diff --git a/doc/pub/week35/html/._week35-bs017.html b/doc/pub/week35/html/._week35-bs017.html
index cd22e9c60..c6848eacf 100644
--- a/doc/pub/week35/html/._week35-bs017.html
+++ b/doc/pub/week35/html/._week35-bs017.html
@@ -377,8 +377,8 @@ $$
\tilde{y}_i = \beta_0+\beta_1x_i+\beta_2x_i^2+\beta_3x_i^3+\beta_4x_i^4.
$$
-we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is a
-\( p\times n \) matrix \( \boldsymbol{X} \).
+
we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is an
+\( n\times p \) matrix \( \boldsymbol{X} \).
diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html
index 6b14ab84b..dc4fff779 100644
--- a/doc/pub/week35/html/week35-reveal.html
+++ b/doc/pub/week35/html/week35-reveal.html
@@ -811,8 +811,8 @@ $$
$$
-
we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is a
-\( p\times n \) matrix \( \boldsymbol{X} \).
+
we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is an
+\( n\times p \) matrix \( \boldsymbol{X} \).
diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html
index 5fb168be2..226cfa867 100644
--- a/doc/pub/week35/html/week35-solarized.html
+++ b/doc/pub/week35/html/week35-solarized.html
@@ -822,8 +822,8 @@ $$
\tilde{y}_i = \beta_0+\beta_1x_i+\beta_2x_i^2+\beta_3x_i^3+\beta_4x_i^4.
$$
-we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is a
-\( p\times n \) matrix \( \boldsymbol{X} \).
+
we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is an
+\( n\times p \) matrix \( \boldsymbol{X} \).
diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html
index 7bb97763e..2ff8be1fc 100644
--- a/doc/pub/week35/html/week35.html
+++ b/doc/pub/week35/html/week35.html
@@ -899,8 +899,8 @@ $$
\tilde{y}_i = \beta_0+\beta_1x_i+\beta_2x_i^2+\beta_3x_i^3+\beta_4x_i^4.
$$
-we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is a
-\( p\times n \) matrix \( \boldsymbol{X} \).
+
we have five predictors/features. The first is the intercept \( \beta_0 \). The other terms are \( \beta_i \) with \( i=1,2,3,4 \). Furthermore we have \( n \) entries for each predictor. It means that our design matrix is an
+\( n\times p \) matrix \( \boldsymbol{X} \).
diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz
index 5a71982cd..990e29374 100644
Binary files a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz and b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz differ
diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb
index 09fb3218d..f4d59ecff 100644
--- a/doc/pub/week35/ipynb/week35.ipynb
+++ b/doc/pub/week35/ipynb/week35.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "2a7dbe3b",
+ "id": "3369db88",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "96b30011",
+ "id": "00c845f0",
"metadata": {
"editable": true
},
@@ -27,7 +27,7 @@
},
{
"cell_type": "markdown",
- "id": "c421eebe",
+ "id": "bf0b75f2",
"metadata": {
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@@ -49,7 +49,7 @@
},
{
"cell_type": "markdown",
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+ "id": "ea3f1dc8",
"metadata": {
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@@ -65,7 +65,7 @@
},
{
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+ "id": "c5aa27ec",
"metadata": {
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@@ -99,7 +99,7 @@
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{
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+ "id": "f689a120",
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@@ -115,7 +115,7 @@
},
{
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+ "id": "b75e4b1b",
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@@ -127,7 +127,7 @@
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+ "id": "96ec1f45",
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@@ -137,7 +137,7 @@
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{
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+ "id": "5fe07424",
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@@ -149,7 +149,7 @@
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+ "id": "658d9570",
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@@ -170,7 +170,7 @@
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+ "id": "8c04a3e7",
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@@ -182,7 +182,7 @@
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{
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+ "id": "a790021a",
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@@ -195,7 +195,7 @@
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{
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+ "id": "b1ad6da4",
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@@ -207,7 +207,7 @@
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{
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+ "id": "b2aa4d4c",
"metadata": {
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@@ -219,7 +219,7 @@
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{
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+ "id": "aa98d2c3",
"metadata": {
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@@ -229,7 +229,7 @@
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{
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- "id": "1c4abaee",
+ "id": "d2e77c33",
"metadata": {
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@@ -241,7 +241,7 @@
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{
"cell_type": "markdown",
- "id": "7a2423ed",
+ "id": "fc4220fb",
"metadata": {
"editable": true
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@@ -254,7 +254,7 @@
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{
"cell_type": "markdown",
- "id": "d3ca5315",
+ "id": "1675a628",
"metadata": {
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@@ -266,7 +266,7 @@
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{
"cell_type": "markdown",
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+ "id": "3f6fe25f",
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@@ -276,7 +276,7 @@
