 314 4272 1406 18 7641 773 256050
2023-08-18 4332 8410 5193 714 486 315 316 4276 1406 18 7658 783 256510
2023-08-19 4340 8424 5212 714 486 315 316 4282 1406 18 7665 785 257010
2023-08-20 4346 8435 5245 717 489 315 316 4304 1406 18 7680 790 257470
2023-08-21 4358 8449 5264 719 489 315 316 4309 1406 18 7692 794 257930
2023-08-22 4362 8476 5295 721 491 315 316 4312 1406 18 7722 797 258340
2023-08-23 4373 8488 5318 722 491 315 316 4324 1406 18 7745 800 258820
2023-08-24 4375 8511 5333 723 494 315 316 4344 1406 18 7773 801 259160
2023-08-25 4378 8521 5361 724 495 315 316 4356 1409 18 7790 802 259630
2023-08-26 4390 8539 5379 726 497 315 316 4367 1411 18 7823 804 260270
2023-08-27 4396 8554 5403 728 498 315 316 4378 1411 18 7854 808 260820
2023-08-28 4400 8562 5425 730 499 315 316 4383 1415 18 7866 809 261310
2023-08-29 4414 8579 5450 733 500 315 316 4387 1419 18 7909 820 261840
2023-08-30 4423 8596 5476 733 500 315 316 4395 1419 18 7953 825 262410
2023-08-31 4436 8604 5507 734 500 315 316 4417 1445 18 7976 830 263020
2023-09-01 4459 8613 5530 735 500 315 316 4421 1445 18 8009 831 263490
2023-09-02 4471 8637 5560 736 501 315 316 4433 1447 18 8043 835 264060
2023-09-03 4476 8649 5582 739 502 315 316 4444 1447 18 8102 841 264660
2023-09-04 4480 8663 5611 741 503 315 316 4481 1447 19 8149 847 265120
2023-09-05 4489 8670 5649 747 504 315 316 4512 1447 19 8175 851 265680
2023-09-06 4497 8682 5685 748 505 315 316 4519 1447 19 8190 852 266290
2023-09-07 4506 8703 5722 753 506 315 316 4541 1455 19 8217 859 266900
2023-09-08 4529 8726 5753 754 507 315 316 4570 1455 19 8264 860 267540
Raw
z_casualties_delta.csv
Дата Танки ББМ Гармати РСЗВ Засоби ППО Літаки Гелікоптери БПЛА Крилаті ракети Кораблі (катери) Автомобілі та автоцистерни Спеціальна техніка Особовий склад
2022-02-24 30 130 0 0 0 7 6 0 0 0 0 0 800
2022-02-25 50 386 0 0 0 3 1 0 0 0 0 0 2000
2022-02-26 20 24 0 0 0 6 11 0 0 0 0 0 200
2022-02-27 50 166 50 4 1 11 8 2 0 2 0 0 1500
2022-02-28 41 110 24 17 0 2 3 1 0 0 291 0 800
2022-03-01 7 30 3 3 7 0 0 0 0 0 14 0 410
2022-03-02 13 16 8 16 1 1 2 0 0 0 110 0 130
