📊 Estoque ao longo do tempo para: Surgical Mask

plot_item_stock <- function(item_name) {
  item_df <- df %>%
    filter(Item_Name == item_name) %>%
    arrange(Date)

  # Obter o último valor de cada parâmetro (mais atual)
  last_entry <- tail(item_df, 1)

  min_required <- last_entry$Min_Required
  max_capacity <- last_entry$Max_Capacity
  lead_time <- last_entry$Restock_Lead_Time
  avg_usage <- last_entry$Avg_Usage_Per_Day
  current_stock <- last_entry$Current_Stock
  last_date <- last_entry$Date

  # Projeção para 30 dias a partir da última data
  proj_dates <- seq(from = last_date, by = "day", length.out = 30)
  projected_stock <- current_stock - avg_usage * (0:(length(proj_dates) - 1))

  # Data de ruptura prevista (quando estoque projetado cruza o mínimo)
  depletion_index <- which(projected_stock <= min_required)
  depletion_date <- if (length(depletion_index) > 0) proj_dates[depletion_index[1]] else NA

  ggplot(item_df, aes(x = Date, y = Current_Stock)) +
    geom_line(color = "blue", size = 1.2) +
    geom_hline(yintercept = min_required, linetype = "dashed", color = "red") +
    geom_hline(yintercept = max_capacity, linetype = "dashed", color = "darkgreen") +
    geom_line(
      data = data.frame(Date = proj_dates, Projected = projected_stock),
      aes(x = Date, y = Projected),
      color = "orange", linetype = "dotdash"
    ) +
    { if (!is.na(depletion_date)) geom_vline(xintercept = depletion_date, color = "red", linetype = "dotted") } +
    geom_vline(xintercept = last_date + lead_time, color = "purple", linetype = "longdash") +
    labs(
      title = paste("Estoque e Projeção para:", item_name),
      y = "Estoque",
      x = "Data"
    ) +
    theme_minimal()
}

plot_item_stock(params$item_nome)
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

⚠️ Risco de ruptura de estoque

df %>%
  group_by(Item_Name) %>%
  summarise(
    Days_To_Deplete = min((Current_Stock - Min_Required) / Avg_Usage_Per_Day),
    Lead_Time = max(Restock_Lead_Time),
    Risk = Days_To_Deplete < Lead_Time
  ) %>%
  filter(Risk == TRUE) %>%
  kable()
Item_Name Days_To_Deplete Lead_Time Risk
Gloves -5.861538 29 TRUE
IV Drip -17.360000 29 TRUE
Surgical Mask -9.000000 29 TRUE
Ventilator -85.833333 29 TRUE
X-ray Machine -1.693548 29 TRUE