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{
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- "id": "bc528b07",
+ "id": "d5d8d54f",
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@@ -288,7 +288,7 @@
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{
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+ "id": "5d06c304",
"metadata": {
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@@ -300,7 +300,7 @@
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{
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+ "id": "d2ee8a9f",
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@@ -311,7 +311,7 @@
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{
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- "id": "7e9af354",
+ "id": "916a0827",
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@@ -323,7 +323,7 @@
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{
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+ "id": "d91fa1d1",
"metadata": {
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@@ -342,7 +342,7 @@
},
{
"cell_type": "markdown",
- "id": "4e95d60d",
+ "id": "120a7c6e",
"metadata": {
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@@ -355,7 +355,7 @@
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{
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- "id": "e3317126",
+ "id": "ce6458ae",
"metadata": {
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@@ -365,7 +365,7 @@
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{
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+ "id": "9aae26c2",
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@@ -377,7 +377,7 @@
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+ "id": "eadf8a87",
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@@ -387,7 +387,7 @@
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{
"cell_type": "markdown",
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+ "id": "b4e32844",
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@@ -399,7 +399,7 @@
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{
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- "id": "f84fa222",
+ "id": "2363472d",
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@@ -409,7 +409,7 @@
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{
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+ "id": "39dfe523",
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@@ -421,7 +421,7 @@
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+ "id": "b1ada1ff",
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@@ -432,7 +432,7 @@
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{
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+ "id": "fc37d6ca",
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@@ -444,7 +444,7 @@
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{
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+ "id": "324c35b1",
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@@ -454,7 +454,7 @@
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{
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+ "id": "7e90c193",
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@@ -466,7 +466,7 @@
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+ "id": "a7e42d23",
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@@ -476,7 +476,7 @@
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{
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+ "id": "cd96f78f",
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@@ -488,7 +488,7 @@
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{
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+ "id": "2393af11",
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@@ -508,7 +508,7 @@
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{
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+ "id": "bc8c4074",
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@@ -535,7 +535,7 @@
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{
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+ "id": "ffea713e",
"metadata": {
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@@ -547,7 +547,7 @@
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{
"cell_type": "markdown",
- "id": "2ec1f44e",
+ "id": "73464638",
"metadata": {
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@@ -559,7 +559,7 @@
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{
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+ "id": "66ea1cbf",
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@@ -575,7 +575,7 @@
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@@ -593,7 +593,7 @@
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+ "id": "0848d630",
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@@ -605,7 +605,7 @@
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@@ -617,7 +617,7 @@
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+ "id": "3454e3ed",
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@@ -628,7 +628,7 @@
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{
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@@ -640,7 +640,7 @@
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@@ -650,7 +650,7 @@
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@@ -662,7 +662,7 @@
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@@ -676,7 +676,7 @@
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{
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@@ -688,7 +688,7 @@
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@@ -700,7 +700,7 @@
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@@ -712,7 +712,7 @@
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@@ -722,7 +722,7 @@
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@@ -734,7 +734,7 @@
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@@ -744,7 +744,7 @@
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{