2022-03-03 6 38 5 2 2 0 0 0 0 0 19 0 3160
2022-03-04 34 39 15 8 7 7 6 0 0 0 30 0 166
2022-03-05 18 6 0 0 1 2 3 0 0 0 5 0 834
2022-03-06 16 40 4 0 2 5 8 1 0 0 38 0 1000
2022-03-07 5 14 8 0 2 2 20 3 0 1 7 0 0
2022-03-08 13 37 3 6 4 2 12 0 0 0 20 0 1000
2022-03-09 14 34 0 0 1 1 1 0 0 0 8 0 0
2022-03-10 18 35 3 0 1 0 0 0 0 0 44 0 0
2022-03-11 18 60 2 2 2 8 2 0 0 0 32 0 0
2022-03-12 9 40 10 4 2 1 0 0 0 0 27 0 0
2022-03-13 12 21 5 0 1 16 3 0 0 0 15 0 0
2022-03-14 15 23 10 2 0 3 4 1 0 0 17 0 0
2022-03-15 15 30 0 0 2 4 5 1 0 0 23 0 1500
2022-03-16 26 96 40 6 7 3 13 2 0 0 179 10 300
2022-03-17 14 60 11 2 0 2 0 0 0 0 45 0 200
2022-03-18 6 13 4 0 0 7 4 1 0 0 15 1 200
2022-03-19 16 22 8 0 1 2 3 5 0 0 35 0 200
2022-03-20 10 17 17 2 0 1 3 4 0 0 33 1 300
2022-03-21 22 48 10 6 1 1 3 3 0 0 22 1 300
2022-03-22 11 21 12 0 0 2 2 11 0 0 41 2 300
2022-03-23 8 22 15 0 2 2 1 7 0 1 8 0 300
2022-03-24 13 19 13 2 0 7 0 8 0 0 27 1 200
2022-03-25 31 28 11 8 2 7 1 3 0 1 56 2 300
2022-03-26 14 15 2 1 2 2 2 0 2 2 43 1 300
2022-03-27 7 24 1 2 1 4 0 3 2 0 13 2 200
2022-03-28 4 30 8 2 2 2 0 10 0 0 6 0 400
2022-03-29 11 16 1 1 0 4 2 5 0 0 28 0 200
2022-03-30 8 13 2 0 0 4 2 10 0 0 8 0 100
2022-03-31 9 12 6 0 0 4 0 2 0 0 17 1 200
2022-04-01 11 16 5 0 0 8 0 2 0 0 20 2 200
2022-04-02 6 25 1 4 0 0 3 2 0 0 16 0 100
2022-04-03 13 54 8 5 0 0 0 2 0 0 13 0 200
2022-04-04 3 14 5 2 0 4 0 3 0 0 24 1 300
2022-04-05 29 14 2 0 1 3 0 2 0 0 49 0 200
2022-04-06 8 3 0 0 0 0 1 2 0 0 2 0 100
2022-04-07 14 30 0 1 0 0 0 15 0 0 34 0 300
2022-04-08 2 0 1 0 0 0 0 1 0 0 3 0 100
2022-04-09 5 4 2 0 0 1 1 0 0 0 2 0 100
2022-04-10 17 16 7 0 0 1 1 0 0 0 21 0 200
2022-04-11 3 12 5 3 0 2 0 7 0 0 3 0 200
2022-04-12 7 23 2 0 8 3 3 5 0 0 19 0 100
2022-04-13 7 18 9 4 1 1 3 8 0 0 23 0 200
2022-04-14 14 4 8 7 0 2 1 2 0 0 8 0 100
2022-04-15 3 8 0 0 2 3 0 1 0 1 6 0 100
2022-04-16 6 6 5 3 0 0 1 3 0 0 15 1 100
2022-04-17 11 20 5 2 0 2 1 10 0 0 13 1 200
2022-04-18 17 39 5 3 1 2 1 7 0 0 16 0 300
2022-04-19 12 22 5 2 0 2 3 3 0 0 8 0 200
2022-04-20 13 24 5 4 0 2 0 7 0 0 9 0 100
2022-04-21 14 31 2 0 0 1 1 1 0 0 4 0 100
2022-04-22 9 44 4 2 2 4 2 6 0 0 15 0 200
