diff --git a/cst311/lec/lec20.md b/cst311/lec/lec20.md
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+# lec20
+
+Link Layer(is it cool or is it whack)
+
+_Frame_: packets on link layer i.e. layer-2 packet
+
+MAC addresses are used at this layer more often since we don't assume that we'll ever have millions/thousands of people connecting to one network.
+
+## Services
+
+* Framing and link access
+
+Yet another header is added at this point
+
+* Reliable delivery 
+
+* Flow control 
+
+Receiver can report lower send rates
+
+* Error Detection
+
+	* Retransmission signals
+	* checksums yo
+
+## where tho
+
+usually this is in hardware/firmware
+
+Typically theres a microcontroller next to the some bus reading in and out whatever it can
+
+Sender usually tacks on header
+
+Receiver will take take analyze things then send it back up across the apic etc etc, it usually comes right back to another controller to write out onto a different bus.
+
+## Checksum? more like check this parity 
+
+physical world is full of noise so basic checksums won't do shit anymore.
+This is why use things like parity checks.
+Pretty much we take some stream, push it into a grid of n by m size
+Add 1 to n & m. Where the tall side get filled with the parity of each row and the low side is filled with columns' parity.
+Send this result to receiver who verifies this stuff, and we can determine single bit errors.
+
+## Cyclic redundancy check
+
+_even more techniques for error detection_
+
+View a bit stream as some size\_t binary value
diff --git a/cst311/lec/lec21.md b/cst311/lec/lec21.md
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+# lec21
+
+_Recall CRC_: Basically long division but with xor's instead of repeated subtractions
+
+## Multiple Access Protocols
+
+* point to point link
+
+One machine on each end of the link
+
+* broadcast 
+
+-----
+Ideallly: 
+* we would make sure each node could send at whatever rate they needed to
+* decentralized 
+* simple to implement
+
+## MAC protocols
+
+Three main classes of protocols methods: 
+1. channel paritioning
+	* time muxing, frequency muxing etc
+
+2. Random access
+	* allow collisions and just try to recover on the fly
+
+3. Taking turns
+	* nodes take turns doing things
+
+
+## Random Access 
+
+Basically whenever there's a collision we would retransmit.
+
+### ALOHA
+
+Partially time slotted technique.
+This means it helps us to have an accepted frame size.
+
+Once a node is transmitting it can transmit at its full bandwidth.
+There is tons of collision however, which means we have to recover a ton as well.
+
+Pure unslotted ALOHA we basically transmit a frame as soon as is arrives which means frames can overlap.
+Putting these frames into slots allows us to reduce this collision probability overall raising our efficiency.
+
+
diff --git a/cst311/lec/lec22.md b/cst311/lec/lec22.md
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+# lec22
+
+_This is continuation of previous lecture where MAC protocols are covered in brief._
+## Taking turns
+
+Let's now describe various methods to achieve turn taking.
+
+
+1. _polling_:
+
+	* master invites slaves to transmit data
+
+2. _token rings_:
+
+	* control token passed from node to node
+## ARP: Address Resolution Protocol
+
+Protocol to determine MAC address on a given device in a network.
+
+Upon association the protocol will emplace an entry into the target device's `arp table` where we record MAC and IP address associations.
+
+# Wireless links
+
+Interference: everything will cause interference which means we expect interference.
+
+Primarily for wireless connections: _Code Division Multiple Access_(asynchronus kinda)
+
+### CDMA 
+
+Each node receives a code which it uses to splice transmissions across the wireless link.
+Each node may transmit data at an arbitrary rate since the transmissions splice into each other forming a consistent signal cumulatively.
+
+
diff --git a/cst311/lec/lec23.md b/cst311/lec/lec23.md
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+++ b/cst311/lec/lec23.md
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+# lec23
+
+Wifi stuff in this lecture... jk its cellular shit wew lad
+
+
+## Pieces
+
+* base station
+
+covers an area for users
+
+* users
+
+yea
+
+* air interface
+
+most(all) of this based on air to air connections
+
+## Dividing up signals
+
+Either we use _TDMA_ or _FDMA_ at the cell tower level.