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@@ -756,7 +756,7 @@
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@@ -770,7 +770,7 @@
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@@ -782,7 +782,7 @@
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@@ -794,7 +794,7 @@
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@@ -806,7 +806,7 @@
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@@ -816,7 +816,7 @@
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@@ -828,7 +828,7 @@
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@@ -838,7 +838,7 @@
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@@ -850,7 +850,7 @@
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@@ -860,7 +860,7 @@
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@@ -872,7 +872,7 @@
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@@ -884,7 +884,7 @@
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@@ -896,7 +896,7 @@
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@@ -911,7 +911,7 @@
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@@ -923,7 +923,7 @@
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@@ -933,7 +933,7 @@
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@@ -945,7 +945,7 @@
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@@ -955,7 +955,7 @@
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@@ -967,7 +967,7 @@
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@@ -977,7 +977,7 @@
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@@ -1001,7 +1001,7 @@
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@@ -1013,7 +1013,7 @@
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@@ -1070,7 +1070,7 @@
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@@ -1126,7 +1126,7 @@
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@@ -1136,7 +1136,7 @@
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@@ -1148,7 +1148,7 @@
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@@ -1158,7 +1158,7 @@
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@@ -1170,7 +1170,7 @@
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@@ -1182,7 +1182,7 @@
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- "id": "468f4104",
+ "id": "6407f541",
"metadata": {
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},
@@ -1194,7 +1194,7 @@
},
{
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- "id": "fed2e0db",
+ "id": "9a09e417",
"metadata": {
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@@ -1206,7 +1206,7 @@
},
{
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+ "id": "7c0b5cfe",
"metadata": {
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@@ -1218,7 +1218,7 @@
},
{
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- "id": "4a8ee776",
+ "id": "e4821eb5",
"metadata": {
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@@ -1234,7 +1234,7 @@
},
{
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+ "id": "1b1205bd",
"metadata": {
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@@ -1246,7 +1246,7 @@
},
{
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- "id": "da8a36b1",
+ "id": "62e24a3c",
"metadata": {
"editable": true
},
@@ -1256,7 +1256,7 @@
},
{
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- "id": "41ce27ba",
+ "id": "2bfa2507",
"metadata": {
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@@ -1268,7 +1268,7 @@
},
{
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- "id": "985ae7c2",
+ "id": "27989147",
"metadata": {
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@@ -1286,7 +1286,7 @@
},
{
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+ "id": "bdf0543d",
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@@ -1298,7 +1298,7 @@
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{
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+ "id": "c3713077",
"metadata": {
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@@ -1310,7 +1310,7 @@
},
{
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- "id": "26b89880",
+ "id": "de451ebf",
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@@ -1320,7 +1320,7 @@
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{
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+ "id": "9599fd86",
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@@ -1332,7 +1332,7 @@
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{
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+ "id": "394818b7",
"metadata": {
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@@ -1342,7 +1342,7 @@
},
{
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- "id": "63640771",
+ "id": "166ed846",
"metadata": {
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@@ -1354,7 +1354,7 @@
},
{
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+ "id": "ea09845c",
"metadata": {
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@@ -1364,7 +1364,7 @@
},
{
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- "id": "a5e2edcc",
+ "id": "84d4b4c2",
"metadata": {
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@@ -1378,7 +1378,7 @@
},
{
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- "id": "9500f32e",
+ "id": "144fbe09",
"metadata": {
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},
@@ -1390,18 +1390,18 @@
},
{
"cell_type": "markdown",
- "id": "db64a83d",
+ "id": "bbfbfc64",
"metadata": {
"editable": true
},
"source": [
- "we have five predictors/features. The first is the intercept $\\beta_0$. The other terms are $\\beta_i$ with $i=1,2,3,4$. Furthermore we have $n$ entries for each predictor. It means that our design matrix is a \n",
- "$p\\times n$ matrix $\\boldsymbol{X}$."
+ "we have five predictors/features. The first is the intercept $\\beta_0$. The other terms are $\\beta_i$ with $i=1,2,3,4$. Furthermore we have $n$ entries for each predictor. It means that our design matrix is an \n",
+ "$n\\times p$ matrix $\\boldsymbol{X}$."