2022-04-23 16 43 6 5 0 1 1 10 0 0 20 0 400
2022-04-24 19 33 5 4 0 2 0 9 0 0 14 1 200
2022-04-25 11 20 3 2 0 2 0 10 0 0 9 0 100
2022-04-26 34 50 5 0 0 3 0 4 0 0 77 3 200
2022-04-27 21 34 5 0 2 1 1 2 0 0 23 0 300
2022-04-28 31 47 10 2 1 2 0 8 0 0 22 0 400
2022-04-29 16 29 4 0 1 2 0 14 0 0 7 0 200
2022-04-30 22 27 1 0 4 1 0 3 0 0 6 1 200
2022-05-01 18 26 15 0 3 2 0 13 80 0 19 0 300
2022-05-02 22 48 8 1 0 2 0 26 0 0 28 6 300
2022-05-03 14 48 16 10 0 0 0 20 0 2 19 0 400
2022-05-04 15 43 16 1 1 0 0 12 3 0 24 0 300
2022-05-05 15 41 8 6 2 2 0 9 2 0 40 0 200
2022-05-06 18 35 3 2 0 3 0 12 1 1 19 0 200
2022-05-07 12 27 7 1 1 0 0 17 0 0 8 0 200
2022-05-08 8 28 0 7 2 0 1 19 2 1 27 1 400
2022-05-09 15 23 4 6 1 0 2 17 2 0 9 2 150
2022-05-10 25 44 6 0 0 0 0 3 0 0 10 0 350
2022-05-11 17 48 9 0 0 0 2 10 0 0 17 0 350
2022-05-12 8 17 6 6 0 0 1 8 0 1 22 0 300
2022-05-13 10 27 8 2 1 1 1 7 1 0 23 0 250
2022-05-14 13 34 9 2 0 0 1 6 0 0 17 1 300
2022-05-15 2 24 4 0 1 0 1 5 0 0 28 0 200
2022-05-16 8 16 22 0 0 0 1 11 2 0 14 0 300
2022-05-17 7 35 1 3 1 1 2 9 0 0 8 1 200
2022-05-18 16 34 8 1 1 1 0 5 5 0 28 0 400
2022-05-19 3 20 9 0 2 1 0 14 1 0 20 0 200
2022-05-20 9 27 1 1 0 1 1 5 0 0 5 0 200
2022-05-21 15 26 0 1 0 0 1 2 1 0 16 0 150
2022-05-22 7 25 3 0 0 0 1 8 3 0 16 0 200
2022-05-23 8 25 5 0 0 0 0 6 3 0 12 0 150
2022-05-24 9 28 2 0 0 1 0 4 2 0 7 0 150
2022-05-25 3 19 0 0 0 1 0 11 0 0 5 1 100
2022-05-26 10 22 11 0 0 0 0 11 2 0 7 3 150
2022-05-27 7 11 6 0 0 0 0 1 1 0 1 1 150
2022-05-28 8 12 5 2 0 1 4 0 1 0 0 0 250
2022-05-29 8 12 3 0 0 0 0 1 0 0 14 0 150
2022-05-30 11 12 12 2 0 0 0 3 2 0 18 0 200
2022-05-31 9 20 6 2 0 1 0 8 2 0 17 0 150
2022-06-01 3 41 10 0 1 0 1 4 0 0 15 1 200
2022-06-02 2 11 2 0 1 2 0 2 0 0 35 2 150
2022-06-03 4 12 14 0 0 0 0 14 1 0 4 0 100
2022-06-04 9 13 5 0 0 0 0 5 1 0 8 1 100
2022-06-05 5 13 6 0 0 0 0 8 0 0 23 1 100
2022-06-06 5 8 4 0 1 1 1 3 3 0 35 0 100
2022-06-07 4 16 4 0 0 1 1 2 0 0 10 0 110
2022-06-08 3 13 9 6 0 0 1 6 0 0 1 0 140
2022-06-09 5 9 8 0 0 0 0 3 0 0 15 0 200
2022-06-10 11 12 1 9 1 0 0 10 0 0 17 1 200
2022-06-11 10 16 0 0 0 0 0 7 0 0 10 0 150