🛡 Estoque de Segurança Sugerido

df %>%
  mutate(Safety_Stock = round(Avg_Usage_Per_Day * Restock_Lead_Time * 0.5, 1)) %>%
  select(Item_Name, Avg_Usage_Per_Day, Restock_Lead_Time, Safety_Stock) %>%
  distinct() %>%
  kable()
Item_Name Avg_Usage_Per_Day Restock_Lead_Time Safety_Stock
Ventilator 108 17 918.0
Ventilator 55 12 330.0
Surgical Mask 470 6 1410.0
Surgical Mask 207 15 1552.5
IV Drip 158 12 948.0
IV Drip 386 26 5018.0
IV Drip 207 24 2484.0
IV Drip 257 11 1413.5
Ventilator 16 20 160.0
Gloves 418 5 1045.0
Surgical Mask 161 21 1690.5
Surgical Mask 254 8 1016.0
X-ray Machine 244 2 244.0
Gloves 230 24 2760.0
Gloves 198 24 2376.0
Surgical Mask 415 25 5187.5
Gloves 106 26 1378.0
X-ray Machine 176 6 528.0
Ventilator 499 23 5738.5
IV Drip 59 18 531.0
X-ray Machine 458 17 3893.0
IV Drip 374 17 3179.0
Surgical Mask 392 1 196.0
Ventilator 415 19 3942.5
X-ray Machine 342 4 684.0
Gloves 31 2 31.0
Ventilator 426 7 1491.0
X-ray Machine 9 21 94.5
Ventilator 66 1 33.0
Surgical Mask 110 9 495.0
Gloves 470 25 5875.0
IV Drip 265 7 927.5
IV Drip 250 12 1500.0
IV Drip 238 5 595.0
X-ray Machine 50 22 550.0
Ventilator 373 6 1119.0
Gloves 65 8 260.0
Gloves 92 24 1104.0
X-ray Machine 51 26 663.0
Gloves 177 20 1770.0
Gloves 474 11 2607.0
Ventilator 158 6 474.0
Ventilator 72 6 216.0
Ventilator 27 5 67.5
X-ray Machine 480 29 6960.0
X-ray Machine 399 11 2194.5
X-ray Machine 378 26 4914.0
Gloves 276 13 1794.0
IV Drip 127 17 1079.5
Gloves 137 26 1781.0
Ventilator 40 6 120.0
IV Drip 414 14 2898.0
Surgical Mask 280 12 1680.0
IV Drip 334 23 3841.0
Ventilator 41 11 225.5
Ventilator 130 8 520.0
Ventilator 346 1 173.0
Ventilator 473 25 5912.5
Surgical Mask 287 17 2439.5
IV Drip 426 28 5964.0
Surgical Mask 337 24 4044.0
Gloves 381 25 4762.5
IV Drip 319 29 4625.5
Gloves 332 25 4150.0
Gloves 360 26 4680.0
Gloves 328 21 3444.0
Ventilator 103 15 772.5
IV Drip 470 1 235.0
X-ray Machine 473 15 3547.5
IV Drip 294 4 588.0
Ventilator 300 23 3450.0
IV Drip 444 16 3552.0
Ventilator 165 9 742.5
IV Drip 161 4 322.0
IV Drip 330 5 825.0
Gloves 242 21 2541.0
Surgical Mask 256 15 1920.0
IV Drip 489 29 7090.5
X-ray Machine 401 5 1002.5
Surgical Mask 420 28 5880.0
X-ray Machine 248 18 2232.0
IV Drip 388 28 5432.0
Ventilator 40 20 400.0
IV Drip 422 25 5275.0
Gloves 260 25 3250.0
Ventilator 425 4 850.0
X-ray Machine 59 19 560.5
IV Drip 484 2 484.0
IV Drip 130 13 845.0
Ventilator 4 21 42.0
IV Drip 12 8 48.0
Surgical Mask 388 23 4462.0