+
+## Mobility 
+
+Since we're dealing with dealing with literally moving targets now we have to consider a few new things, like handling how cell tower's deal with people connecting and disconnecting all the time.
+Moving from access point to access point we must  somehow maintain connections.
+
+To route this kind of thing we have two options:
+
+1. Let routing handle it
+
+Just like previous lectures, send off some data and hope that the data gets to the right place
+
+2. End system offloading
+
+Let end systems deal with it via direct or indirect routing.
+
diff --git a/cst337/lec/lec16.md b/cst337/lec/lec16.md
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+++ b/cst337/lec/lec16.md
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+# lec16
+
+_recall this is mips centric_
+
+## Overflow
+
+Dealing with signed values
+
+## Carry
+
+Dealing with unsigned values 
+
+## floats
+
+using the IEEE-754 format
diff --git a/cst337/lec/lec17.md b/cst337/lec/lec17.md
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+# floating point
+
+mips uses ieee754 
+
+## parts of floats
+
+1. Sign bit
+2. Exponent
+3. Mantissa
+
+_32-bit floats btw_
+
+## Sign 
+
+bruh
+
+## exponent 
+
+This is coming from scientific notation so we have `2.0E3`
+
+This means our 8 bit exponent is `0000 0011` + `0111 1111`
+
+## Mantissa 
+
+let's roll with `2.0E3` 
+
+Mantiss of 2.0 = 0 <- 23 times
+
+We have 23 `0`'s because the decimal portion of our number `2.0E3` is 0.
diff --git a/cst337/lec/lec18.md b/cst337/lec/lec18.md
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+++ b/cst337/lec/lec18.md
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+# lec18
+
+At this point its all reference sheets
+_except its mips so only pdf's are available_
diff --git a/cst337/lec/lec19.md b/cst337/lec/lec19.md
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+++ b/cst337/lec/lec19.md
@@ -0,0 +1,3 @@
+# lec19
+
+
diff --git a/cst337/readme.md b/cst337/readme.md
index c4aa828..3937c58 100644
--- a/cst337/readme.md
+++ b/cst337/readme.md
@@ -1,3 +1,8 @@
+bruh
+
+get a mips vm and start messing with it
+because otherwise we're not going to get anywhere useful never
+
 # Subject - Computer Architecture & Assembly with MIPS
 
 Material on the hardware side of this course covers everything from transistors up to logic gates.
diff --git a/cst363/lec/lec21.md b/cst363/lec/lec21.md
index 78bd4da..07a66c7 100644
--- a/cst363/lec/lec21.md
+++ b/cst363/lec/lec21.md
@@ -14,12 +14,12 @@ _pretty formatting on diagrams means stuff_
 
 * solid lines
 	* many 
-	* contributer [solid] contribution [solid] candidate
+	* Contributer [solid] contribution [solid] candidate
 
 * dotted lines
 	* only one 
 
-Say we have solid/arrow
+Let's say we have solid/arrow
 
 ```
 student{id/name} --- [advisor] --> instructor{id/name}
@@ -32,7 +32,7 @@ We can do this because each student will only every 0,1 instructor's in an adivs
 
 ## Composite Structures
 
-Logically compositing makes sense but sql doesn't like much aside from primitives so we can't really do that 
+Logically compositing makes sense but SQL does not like much aside from primitives so we can't really do that 
 
 Say then we have: 
 ```
diff --git a/cst363/lec/lec23.md b/cst363/lec/lec23.md
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+++ b/cst363/lec/lec23.md
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+# lec23
+
+_More on stuff about building a usable model for given data; more specifically BCF(Boyce Codd Normal Form)_
+
+BCNF : any table where the are no redundancies based on functional dependancies
+
+> 
+
+## Lossless Decomposition
+
+If we split a table that isn't in BCN form so that the new tables are in BCN form we should be able to natural join them back to the original state.