]
},
{
"cell_type": "markdown",
- "id": "138bcd59",
+ "id": "60a70183",
"metadata": {
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@@ -1414,7 +1414,7 @@
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+ "id": "f80c5d34",
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@@ -1430,7 +1430,7 @@
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@@ -1441,7 +1441,7 @@
{
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- "id": "791cffc7",
+ "id": "59e14ceb",
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@@ -1454,7 +1454,7 @@
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{
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+ "id": "2f02e87a",
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@@ -1468,7 +1468,7 @@
{
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- "id": "c4773c78",
+ "id": "81a96389",
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@@ -1481,7 +1481,7 @@
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{
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+ "id": "702395a0",
"metadata": {
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@@ -1492,7 +1492,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "3a0b98bb",
+ "id": "74416523",
"metadata": {
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"editable": true
@@ -1504,7 +1504,7 @@
},
{
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- "id": "9e670822",
+ "id": "cdacfa78",
"metadata": {
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@@ -1515,7 +1515,7 @@
{
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- "id": "576a692a",
+ "id": "8d416246",
"metadata": {
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"editable": true
@@ -1531,7 +1531,7 @@
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{
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- "id": "3c594c11",
+ "id": "24ce23ef",
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@@ -1542,7 +1542,7 @@
{
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"execution_count": 6,
- "id": "df625c41",
+ "id": "571b5d7c",
"metadata": {
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"editable": true
@@ -1556,7 +1556,7 @@
},
{
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- "id": "1c42fa60",
+ "id": "c74c8161",
"metadata": {
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@@ -1577,7 +1577,7 @@
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{
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- "id": "cdc75ebf",
+ "id": "878e6935",
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@@ -1588,7 +1588,7 @@
{
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- "id": "500fdfce",
+ "id": "3bf38929",
"metadata": {
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"editable": true
@@ -1641,7 +1641,7 @@
},
{
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+ "id": "a82ed329",
"metadata": {
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@@ -1652,7 +1652,7 @@
{
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"execution_count": 8,
- "id": "0f3b9768",
+ "id": "50637468",
"metadata": {
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"editable": true
@@ -1677,7 +1677,7 @@
},
{
"cell_type": "markdown",
- "id": "ed2caa3a",
+ "id": "a2c86c0d",
"metadata": {
"editable": true
},
@@ -1689,7 +1689,7 @@
},
{
"cell_type": "markdown",
- "id": "361c11ab",
+ "id": "c8eb18df",
"metadata": {
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@@ -1718,7 +1718,7 @@
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{
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+ "id": "1f0523f4",
"metadata": {
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@@ -1743,7 +1743,7 @@
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{
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+ "id": "be02231d",
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@@ -1763,7 +1763,7 @@
},
{
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- "id": "c57756cb",
+ "id": "932edb5f",
"metadata": {
"editable": true
},
@@ -1790,7 +1790,7 @@
},
{
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- "id": "afe70191",
+ "id": "b4867600",
"metadata": {
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@@ -1803,7 +1803,7 @@
},
{
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+ "id": "f129ff79",
"metadata": {
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@@ -1815,7 +1815,7 @@
},
{
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- "id": "9d96ddc9",
+ "id": "c0c407d4",
"metadata": {
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@@ -1826,7 +1826,7 @@
},
{
"cell_type": "markdown",
- "id": "02c17c37",
+ "id": "6ae88f00",
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@@ -1842,7 +1842,7 @@
{
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"execution_count": 9,
- "id": "df182e88",
+ "id": "f58a6c6c",
"metadata": {
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"editable": true
@@ -1876,7 +1876,7 @@
},
{
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+ "id": "6ed7f38e",
"metadata": {