X-ray Machine 111 13 721.5
IV Drip 188 25 2350.0
IV Drip 141 16 1128.0
Ventilator 353 1 176.5
Gloves 424 2 424.0
X-ray Machine 307 14 2149.0
Surgical Mask 257 2 257.0
Surgical Mask 55 4 110.0
Ventilator 55 8 220.0
Surgical Mask 112 25 1400.0
Gloves 344 5 860.0
IV Drip 200 7 700.0
X-ray Machine 188 28 2632.0
IV Drip 322 27 4347.0
Ventilator 483 3 724.5
IV Drip 270 14 1890.0
Gloves 441 7 1543.5
Surgical Mask 31 16 248.0
X-ray Machine 342 26 4446.0
Gloves 82 17 697.0
Ventilator 152 17 1292.0
X-ray Machine 420 19 3990.0
IV Drip 418 10 2090.0
Ventilator 391 26 5083.0
IV Drip 25 1 12.5
Gloves 35 16 280.0
Gloves 105 22 1155.0
Ventilator 442 17 3757.0
Surgical Mask 359 11 1974.5
Ventilator 458 5 1145.0
Surgical Mask 153 8 612.0
Ventilator 222 24 2664.0
Ventilator 6 18 54.0
X-ray Machine 241 9 1084.5
Surgical Mask 433 7 1515.5
Surgical Mask 410 14 2870.0
Gloves 453 6 1359.0
IV Drip 239 18 2151.0
Gloves 39 6 117.0
Surgical Mask 385 5 962.5
X-ray Machine 316 3 474.0
Surgical Mask 207 23 2380.5
IV Drip 74 29 1073.0
IV Drip 229 27 3091.5
Ventilator 496 18 4464.0
X-ray Machine 435 28 6090.0
Gloves 29 2 29.0
X-ray Machine 400 28 5600.0
Ventilator 195 8 780.0
Surgical Mask 37 14 259.0
IV Drip 136 26 1768.0
Surgical Mask 466 6 1398.0
Surgical Mask 160 5 400.0
Ventilator 172 27 2322.0
Gloves 42 18 378.0
Surgical Mask 464 16 3712.0
IV Drip 285 22 3135.0
IV Drip 383 8 1532.0
Gloves 183 9 823.5
Gloves 309 19 2935.5
Ventilator 119 21 1249.5
X-ray Machine 171 26 2223.0
IV Drip 249 8 996.0
Surgical Mask 416 3 624.0
Ventilator 87 9 391.5
Gloves 58 19 551.0
Surgical Mask 499 18 4491.0
X-ray Machine 24 9 108.0
Gloves 125 8 500.0
X-ray Machine 325 2 325.0
X-ray Machine 65 4 130.0
IV Drip 402 27 5427.0
IV Drip 199 22 2189.0
X-ray Machine 69 16 552.0
IV Drip 204 25 2550.0
Gloves 481 18 4329.0
X-ray Machine 209 20 2090.0
X-ray Machine 387 26 5031.0
Ventilator 203 2 203.0
Ventilator 424 11 2332.0
Ventilator 167 19 1586.5
Ventilator 439 8 1756.0
Surgical Mask 253 12 1518.0
Ventilator 104 6 312.0
Gloves 248 27 3348.0
Surgical Mask 129 9 580.5
Gloves 266 6 798.0
Ventilator 76 20 760.0
X-ray Machine 429 3 643.5
Surgical Mask 53 22 583.0
X-ray Machine 210 5 525.0
Gloves 357 25 4462.5
Gloves 362 2 362.0
Surgical Mask 176 1 88.0
Gloves 198 25 2475.0
Surgical Mask 490 14 3430.0
Gloves 49 16 392.0
X-ray Machine 423 25 5287.5
IV Drip 37 5 92.5
Ventilator 389 1 194.5
Ventilator 252 5 630.0
