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work-18

Bias monitor

Installation

  • Just install the executable file.

Packages

  • pandas: 1.0.0
  • retrying: 1.3.3
  • plotly: 4.3.0
  • tkinter: 1.3.2

Input

  • The input file has to be downloaded from DMIS.

Output

  • The output is a "CD Monitor" which has 2 main charts - ISO & DENSE.

Coding

A. Data Wrangling

  • Here, the file extension doesn't match with its data type inside.
  • So, pandas' read_html() function gives the output in list of HTML tables i.e.
[         Lot ID        lot ID     ...       BIAS  DOSE_VALUE
0  F18370001.F1  F18370001.F1     ...       76.2        18.2
1  F18370001.F1  F18370001.F1     ...      251.2        18.2
2  F18370001.F1  F18370001.F1     ...      252.1        18.2
3  F18370001.F1  F18370001.F1     ...       74.1        18.2
4  F18370001.F1  F18370001.F1     ...      249.1        18.2
5  F18370001.F1  F18370001.F1     ...       76.3        18.2

[6 rows x 12 columns]]
  • the dataframe will be the 1st element in this list.
  • Now, ensure the DICD & FICD's respective columns (lotid, waferid) match. Otherwise, it will give the error.
    • (DICD_lotid == FICD-lotid)
    • (DICD_waferid == FICD_waferid)
  • Then proceed with column filtering.

B. Data Visualization

  • There are 2 main charts - ISO, DENSE.
  • Each chart has 3 traces - DICD, FICD, Bias.
  • The charts opens in default browser.

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