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@@ -1886,7 +1886,7 @@
},
{
"cell_type": "markdown",
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+ "id": "3f3bd728",
"metadata": {
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@@ -1901,7 +1901,7 @@
},
{
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+ "id": "122c3875",
"metadata": {
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@@ -1913,7 +1913,7 @@
},
{
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+ "id": "8ba3e788",
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@@ -1923,7 +1923,7 @@
},
{
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- "id": "ced09b91",
+ "id": "fbae43ba",
"metadata": {
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},
@@ -1939,7 +1939,7 @@
{
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"execution_count": 10,
- "id": "6fe74a09",
+ "id": "dfae68c3",
"metadata": {
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"editable": true
@@ -1956,7 +1956,7 @@
},
{
"cell_type": "markdown",
- "id": "bddef65d",
+ "id": "ecae83bf",
"metadata": {
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},
@@ -1969,7 +1969,7 @@
{
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"execution_count": 11,
- "id": "a9e13912",
+ "id": "261f89fe",
"metadata": {
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"editable": true
@@ -2016,7 +2016,7 @@
},
{
"cell_type": "markdown",
- "id": "d7d5035c",
+ "id": "95e68d5a",
"metadata": {
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@@ -2027,7 +2027,7 @@
{
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"execution_count": 12,
- "id": "63d1fae5",
+ "id": "1a202842",
"metadata": {
"collapsed": false,
"editable": true
@@ -2130,7 +2130,7 @@
},
{
"cell_type": "markdown",
- "id": "76e25281",
+ "id": "97e9e0f5",
"metadata": {
"editable": true
},
@@ -2158,7 +2158,7 @@
},
{
"cell_type": "markdown",
- "id": "5f4f7265",
+ "id": "69aaec0f",
"metadata": {
"editable": true
},
@@ -2193,7 +2193,7 @@
},
{
"cell_type": "markdown",
- "id": "b15905cc",
+ "id": "22ec93f8",
"metadata": {
"editable": true
},
@@ -2207,7 +2207,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "2b8de685",
+ "id": "5954369a",
"metadata": {
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"editable": true
@@ -2232,7 +2232,7 @@
},
{
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- "id": "70369d71",
+ "id": "9aeedd1b",
"metadata": {
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},
@@ -2248,7 +2248,7 @@
},
{
"cell_type": "markdown",
- "id": "54b3f43d",
+ "id": "68a1624c",
"metadata": {
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@@ -2260,7 +2260,7 @@
},
{
"cell_type": "markdown",
- "id": "88a2fbc1",
+ "id": "07461fc8",
"metadata": {
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},
@@ -2275,7 +2275,7 @@
},
{
"cell_type": "markdown",
- "id": "5b760c90",
+ "id": "441108dd",
"metadata": {
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@@ -2287,7 +2287,7 @@
},
{
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- "id": "863e9363",
+ "id": "04a1abe1",
"metadata": {
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@@ -2297,7 +2297,7 @@
},
{
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- "id": "7ac00abe",
+ "id": "c5c25018",
"metadata": {
"editable": true
},
@@ -2309,7 +2309,7 @@
},
{
"cell_type": "markdown",
- "id": "14bf53a9",
+ "id": "1bd8cdeb",
"metadata": {
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},
@@ -2319,7 +2319,7 @@
},
{
"cell_type": "markdown",
- "id": "fdfbfd3f",
+ "id": "63a32eb5",
"metadata": {
"editable": true
},
@@ -2331,7 +2331,7 @@
},
{
"cell_type": "markdown",
- "id": "e8515f2f",
+ "id": "d6b0c424",
"metadata": {
"editable": true
},
@@ -2344,7 +2344,7 @@
},
{
"cell_type": "markdown",
- "id": "a8f3aa3e",
+ "id": "cc90b562",
"metadata": {
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},
@@ -2356,7 +2356,7 @@
},
{
"cell_type": "markdown",
- "id": "f7adac89",
+ "id": "569a1632",
"metadata": {
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},
@@ -2366,7 +2366,7 @@
},
{
"cell_type": "markdown",
- "id": "125602e7",
+ "id": "f3a3a977",
"metadata": {
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@@ -2378,7 +2378,7 @@
},
{
"cell_type": "markdown",
- "id": "128cef84",
+ "id": "cd00ebfe",
"metadata": {
"editable": true
},
@@ -2388,7 +2388,7 @@
},
{
"cell_type": "markdown",
- "id": "fbc4d09c",
+ "id": "9d613560",
"metadata": {
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},
@@ -2400,7 +2400,7 @@
},
{
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- "id": "28afa93b",
+ "id": "3e252015",
"metadata": {
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@@ -2410,7 +2410,7 @@
},
{
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+ "id": "14eb93b6",
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@@ -2422,7 +2422,7 @@
},
{
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- "id": "a8f23f44",
+ "id": "d729b501",
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@@ -2432,7 +2432,7 @@
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{