IV Drip 498 29 7221.0
IV Drip 204 19 1938.0
Surgical Mask 40 24 480.0
Gloves 222 21 2331.0
X-ray Machine 236 5 590.0
Ventilator 191 6 573.0
IV Drip 174 15 1305.0
IV Drip 460 23 5290.0
IV Drip 299 16 2392.0
Gloves 161 20 1610.0
X-ray Machine 386 13 2509.0
IV Drip 237 8 948.0
X-ray Machine 176 1 88.0
Ventilator 163 26 2119.0
Surgical Mask 299 21 3139.5
Ventilator 365 27 4927.5
Surgical Mask 203 6 609.0
IV Drip 427 11 2348.5
Gloves 253 25 3162.5
Surgical Mask 233 12 1398.0
Ventilator 47 22 517.0
Gloves 488 29 7076.0
Ventilator 464 7 1624.0
IV Drip 110 2 110.0
Ventilator 219 21 2299.5
IV Drip 106 14 742.0
Surgical Mask 41 16 328.0
Gloves 109 16 872.0
X-ray Machine 369 12 2214.0
Gloves 337 22 3707.0
X-ray Machine 428 4 856.0
Surgical Mask 349 10 1745.0
Ventilator 449 23 5163.5
IV Drip 64 25 800.0
IV Drip 45 24 540.0
IV Drip 382 5 955.0
Surgical Mask 131 29 1899.5
Surgical Mask 23 27 310.5
X-ray Machine 381 24 4572.0
Gloves 409 25 5112.5
Gloves 429 18 3861.0
Ventilator 340 21 3570.0
X-ray Machine 223 6 669.0
Surgical Mask 462 22 5082.0
Surgical Mask 392 15 2940.0
IV Drip 212 20 2120.0
X-ray Machine 228 9 1026.0
X-ray Machine 310 4 620.0
Surgical Mask 319 6 957.0
X-ray Machine 414 4 828.0
IV Drip 213 21 2236.5
IV Drip 9 7 31.5
Surgical Mask 459 2 459.0
Surgical Mask 298 26 3874.0
X-ray Machine 419 10 2095.0
X-ray Machine 175 13 1137.5
Gloves 446 24 5352.0
X-ray Machine 204 23 2346.0
X-ray Machine 254 6 762.0
Ventilator 201 3 301.5
Surgical Mask 118 26 1534.0
X-ray Machine 312 28 4368.0
Ventilator 470 15 3525.0
X-ray Machine 245 20 2450.0
Surgical Mask 69 6 207.0
Gloves 304 27 4104.0
IV Drip 8 25 100.0
Surgical Mask 249 29 3610.5
Surgical Mask 313 29 4538.5
Ventilator 86 4 172.0
Ventilator 87 16 696.0
Ventilator 327 2 327.0
Gloves 20 26 260.0
Ventilator 172 23 1978.0
Surgical Mask 327 11 1798.5
Ventilator 353 8 1412.0
X-ray Machine 358 9 1611.0
X-ray Machine 343 18 3087.0
IV Drip 362 26 4706.0
X-ray Machine 278 8 1112.0
IV Drip 245 20 2450.0
X-ray Machine 140 8 560.0
Gloves 172 10 860.0
IV Drip 68 21 714.0
X-ray Machine 225 2 225.0
IV Drip 414 18 3726.0
IV Drip 406 25 5075.0
X-ray Machine 210 29 3045.0
Surgical Mask 326 11 1793.0
Ventilator 240 13 1560.0
IV Drip 476 16 3808.0
IV Drip 258 3 387.0
IV Drip 162 1 81.0
Ventilator 425 25 5312.5
IV Drip 364 22 4004.0
IV Drip 104 6 312.0
X-ray Machine 250 20 2500.0
Surgical Mask 172 1 86.0
Gloves 52 18 468.0
Gloves 486 24 5832.0
Ventilator 351 15 2632.5