2022-06-12 11 18 3 4 0 0 0 3 0 0 7 0 100
2022-06-13 2 8 3 0 0 1 0 3 0 0 5 0 150
2022-06-14 2 11 3 3 0 0 1 3 0 0 13 0 200
2022-06-15 6 25 1 1 0 0 0 3 4 0 12 1 250
2022-06-16 9 17 7 3 0 0 0 0 0 0 9 0 200
2022-06-17 7 18 5 0 0 2 1 2 0 0 2 0 200
2022-06-18 9 10 5 0 1 1 0 1 0 1 17 0 200
2022-06-19 3 4 6 2 0 0 1 4 1 0 10 0 250
2022-06-20 9 11 4 3 0 0 0 3 0 0 4 0 200
2022-06-21 19 18 3 1 0 0 0 10 7 0 10 4 300
2022-06-22 0 8 0 0 1 0 1 3 0 0 6 1 130
2022-06-23 8 18 4 1 0 0 1 6 0 0 5 0 200
2022-06-24 3 5 3 1 0 0 0 2 0 0 5 0 100
2022-06-25 4 8 5 0 0 1 1 4 0 0 7 0 170
2022-06-26 21 14 0 2 0 0 0 4 2 0 4 0 150
2022-06-27 20 28 7 0 2 0 0 6 0 0 11 0 150
2022-06-28 15 17 7 0 1 0 1 0 0 0 14 1 250
2022-06-29 5 16 3 3 1 0 0 4 3 0 9 0 200
2022-06-30 1 6 9 0 1 0 0 1 1 0 4 0 150
2022-07-01 4 10 6 0 1 0 1 4 0 1 8 0 150
2022-07-02 5 1 4 0 0 0 0 8 1 0 4 0 120
2022-07-03 2 7 1 0 0 0 1 1 0 0 4 3 100
2022-07-04 5 10 3 0 0 0 0 4 0 0 11 1 230
2022-07-05 5 18 2 1 0 0 0 2 0 0 5 0 150
2022-07-06 6 17 6 0 2 0 0 4 9 0 14 0 150
2022-07-07 2 8 3 0 0 0 0 3 2 0 17 1 150
2022-07-08 35 14 13 0 0 0 0 2 0 0 20 0 250
2022-07-09 1 4 4 0 1 0 0 5 0 0 2 0 300
2022-07-10 3 8 2 0 0 0 1 2 0 0 7 0 100
2022-07-11 4 5 4 0 1 0 0 0 0 0 2 0 100
2022-07-12 4 1 0 0 0 0 0 0 0 0 3 0 70
2022-07-13 0 3 1 0 0 0 0 2 0 0 5 1 100
2022-07-14 18 20 1 0 0 2 0 3 0 0 16 0 300
2022-07-15 5 14 2 0 0 1 0 0 0 0 11 0 130
2022-07-16 5 8 4 0 0 0 0 6 7 0 4 1 140
2022-07-17 7 5 0 1 1 0 0 1 4 0 11 0 160
2022-07-18 3 7 3 0 3 0 0 2 0 0 7 2 150
2022-07-19 4 6 2 0 0 0 0 3 1 0 14 0 100
2022-07-20 9 13 5 2 0 1 0 10 0 0 8 0 200
2022-07-21 4 7 3 1 0 0 0 7 0 0 6 2 100
2022-07-22 0 8 4 0 0 0 0 3 0 0 22 0 150
2022-07-23 4 9 1 2 0 0 0 1 0 0 17 0 240
2022-07-24 14 13 5 2 0 0 0 0 3 0 3 1 280
2022-07-25 8 8 7 2 3 1 0 5 4 0 9 0 180
2022-07-26 7 9 4 1 1 0 1 3 0 0 3 2 170
2022-07-27 1 12 3 0 0 0 1 4 0 0 12 0 200
2022-07-28 4 8 11 0 0 0 0 3 0 0 7 0 160
2022-07-29 7 8 6 0 0 0 0 2 0 0 16 2 270
2022-07-30 10 8 6 0 0 0 0 2 0 0 19 1 170
2022-07-31 4 9 10 1 0 1 0 2 0 0 13 2 160
2022-08-01 5 7 16 0 0 0 0 1 0 0 10 2 200
2022-08-02 0 3 4 0 0 0 1 3 0 0 2 0 140
2022-08-03 6 8 3 0 1 0 0 1 6 0 8 1 180
