Update work/tbx/data_work.md
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Certainly! Here's an example of how you can load and explore the data in a Jupyter Notebook using Python and the Pandas library:
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```markdown
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```python
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import pandas as pd
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# Load the data from CSV file
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df = pd.read_csv('raw_data.csv')
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# Display the first 5 rows of the data
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print("First 5 rows:")
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display(df.head())
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# Display the last 5 rows of the data
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print("\nLast 5 rows:")
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display(df.tail())
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# Get information about the DataFrame
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print("\nDataFrame Info:")
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display(df.info())
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# Get descriptive statistics of the numeric columns
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print("\nDescriptive Statistics:")
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display(df.describe())
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# Check for missing values
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print("\nMissing Values:")
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display(df.isnull().sum())
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# Get the data types of each column
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print("\nData Types:")
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display(df.dtypes)
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# Get the shape of the DataFrame (rows, columns)
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print(f"\nDataFrame Shape: {df.shape}")
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```
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Output:
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```
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First 5 rows:
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```
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| | P&L Rollup | Sales Channel | Booked Date | Customer PO Number | Order Number | Line End Customer Name | Line Number | Ordered Quantity | Manufacturer | Item Number - Root | Item Number - Child1 | Item Number - Child2 | Item Number - Child3 | Item Number - Child4 | Item Number - Child5 | Item Description | Product Family | Service Contract Duration | Buyer | Special Pricing Type | Deal ID | Special Pricing Account Number | Material Designator | SO Line Type | Ship From Consigned Org | Order Type | Org Code | Ext. Global Revenue | Ext. Global Cost | CDSD Dist Deviation Price Ext | Request Date | Promise Date | Schedule Ship Date | Schedule Arrival Date | Ship Confirm Date | Actual Shipment Date | Billed Revenue | Cisco GP | Cisco Mulit Yr Adj. | Adj. Cisco GP | Adj. Cisco Deviation Price | Cisco Subsidy | Non-Cisco GP | Total GP | Placeholder | VES Fee | VES Total GP | No Invoice | Cisco | Multi Year | VES | UK Order | Margin | ISO Week # |
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|---:|:-------------|:----------------------------------------|:--------------|:---------------------|:---------------|:-------------------------|---------------:|-------------------:|:---------------|:---------------------|:-----------------------|:-----------------------|:-----------------------|:-----------------------|:-----------------------|:-----------------------------------------------------------|:-----------------|:----------------------------|:------------------------|:----------------------|----------:|:---------------------------------|:----------------------|:---------------------------|:--------------------------|:---------------------|------------:|:----------------------|:-------------------|:--------------------------------|:---------------|:---------------|:---------------------|:------------------------|:-------------------|:----------------------|:-----------------|:-----------|:----------------------|:----------------|:-----------------------------|:----------------|:---------------|:-----------|:--------------|----------:|---------------:|:-------------|:--------|:-------------|:------|:-----------|:---------|-------------:|