Gloves 467 21 4903.5
Surgical Mask 439 27 5926.5
Gloves 464 5 1160.0
Surgical Mask 253 5 632.5
Surgical Mask 308 13 2002.0
X-ray Machine 430 13 2795.0
Gloves 233 5 582.5
IV Drip 350 16 2800.0
Ventilator 133 6 399.0
IV Drip 185 23 2127.5
Gloves 433 25 5412.5
Gloves 377 14 2639.0
IV Drip 491 21 5155.5
X-ray Machine 405 21 4252.5
Gloves 273 27 3685.5
X-ray Machine 54 29 783.0
Ventilator 470 8 1880.0
Gloves 195 15 1462.5
IV Drip 405 24 4860.0
X-ray Machine 494 21 5187.0
Ventilator 441 6 1323.0
Surgical Mask 409 8 1636.0
Ventilator 300 5 750.0
X-ray Machine 341 16 2728.0
Gloves 238 10 1190.0
Gloves 192 6 576.0
Surgical Mask 16 26 208.0
X-ray Machine 354 2 354.0
Gloves 281 21 2950.5
Gloves 345 1 172.5
X-ray Machine 361 2 361.0
Ventilator 92 20 920.0
IV Drip 318 10 1590.0
Ventilator 132 3 198.0
X-ray Machine 404 17 3434.0
Ventilator 141 24 1692.0
Gloves 115 27 1552.5
X-ray Machine 301 19 2859.5
Gloves 331 26 4303.0
Gloves 394 27 5319.0
Gloves 192 11 1056.0
Ventilator 477 17 4054.5
IV Drip 374 18 3366.0
Surgical Mask 175 9 787.5
IV Drip 224 29 3248.0
Surgical Mask 472 18 4248.0
X-ray Machine 398 27 5373.0
IV Drip 70 18 630.0
Surgical Mask 174 6 522.0
Gloves 489 10 2445.0
X-ray Machine 136 7 476.0
IV Drip 298 13 1937.0
Ventilator 111 7 388.5
X-ray Machine 401 16 3208.0
Gloves 179 25 2237.5
Gloves 296 2 296.0
Gloves 36 15 270.0
Surgical Mask 363 6 1089.0
IV Drip 285 10 1425.0
X-ray Machine 118 6 354.0
IV Drip 82 7 287.0
IV Drip 38 12 228.0
Surgical Mask 2 26 26.0
Surgical Mask 466 17 3961.0
Gloves 287 20 2870.0
IV Drip 35 27 472.5
Surgical Mask 373 24 4476.0
Gloves 4 19 38.0
X-ray Machine 418 26 5434.0
Surgical Mask 172 17 1462.0
Surgical Mask 346 10 1730.0
X-ray Machine 2 11 11.0
X-ray Machine 355 10 1775.0
Surgical Mask 441 10 2205.0
X-ray Machine 306 8 1224.0
X-ray Machine 104 27 1404.0
Gloves 297 24 3564.0
Surgical Mask 83 23 954.5
X-ray Machine 42 11 231.0
Gloves 311 12 1866.0
Surgical Mask 470 8 1880.0
Surgical Mask 176 28 2464.0
Surgical Mask 93 1 46.5
X-ray Machine 384 23 4416.0
X-ray Machine 450 1 225.0
IV Drip 298 3 447.0
Gloves 295 23 3392.5
IV Drip 397 16 3176.0
Gloves 208 9 936.0
Ventilator 413 16 3304.0
IV Drip 282 25 3525.0
Surgical Mask 252 23 2898.0
Ventilator 243 20 2430.0
Ventilator 54 15 405.0
Ventilator 471 3 706.5
Gloves 192 4 384.0
X-ray Machine 348 2 348.0
X-ray Machine 78 11 429.0
Ventilator 162 5 405.0
X-ray Machine 463 1 231.5
Surgical Mask 374 25 4675.0