+
+## Normalization 3: Third Normal Form
+
+Take everything out from the original table which is part of a functional dependancy.
+
+Example:
+
+original: `id name office` {id -> name}
+
+Table 1: `id name` [functional dependancy participants]
+
+Table 2: `id office` [everything else + root of FD]
+
+This may be more expressive but the problem is then performance takes a hit because if we want to look for all the information from the first table we have to do a bunch of joins.
+This means going off to disk a bunch of times and back to memory bleh its slo.
+
+Let's say we have the following table(text view pls):
+
+student-id	|	dept-name	|	instructor-id
+------------|---------------|----------------
+1			|	Biology		|	10
+1			| 	Chemistry	|	20
+2			|	Biology		|	10
+
+
+## Lab Excercise
+
+1. BCNF: the form a table follows if it doesn't have redundancy which comes from functional dependency
+2. `order(CustID, CustName, ItemNum, Date)`: no because name depends on id?
+	* close: No. we can still create one more table aside with `id name`. we can create `id itemNum date`
diff --git a/cst363/lec/lec24.md b/cst363/lec/lec24.md
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+++ b/cst363/lec/lec24.md
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+# lec24
+
+## NoSQL
+
+Why NoSQL is a thing
+
+1. Scaling
+
+Scaling demands more computing power over time.
+Relational databases require more vertical scaling where machines must be upgraded constantly.
+
+Alternatively horizontal scaling allows for clustering computing style upgrades where computational power can be cheaper for upgrades maintaining support for large userbase.
+
+2. Data Migration
+
+If you change a schema then you have to painfully move everything over with the new schema.
+This means downtime in some cases, no matter how small the change.
+
+3. OOP
+
+`Rows != Objects`: the key distinction here is that objects can contain other objects while SQL rows can not.
+
+4. Open Source
+
+Many of the more popular NoSQL database systems happen to be open source and have permissive licensing.
+
+Getting started can suck though because you have sometimes have to implement certain features with something like _MySQL_ already have.
diff --git a/cst363/lec/lec25.md b/cst363/lec/lec25.md
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+# lec25
+
+## Master-Slave
+
+Here we'll have a master node which handles updating data, but the slaves only deal with reads.
+
+## Peer to Peer 
+
+In this case we still have a reverse sink where things are input and then sent through some pipes to all the other nodes on that network.
+
+## Redundancy
+
+Apart from being redudant with data we can also do the same thing with workloads.
+
+## CAP Theorem
+
+* consistency 
+* availability 
+* partition tolerance
+
+Definition: You can't have all of these without some large tradeoffs.(shit happens all the time)
+
+If you optimize for accessability then you may not be able to optimize for consistency without sacrificing for one or the other.
+Say we have the following constraints:
+
+* n = number of replicas
+* w = number of nodes that must ack a write
+* r = number of nodes that must ack a read
+
+If you optimize for reads: r=1 w=n 
+
+Then reading is quick, meaning your data is more accessible, but it's also less reliable. 
+
+## Pessimistic Replication
+
+Traditional strategy: 
+
+* block access to data until it is up to date
+
+
diff --git a/cst363/project/report.md b/cst363/project/report.md
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index 0000000..e69de29
diff --git a/cst363/project/todo.md b/cst363/project/todo.md
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+++ b/cst363/project/todo.md
@@ -0,0 +1,3 @@
+# report
+
+should describe each relationship that entities participate in 
diff --git a/table.sh b/table.sh
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--- /dev/null
+++ b/table.sh
@@ -0,0 +1,9 @@
+#/bin/sh
+
+# because tables in markdown succ really fucking hard
+
+# \tablestart 
+# random shit here
+# \tableend
+
+# first row always taken as header field