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| 0 | TBX AT&T | AT&T-PPI - Universal CPE-Hayes, Kyle | 14-Feb-2024 | 4334036721 | 11349009 | - | 1 | 2 | SILICOM | CPW000066 | nan | nan | nan | nan | nan | Cable,Power Cord,AC,Brazil,10A/250V,1.8M,BLK | Other | - | Faerber, Jennifer Leigh | - | nan | - | - | Telco Drop Ship-Invoice | N | Telco Drop Ship | 24 | 5.40 | 5.40 | - | 15-Feb-2024 | - | - | - | - | - | $ 5.40 | $ - | $ - | $ - | $ - | $ - | $ - | $ - | nan | 0 | 0 | FALSE | FALSE | FALSE | FALSE | FALSE | 0% | 7 |
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| 1 | TBX AT&T | ATT Whitebox Distribution - UK | 18-Jan-2024 | 4334035695 | 11309329 | - | 1 | 1 | SILICOM | CBL000077 | nan | nan | nan | nan | nan | Cable,USB2 to RS-232 Cisco pinout,RJ-45 console | Other | - | Faerber, Jennifer Leigh | - | nan | - | - | WWTUK Drop Ship-Invoice | N | WWTUK Mixed | 100 | 7.62 | 7.62 | - | 02-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 14-Feb-2024 | 14-Feb-2024 | $ 7.62 | $ - | $ - | $ - | $ - | $ - | $ - | $ - | nan | 0 | 0 | FALSE | FALSE | FALSE | FALSE | TRUE | 0% | 3 |
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| 2 | TBX AT&T | ATT Whitebox Distribution - UK | 18-Jan-2024 | 4334035695 | 11309329 | - | 2 | 2 | SILICOM | CPW000024 | nan | nan | nan | nan | nan | Cable,Power Cord,AC,Italy,10A/250V,1.8M,BLK | Other | - | Faerber, Jennifer Leigh | - | nan | - | - | WWTUK Drop Ship-Invoice | N | WWTUK Mixed | 100 | 5.55 | 5.55 | - | 02-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 14-Feb-2024 | 14-Feb-2024 | $ 5.55 | $ - | $ - | $ - | $ - | $ - | $ - | $ - | nan | 0 | 0 | FALSE | FALSE | FALSE | FALSE | TRUE | 0% | 3 |
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| 3 | TBX AT&T | ATT Whitebox Distribution - UK | 18-Jan-2024 | 4334035695 | 11309329 | - | 3 | 1 | SILICOM | KXVE | CPE | MECH | nan | nan | nan | SILICOM KIT- K#VE-CPE-MECH VE-CPE MECHANICAL PAR | Other | - | Faerber, Jennifer Leigh | - | nan | - | - | WWTUK Drop Ship-Invoice | N | WWTUK Mixed | 100 | 15.32 | 14.40 | - | 02-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 15-Feb-2024 | 14-Feb-2024 | 14-Feb-2024 | $ 15.32 | $ 0.92 | $ - | $ 0.92 | $ - | $ - | $ 0.92 | $ 1.84 | nan | 0 | 0 | FALSE | FALSE | FALSE | FALSE | TRUE | 12% | 3 |
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| 4 | TBX AT&T | CDSD - ATT Diversity Plus | 02-Jan-2024 | PO3000254372 | 11284576 | Department of Justice | 1 | 1 | CISCO SYSTEMS (CISCOPRO) | C8500 | 12X | nan | nan | nan | nan | Cisco Catalyst 8500-12X Edge Platform | Catalyst Family | - | Berry, Gregory M. (Greg) | DEAL | 75430194 | 75430194 | - | Telco Drop Ship-Invoice | N | Telco Drop Ship | 24 | 47,159.49 | 46,134.29 | 46,134.29 | 02-Jan-2024 | 01-Feb-2024 | 01-Feb-2024 | 01-Feb-2024 | 24-Jan-2024 | 27-Jan-2024 | $ 47,159.49 | $ 1,025.20| $ - | $ 1,025.20 | $ 46,134.29 | $ 830.42 | $ - | $ 1,855.62| nan | 0 | 0 | FALSE | TRUE | FALSE | FALSE | FALSE | 4% | 1 |
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```
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Last 5 rows:
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```
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| | P&L Rollup | Sales Channel | Booked Date | Customer PO Number | Order Number | Line End Customer Name | Line Number | Ordered Quantity | Manufacturer | Item Number - Root | Item Number - Child1 | Item Number - Child2 | Item Number - Child3 | Item Number - Child4 | Item Number - Child5 | Item Description | Product Family | Service Contract Duration | Buyer | Special Pricing Type | Deal ID | Special Pricing Account Number | Material Designator | SO Line Type | Ship From Consigned Org | Order Type | Org Code | Ext. Global Revenue | Ext. Global Cost | CDSD Dist Deviation Price Ext | Request Date | Promise Date | Schedule Ship Date | Schedule Arrival Date | Ship Confirm Date | Actual Shipment Date | Billed Revenue | Cisco GP | Cisco Mulit Yr Adj. | Adj. Cisco GP | Adj. Cisco Deviation Price | Cisco Subsidy | Non-Cisco GP | Total GP | Placeholder | VES Fee | VES Total GP | No Invoice | Cisco | Multi Year | VES | UK Order | Margin | ISO Week # |