X-ray Machine 393 19 3733.5
Gloves 197 7 689.5
Ventilator 47 24 564.0
IV Drip 119 13 773.5
Surgical Mask 342 16 2736.0
IV Drip 174 27 2349.0
Ventilator 477 24 5724.0
Ventilator 279 25 3487.5
IV Drip 271 17 2303.5
Ventilator 257 19 2441.5
Ventilator 435 14 3045.0
Ventilator 486 2 486.0
X-ray Machine 183 23 2104.5
X-ray Machine 179 4 358.0
IV Drip 290 7 1015.0
Surgical Mask 245 8 980.0
IV Drip 41 26 533.0
IV Drip 169 21 1774.5
Gloves 244 17 2074.0
X-ray Machine 392 25 4900.0
Surgical Mask 411 3 616.5
Surgical Mask 158 29 2291.0
Gloves 435 11 2392.5
Ventilator 186 20 1860.0
IV Drip 18 3 27.0
IV Drip 127 25 1587.5
Surgical Mask 267 1 133.5
IV Drip 300 7 1050.0
Surgical Mask 447 14 3129.0
X-ray Machine 226 7 791.0
X-ray Machine 450 26 5850.0
Surgical Mask 231 28 3234.0
Gloves 382 16 3056.0
IV Drip 276 6 828.0
Surgical Mask 222 14 1554.0
Gloves 391 10 1955.0
X-ray Machine 6 24 72.0
IV Drip 197 20 1970.0
IV Drip 451 23 5186.5
X-ray Machine 248 25 3100.0
Ventilator 425 14 2975.0
Surgical Mask 489 22 5379.0
Gloves 465 14 3255.0
Gloves 328 3 492.0
Gloves 281 10 1405.0
Gloves 216 2 216.0
IV Drip 181 27 2443.5
Surgical Mask 379 14 2653.0
IV Drip 151 21 1585.5
X-ray Machine 42 1 21.0
IV Drip 263 26 3419.0
Ventilator 121 29 1754.5
Ventilator 52 5 130.0
Surgical Mask 168 8 672.0
Surgical Mask 25 17 212.5
Surgical Mask 32 10 160.0
Gloves 149 13 968.5
IV Drip 147 18 1323.0
Gloves 292 5 730.0
Gloves 481 17 4088.5
IV Drip 213 17 1810.5
Ventilator 89 26 1157.0
Surgical Mask 481 17 4088.5
Ventilator 92 4 184.0
Ventilator 301 9 1354.5
X-ray Machine 357 23 4105.5
Gloves 467 3 700.5
Surgical Mask 151 1 75.5
IV Drip 483 26 6279.0
Ventilator 416 7 1456.0
X-ray Machine 179 22 1969.0
X-ray Machine 275 29 3987.5
Ventilator 79 23 908.5
Ventilator 8 28 112.0
X-ray Machine 12 26 156.0
Gloves 192 18 1728.0
X-ray Machine 203 5 507.5
X-ray Machine 442 5 1105.0
X-ray Machine 315 3 472.5
Gloves 39 26 507.0
Gloves 170 12 1020.0
Gloves 471 11 2590.5
IV Drip 449 3 673.5
IV Drip 35 12 210.0
IV Drip 210 13 1365.0
IV Drip 427 21 4483.5
Surgical Mask 437 10 2185.0
Surgical Mask 71 27 958.5
Surgical Mask 132 4 264.0
Ventilator 425 20 4250.0
Surgical Mask 380 7 1330.0
Ventilator 92 28 1288.0
X-ray Machine 461 11 2535.5
Surgical Mask 168 17 1428.0
Gloves 214 9 963.0
IV Drip 282 26 3666.0
Ventilator 257 6 771.0
X-ray Machine 108 16 864.0
Surgical Mask 419 27 5656.5
IV Drip 382 6 1146.0
Gloves 450 19 4275.0