2022-08-04 15 4 7 1 0 0 0 2 2 0 38 0 150
2022-08-05 3 6 4 0 5 0 0 0 0 0 4 0 150
2022-08-06 10 19 5 0 4 0 0 2 0 0 6 2 250
2022-08-07 3 4 3 0 5 0 0 6 0 0 8 1 300
2022-08-08 6 15 2 1 0 0 1 4 0 0 15 0 140
2022-08-09 6 6 4 0 1 0 1 3 3 0 5 1 300
2022-08-10 15 10 7 0 0 9 0 9 0 0 7 2 160
2022-08-11 14 14 3 0 1 0 0 6 0 0 13 1 200
2022-08-12 3 8 1 0 2 1 0 6 0 0 3 0 200
2022-08-13 7 7 3 0 0 0 0 1 2 0 15 1 200
2022-08-14 8 11 2 0 0 0 1 5 0 0 3 0 150
2022-08-15 12 15 5 0 0 0 1 3 0 0 5 1 200
2022-08-16 4 11 4 2 0 0 1 3 3 0 5 0 150
2022-08-17 6 10 4 0 0 0 0 2 0 0 5 1 200
2022-08-18 3 17 17 2 0 1 1 1 0 0 7 0 200
2022-08-19 10 16 6 1 5 0 0 2 0 0 69 1 400
2022-08-20 8 17 2 0 0 0 0 8 0 0 7 3 200
2022-08-21 5 12 10 0 0 0 0 3 0 0 6 2 300
2022-08-22 7 6 4 0 4 0 1 9 4 0 6 0 200
2022-08-23 2 8 1 0 1 0 0 2 2 0 1 0 150
2022-08-24 3 5 3 0 1 0 1 2 0 0 10 0 150
2022-08-25 5 2 1 6 1 0 3 9 0 0 0 0 150
2022-08-26 7 6 3 0 0 0 0 6 0 0 2 0 400
2022-08-27 3 3 5 2 0 0 0 2 0 0 3 0 250
2022-08-28 3 3 5 0 0 0 0 2 0 0 6 0 250
2022-08-29 5 12 10 5 1 0 1 6 0 0 17 2 350
2022-08-30 7 25 19 3 2 0 1 3 0 0 29 2 450
2022-08-31 20 18 12 3 1 0 0 2 0 0 19 0 350
2022-09-01 23 33 24 2 1 0 1 2 0 0 3 1 450
2022-09-02 12 21 11 2 0 0 0 2 2 0 8 1 350
2022-09-03 25 37 8 4 0 1 0 11 5 0 21 0 350
2022-09-04 15 27 13 1 3 1 1 0 0 0 8 1 450
2022-09-05 19 29 10 0 0 0 0 3 2 0 10 1 300
2022-09-06 9 25 22 2 0 0 1 9 4 0 19 2 350
2022-09-07 20 36 15 4 0 1 1 4 5 0 15 0 460
2022-09-08 15 37 32 5 3 2 2 4 0 0 24 1 640
2022-09-09 10 18 11 1 0 0 1 4 0 0 55 4 650
2022-09-10 14 9 22 5 3 0 1 10 1 0 27 2 350
2022-09-11 18 33 4 0 0 3 1 4 1 0 19 1 400
2022-09-12 14 23 6 0 0 1 0 1 0 0 18 0 300
2022-09-13 7 22 10 0 3 1 0 1 17 0 6 0 350
2022-09-14 5 3 11 0 2 2 2 4 0 0 32 3 350
2022-09-15 13 17 5 0 0 4 0 0 0 0 21 0 200
2022-09-16 6 8 7 1 1 0 1 0 0 0 28 1 200
2022-09-17 3 11 4 0 0 1 0 3 3 0 21 0 200
2022-09-18 8 17 3 0 0 0 1 7 2 0 7 1 230
2022-09-19 2 2 4 0 0 0 0 2 0 0 3 3 170
2022-09-20 4 4 10 6 0 1 0 5 1 0 6 0 160
2022-09-21 11 24 17 0 0 1 0 7 0 0 23 0 300
2022-09-22 9 28 1 0 1 0 1 9 1 0 20 0 400
2022-09-23 18 20 14 8 1 1 1 9 0 0 29 1 550