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|---:|:-------------|:-------------------------|:--------------|:---------------------|:---------------|:-------------------------|---------------:|-------------------:|:---------------|:---------------------|:-----------------------|:-----------------------|:-----------------------|:-----------------------|:-----------------------|:----------------------------------------------------------|:-----------------|:----------------------------|:------------------------|:----------------------|----------:|:---------------------------------|:----------------------|:---------------------------|:--------------------------|:---------------------|------------:|:----------------------|:-------------------|:--------------------------------|:---------------|:---------------|:---------------------|:------------------------|:-------------------|:----------------------|:-----------------|:-----------|:----------------------|:----------------|:-----------------------------|:----------------|:---------------|:-----------|:--------------|----------:|---------------:|:-------------|:--------|:-------------|:------|:-----------|:---------|-------------:|
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| 9 | TBX AT&T | CDSD - ATT Diversity Plus | 02-Jan-2024 | PO3000254372 | 11284576 | Department of Justice | 10 | 1 | CISCO SYSTEMS (CISCOPRO) | GLC | SX | MMD | nan | nan | nan | 1000BASE-SX SFP transceiver module, MMF, 850nm, DOM | SFP Family | - | Berry, Gregory M. (Greg) | DEAL | 75430194 | 75430194 | - | Telco Drop Ship-Invoice | N | Telco Drop Ship | 24 | 281.81 | 275.68 | 275.68 | 02-Jan-2024 | 01-Feb-2024 | 01-Feb-2024 | 01-Feb-2024 | 24-Jan-2024 | 27-Jan-2024 | $ 281.81 | $ 6.13 | $ - | $ 6.13 | $ 275.68 | $ 4.96 | $ - | $ 11.09 | nan | 0 | 0 | FALSE | TRUE | FALSE | FALSE | FALSE | 4% | 1 |
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| 10 | TBX AT&T | CDSD - ATT Diversity Plus | 02-Jan-2024 | PO3000254372 | 11284576 | Department of Justice | 11 | 1 | CISCO SYSTEMS (CISCOPRO) | IOSXE | AUTO | MODE | nan | nan | nan | IOS XE Autonomous boot up mode for Unified image | Other | - | Berry, Gregory M. (Greg) | DEAL | 75430194 | 75430194 | - | Telco Drop Ship-No Invoice | N | Telco Drop Ship | 24 | 0.00 | 0.00 | 0.00 | 02-Jan-2024 | 01-Feb-2024 | 01-Feb-2024 | 01-Feb-2024 | 28-Jan-2024 | 28-Jan-2024 | $ - | $ - | $ - | $ - | $ - | $ - | $ - | $ - | nan | 0 | 0 | TRUE | TRUE | FALSE | FALSE | FALSE | 0% | 1 |
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| 11 | TBX AT&T | CDSD - ATT Diversity Plus | 02-Jan-2024 | PO3000254372 | 11284576 | Department of Justice | 12 | 2 | CISCO SYSTEMS (CISCOPRO) | PWR | CH1 | 750WACR | nan | nan | nan | Cisco C8500 750W AC Power Supply | Power Supply | - | Berry, Gregory M. (Greg) | DEAL | 75430194 | 75430194 | - | Telco Drop Ship-No Invoice | N | Telco Drop Ship | 24 | 0.00 | 0.00 | 0.00 | 02-Jan-2024 | 01-Feb-2024 | 01-Feb-2024 | 01-Feb-2024 | 28-Jan-2024 | 28-Jan-2024 | $ - | $ - | $ - | $ - | $ - | $ - | $ - | $ - | nan | 0 | 0 | TRUE | TRUE | FALSE | FALSE | FALSE | 0% | 1 |
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| 12 | TBX AT&T | CDSD - ATT Diversity Plus | 02-Jan-2024 | PO3000254372 | 11284576 | Department of Justice | 13 | 2 | CISCO SYSTEMS (CISCOPRO) | CAB | AC | nan | nan | nan | nan | AC Power Cord (North America), C13, NEMA 5-15P, 2.1m | Other | - | Berry, Gregory M. (Greg) | DEAL | 75430194 | 75430194 | - | Telco Drop Ship-No Invoice | N | Telco Drop Ship | 24 | 0.00 | 0.
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```
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---
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Using Jupyter Notebook for this analysis is a great idea! Jupyter Notebook provides an interactive environment where you can combine code, visualizations, and explanatory text in a single document. This makes it easy to create a narrative flow for your analysis and share the results with others.
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Here's how you can structure your Jupyter Notebook for a more scroll-through analysis:
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