💰 Custo de Estoque Atual

df %>%
  mutate(Total_Cost = Current_Stock * Unit_Cost) %>%
  summarise(Custo_Total = sum(Total_Cost)) %>%
  kable()
Custo_Total
12865259483

📦 Itens com Excesso de Estoque

df %>%
  mutate(Overstock = pmax(Current_Stock - Max_Capacity, 0),
         Overstock_Cost = Overstock * Unit_Cost) %>%
  filter(Overstock > 0) %>%
  select(Item_Name, Current_Stock, Max_Capacity, Overstock, Overstock_Cost) %>%
  kable()
Item_Name Current_Stock Max_Capacity Overstock Overstock_Cost
Ventilator 1542 1018 524 2340996.20
Surgical Mask 2038 1131 907 674898.70
IV Drip 2410 1013 1397 21550862.41
IV Drip 2258 1715 543 8278610.58
Gloves 2448 1314 1134 3094776.72
Surgical Mask 3451 2292 1159 3857661.96
Surgical Mask 4510 4298 212 11799.92
Gloves 4719 2184 2535 7264017.15
IV Drip 4317 3215 1102 17835131.66
IV Drip 2912 2109 803 13902820.80
Ventilator 2519 1419 1100 13541913.00
X-ray Machine 4289 1823 2466 23543666.46
Surgical Mask 1415 1004 411 1979832.21
Gloves 4900 867 4033 46886044.80
IV Drip 3215 1517 1698 29076144.48
X-ray Machine 4906 1497 3409 48871560.36
X-ray Machine 1732 1687 45 467229.60
Ventilator 2366 1469 897 17361605.43
IV Drip 3842 2163 1679 23628835.64
Ventilator 2186 1063 1123 8332412.94
IV Drip 4032 2985 1047 19259188.08
Gloves 3638 2058 1580 16014311.20
Ventilator 4872 1872 3000 49588950.00
IV Drip 4625 1409 3216 9475525.92
Ventilator 2632 1729 903 7257582.57
IV Drip 4957 4741 216 3446137.44
Ventilator 1542 978 564 2385.72
IV Drip 3817 2310 1507 28771523.44
Surgical Mask 1714 527 1187 11628659.16
IV Drip 3473 892 2581 13632377.42
X-ray Machine 2288 715 1573 21206729.83
IV Drip 4909 3379 1530 9877389.30
Ventilator 4101 3745 356 2933717.68
IV Drip 4129 563 3566 69783767.20
X-ray Machine 4184 3969 215 2352940.65
Ventilator 1196 577 619 7808753.09
IV Drip 1395 1088 307 865362.39
IV Drip 2712 2525 187 3244214.38
Ventilator 2180 992 1188 11092961.88
Ventilator 4261 2819 1442 3366435.52
Ventilator 3627 1262 2365 39625243.90
IV Drip 3831 3291 540 2218428.00
Gloves 4870 4699 171 2239891.38
Surgical Mask 2283 1386 897 13751072.79
IV Drip 2194 1320 874 10058245.46
X-ray Machine 4976 2318 2658 32458060.68
IV Drip 1678 1468 210 1835855.70
Surgical Mask 2206 732 1474 12346282.96
Surgical Mask 4729 3798 931 10461991.47
Ventilator 4286 543 3743 41379014.72
X-ray Machine 2842 1077 1765 15973073.50
Ventilator 4864 2669 2195 40233801.25
Gloves 3961 1015 2946 9037827.18
X-ray Machine 2426 1917 509 9065366.35
Ventilator 1851 641 1210 23292427.40
Ventilator 3517 1355 2162 34460399.06
Ventilator 2991 1305 1686 11920323.48
Gloves 1385 582 803 7258148.37
Ventilator 4201 2110 2091 28006979.46
Gloves 1959 754 1205 15478960.05
Surgical Mask 3459 3381 78 1143842.70
Gloves 3268 2535 733 12543829.00
Surgical Mask 4209 2264 1945 21074269.50
Gloves 1615 1431 184 3530667.44
X-ray Machine 3043 2813 230 1293306.10
Ventilator 2460 513 1947 14967328.86
IV Drip 4094 1768 2326 33618352.54
IV Drip 4293 1538 2755 43800725.65
X-ray Machine 2554 500 2054 7248134.66
X-ray Machine 4181 3970 211 2437965.74
Ventilator 2307 2298 9 69433.47
Surgical Mask 1225 1100 125 569313.75
Surgical Mask 4670 1848 2822 41513143.88
IV Drip 4652 1625 3027 36921741.69
Gloves 1951 925 1026 6600688.92
Surgical Mask 2474 1470 1004 1510548.12
Surgical Mask 2718 1246 1472 20021908.48
IV Drip 2458 840 1618 8332926.52
IV Drip 4016 1064 2952 20238203.52
IV Drip 3299 2445 854 1435061.60
X-ray Machine 4732 1145 3587 14385412.41
Gloves 3261 1211 2050 14097050.50
Gloves 4860 4851 9 35245.62
X-ray Machine 2851 606 2245 34016329.80
Surgical Mask 2466 1254 1212 5770113.84
X-ray Machine 1451 1437 14 40629.26