2022-09-24 8 11 6 1 0 1 1 6 0 0 22 0 240
2022-09-25 13 25 7 1 1 4 0 10 1 0 20 4 400
2022-09-26 15 25 1 2 1 1 4 4 0 0 10 1 500
2022-09-27 16 24 9 1 3 1 0 7 0 0 19 0 550
2022-09-28 6 8 3 0 0 1 0 12 1 0 12 0 400
2022-09-29 13 20 4 0 0 0 0 6 4 0 9 0 430
2022-09-30 13 23 6 2 1 2 1 8 0 0 17 0 500
2022-10-01 16 17 6 3 0 0 1 6 0 0 18 0 530
2022-10-02 23 26 8 1 0 0 1 6 0 0 10 0 500
2022-10-03 3 16 0 1 0 1 1 11 0 0 15 0 320
2022-10-04 44 27 2 2 1 1 0 2 0 0 12 0 370
2022-10-05 11 20 7 1 0 0 4 4 0 0 18 1 200
2022-10-06 14 26 10 3 0 0 0 15 0 0 13 2 330
2022-10-07 17 29 31 0 0 0 1 20 0 0 8 1 350
2022-10-08 6 18 4 1 3 0 1 12 0 0 13 1 380
2022-10-09 14 22 18 3 0 0 1 7 1 0 15 0 440
2022-10-10 9 16 9 5 1 1 0 11 2 0 18 0 370
2022-10-11 9 7 10 0 0 1 0 17 46 0 8 0 240
2022-10-12 1 0 43 2 2 0 0 35 21 1 10 4 270
2022-10-13 6 11 17 2 0 0 5 33 0 0 9 0 420
2022-10-14 10 5 10 5 3 0 0 17 0 0 9 2 500
2022-10-15 3 7 16 3 0 0 2 11 0 0 7 0 400
2022-10-16 5 14 7 0 0 0 0 14 0 0 8 1 300
2022-10-17 8 12 10 1 1 0 0 17 0 0 10 1 320
2022-10-18 11 14 23 6 1 0 0 35 2 0 16 0 530
2022-10-19 6 16 15 0 1 1 0 10 5 0 14 2 430
2022-10-20 13 20 9 0 0 0 1 25 6 0 6 1 370
2022-10-21 6 3 2 0 0 0 0 14 0 0 1 0 100
2022-10-22 6 8 5 1 0 1 0 16 0 0 15 1 320
2022-10-23 5 18 14 1 0 0 2 20 21 0 18 0 400
2022-10-24 6 11 6 1 0 0 0 9 0 0 5 1 470
2022-10-25 21 26 1 2 1 1 3 2 0 0 10 0 480
2022-10-26 17 30 12 2 2 0 0 7 0 0 22 0 480
2022-10-27 3 13 4 0 0 0 1 19 1 0 2 1 320
2022-10-28 9 14 8 0 0 1 2 3 0 0 10 1 480
2022-10-29 19 23 10 1 3 1 1 5 0 0 19 1 550
2022-10-30 13 52 16 3 2 1 0 6 1 0 13 2 950
2022-10-31 14 32 4 0 0 1 1 1 0 0 8 0 620
2022-11-01 12 16 2 0 0 1 4 2 45 0 15 0 650
2022-11-02 16 24 3 4 1 1 1 23 0 0 10 0 800
2022-11-03 20 27 22 3 0 0 0 4 0 0 9 1 730
2022-11-04 16 28 17 1 3 0 0 8 0 0 12 0 840
2022-11-05 8 21 4 0 1 0 2 12 2 0 10 0 600
2022-11-06 7 10 5 0 0 0 0 3 0 0 7 0 490
2022-11-07 6 19 1 0 0 0 0 7 0 0 8 2 530
2022-11-08 15 24 9 0 1 1 0 4 0 0 17 2 710
2022-11-09 15 12 11 2 2 0 0 7 0 0 11 0 780
2022-11-10 3 16 3 0 0 0 0 16 0 0 15 0 740
2022-11-11 10 14 12 0 0 0 1 6 0 0 17 0 710
2022-11-12 24 34 12 0 0 0 0 1 0 0 20 1 810