IV Drip 4140 3197 943 13322289.08
X-ray Machine 3928 2709 1219 9514185.29
X-ray Machine 4406 1029 3377 49515836.59
X-ray Machine 4739 2979 1760 3997400.00
X-ray Machine 3694 3055 639 5902647.48
Gloves 4788 4514 274 974401.54
Surgical Mask 3015 1897 1118 16019084.12
Ventilator 3784 2325 1459 27956205.39
Gloves 3758 1202 2556 1704724.20
X-ray Machine 2692 1181 1511 29985598.57
X-ray Machine 3913 2944 969 3095955.00
X-ray Machine 2727 2655 72 654876.00
IV Drip 3624 2332 1292 14122890.76
Ventilator 2463 540 1923 17589431.01
Gloves 3801 3149 652 12983543.32
Ventilator 4402 1196 3206 48897046.38
Surgical Mask 3308 1811 1497 21837996.48
IV Drip 3932 2203 1729 16298539.53
IV Drip 4012 3400 612 203373.72
IV Drip 3554 2147 1407 6316037.07
X-ray Machine 4223 2997 1226 14837027.48
Ventilator 2491 1817 674 11959752.56
X-ray Machine 1238 636 602 3370495.66
X-ray Machine 2519 911 1608 17570310.48
Gloves 4099 919 3180 9285250.20
Ventilator 4740 4420 320 1164118.40
X-ray Machine 4964 3886 1078 5028589.72
Gloves 2588 1246 1342 10634088.52
X-ray Machine 4174 1468 2706 46202487.54
Gloves 3916 3441 475 122953.75
IV Drip 3936 2435 1501 14573239.02
Surgical Mask 4343 986 3357 59581680.93
IV Drip 4208 3464 744 2020666.80
X-ray Machine 4885 2994 1891 30323527.61
Ventilator 4312 3596 716 8532829.76
X-ray Machine 3877 3270 607 3183715.00
Gloves 3859 3771 88 193102.80
Gloves 3951 797 3154 44106955.30
Surgical Mask 3931 1847 2084 37139589.20
Surgical Mask 4974 1360 3614 59693594.48
Gloves 865 728 137 2106232.52
Surgical Mask 2704 1579 1125 5686560.00
X-ray Machine 860 855 5 93801.65
Surgical Mask 3000 2903 97 1497810.95
X-ray Machine 3189 591 2598 44206502.82
Gloves 4433 2610 1823 32420341.38
Surgical Mask 2895 997 1898 33534945.86
Gloves 4143 3138 1005 19712180.55
Surgical Mask 3607 1402 2205 41787462.15
X-ray Machine 4413 3227 1186 15375090.52
X-ray Machine 3459 3040 419 5569339.62
IV Drip 2921 800 2121 15210730.29
IV Drip 4678 3281 1397 16835833.74
Gloves 4621 1346 3275 51504254.75
Surgical Mask 4416 2408 2008 29051282.16
Gloves 4519 3334 1185 11490850.20
X-ray Machine 3849 516 3333 50780188.14
Ventilator 2633 2411 222 4105050.84
X-ray Machine 2887 2557 330 963768.30
Gloves 4587 2429 2158 342604.08
Ventilator 2678 1600 1078 14308649.74
IV Drip 4938 2448 2490 28657086.30
Ventilator 2440 2282 158 1485296.38
Ventilator 4070 3393 677 10392559.30
Ventilator 3770 3502 268 689381.76
Ventilator 4488 3983 505 3163724.00
Gloves 2672 2060 612 7070221.80
IV Drip 2256 576 1680 5809406.40
IV Drip 1451 1145 306 3642391.44
IV Drip 4131 3363 768 4617085.44
X-ray Machine 2647 568 2079 39011644.98
Gloves 4500 1796 2704 9779367.52
Ventilator 4913 3173 1740 22169200.80
Surgical Mask 3694 3149 545 3276262.05
Gloves 2159 1657 502 3251890.74
Gloves 3625 2102 1523 24311694.69
Ventilator 2556 1215 1341 14272920.09
Gloves 4943 3137 1806 4601778.30
Ventilator 3384 1499 1885 3700104.20
Ventilator 3753 605 3148 60321472.32
Gloves 1450 767 683 12945643.47
IV Drip 2749 679 2070 33162165.90
Gloves 2078 1111 967 5245085.36
Gloves 1591 1464 127 588275.43
IV Drip 2883 1232 1651 6558993.74
Ventilator 2718 1594 1124 3424232.28
X-ray Machine 3988 2643 1345 12704964.15
Gloves 1845 1526 319 4123582.21
X-ray Machine 4017 1946 2071 39749096.49
Ventilator 3055 2386 669 8490546.60
Gloves 3122 2883 239 2322903.14
IV Drip 4209 2550 1659 14373841.44
IV Drip 1687 1201 486 6390836.82
IV Drip 2995 2836 159 995246.19
Surgical Mask 3099 731 2368 29114370.56
Surgical Mask 1310 885 425 4124408.25
Ventilator 3297 764 2533 45413878.37
Gloves 1979 663 1316 4478269.04
Ventilator 4072 3496 576 9178099.20
Gloves 3619 2807 812 15508331.16