2022-11-13 2 12 8 0 1 0 0 1 0 0 16 0 650
2022-11-14 8 6 2 0 0 0 0 2 0 0 21 0 510
2022-11-15 13 25 11 0 2 0 0 2 0 0 35 0 710
2022-11-16 10 24 10 0 1 0 0 14 75 0 9 0 630
2022-11-17 7 7 0 0 0 0 0 6 0 0 2 0 400
2022-11-18 1 4 5 0 0 0 0 5 6 0 4 1 350
2022-11-19 6 7 2 0 0 0 0 0 0 0 2 0 420
2022-11-20 1 2 1 0 0 0 0 1 0 0 3 0 330
2022-11-21 6 5 2 0 0 0 0 0 0 0 7 0 390
2022-11-22 3 5 12 2 0 0 0 0 0 0 15 0 400
2022-11-23 2 5 5 0 0 0 0 0 0 0 3 0 410
2022-11-24 1 7 2 0 0 0 0 10 51 0 4 0 310
2022-11-25 1 5 6 0 0 0 0 6 0 0 4 2 430
2022-11-26 2 4 1 0 0 0 0 1 0 0 2 0 560
2022-11-27 4 8 1 0 0 0 0 1 0 0 6 0 600
2022-11-28 3 5 2 0 0 0 0 0 0 0 4 0 590
2022-11-29 3 5 2 0 0 2 0 0 0 0 7 0 480
2022-11-30 3 6 1 0 1 0 0 7 0 0 6 0 500
2022-12-01 1 5 2 0 0 0 0 0 0 0 12 0 560
2022-12-02 1 6 1 0 0 0 1 2 0 0 23 0 650
2022-12-03 1 3 1 0 0 0 1 8 0 0 8 0 510
2022-12-04 5 6 2 0 0 1 0 1 0 0 7 0 550
2022-12-05 2 8 6 0 1 0 1 9 0 0 18 0 540
2022-12-06 5 5 1 0 0 0 0 5 61 0 8 0 510
2022-12-07 6 4 8 0 0 0 0 14 0 0 21 0 540
2022-12-08 2 2 2 0 0 0 0 2 0 0 2 1 340
2022-12-09 0 1 1 0 0 0 0 0 0 0 3 0 310
2022-12-10 3 5 1 2 0 0 0 0 0 0 4 3 370
2022-12-11 2 3 1 0 0 0 0 10 0 0 5 0 380
2022-12-12 24 8 1 0 0 0 0 4 0 0 4 2 620
2022-12-13 0 2 2 7 0 0 0 0 0 0 5 1 500
2022-12-14 4 7 0 0 0 0 0 0 0 0 13 1 740
2022-12-15 5 9 12 2 0 0 0 27 0 0 1 1 590
2022-12-16 5 6 3 4 0 0 0 4 0 0 0 0 680
2022-12-17 5 6 1 0 0 0 0 0 61 0 14 2 420
2022-12-18 2 5 1 0 0 0 0 1 0 0 2 0 590
2022-12-19 1 6 5 0 1 0 0 8 0 0 13 1 520
2022-12-20 7 5 7 0 0 0 2 23 0 0 7 2 430
2022-12-21 7 5 12 2 0 1 1 8 0 0 9 1 510
2022-12-22 1 2 6 1 0 1 0 5 0 0 7 0 660
2022-12-23 2 5 6 1 0 0 0 5 0 0 7 0 550
2022-12-24 1 8 4 4 0 0 0 8 0 0 5 0 480
2022-12-25 5 16 3 0 0 0 0 0 0 0 8 0 620
2022-12-26 5 7 5 0 0 0 0 1 0 0 12 0 550
2022-12-27 0 7 2 0 0 0 0 0 0 0 5 1 620
2022-12-28 1 13 1 0 0 0 0 0 0 0 8 0 550
2022-12-29 1 10 5 5 0 0 1 10 0 0 15 0 790
2022-12-30 8 12 6 0 0 0 0 23 58 0 8 1 690
2022-12-31 3 16 6 0 1 0 1 6 0 0 24 0 710
2023-01-01 2 9 5 0 0 0 0 46 12 0 13 1 760
2023-01-02 0 9 6 0 0 0 0 44 0 0 5 0 720
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