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+ "id": "8b1ebd36",
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@@ -2444,7 +2444,7 @@
},
{
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- "id": "62df020d",
+ "id": "3985b967",
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@@ -2454,7 +2454,7 @@
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{
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+ "id": "5698f884",
"metadata": {
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@@ -2466,7 +2466,7 @@
},
{
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+ "id": "4761bc12",
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@@ -2476,7 +2476,7 @@
},
{
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+ "id": "0d78ee94",
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@@ -2488,7 +2488,7 @@
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{
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@@ -2500,7 +2500,7 @@
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{
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+ "id": "584843c8",
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@@ -2512,7 +2512,7 @@
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{
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+ "id": "bbeed632",
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@@ -2525,7 +2525,7 @@
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@@ -2537,7 +2537,7 @@
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@@ -2547,7 +2547,7 @@
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@@ -2561,7 +2561,7 @@
{
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- "id": "7c0751c3",
+ "id": "cac2d85d",
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@@ -2658,7 +2658,7 @@
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{
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+ "id": "24ccb46b",
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@@ -2679,7 +2679,7 @@
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{
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+ "id": "6c3af5b5",
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@@ -2691,7 +2691,7 @@
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{
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@@ -2701,7 +2701,7 @@
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@@ -2713,7 +2713,7 @@
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@@ -2723,7 +2723,7 @@
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@@ -2735,7 +2735,7 @@
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@@ -2751,7 +2751,7 @@
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@@ -2795,7 +2795,7 @@
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@@ -2807,7 +2807,7 @@
{
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- "id": "d92c2eee",
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@@ -2823,7 +2823,7 @@
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@@ -2834,7 +2834,7 @@
{
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- "id": "78d3be5f",
+ "id": "ad33ea1a",
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@@ -2852,7 +2852,7 @@
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@@ -2863,7 +2863,7 @@
{
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- "id": "8449a09d",
+ "id": "94eca69e",
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@@ -2877,7 +2877,7 @@
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+ "id": "10dd110c",
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@@ -2888,7 +2888,7 @@
{
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- "id": "e05d8d41",
+ "id": "286c1006",
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@@ -2901,7 +2901,7 @@
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{
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+ "id": "ebaba4fe",
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@@ -2912,7 +2912,7 @@
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- "id": "d8112fed",
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@@ -2929,7 +2929,7 @@
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@@ -2940,7 +2940,7 @@
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@@ -2956,7 +2956,7 @@
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- "id": "f4af1df7",
+ "id": "d745068e",
"metadata": {
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},
@@ -4529,7 +4529,7 @@
},
{
"cell_type": "markdown",
- "id": "c0c8d0d2",
+ "id": "71c4269e",
"metadata": {
"editable": true
},
@@ -4546,7 +4546,7 @@
},
{
"cell_type": "markdown",
- "id": "4fa01d49",
+ "id": "b94d3371",
"metadata": {
"editable": true
},
@@ -4562,7 +4562,7 @@
},
{
"cell_type": "markdown",
- "id": "44a15683",
+ "id": "675bcaf2",
"metadata": {
"editable": true
},
@@ -4574,7 +4574,7 @@
},
{
"cell_type": "markdown",
- "id": "9c88abb2",
+ "id": "63744542",
"metadata": {
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},
@@ -4587,7 +4587,7 @@
},
{
"cell_type": "markdown",
- "id": "8bcf8d61",
+ "id": "7612ac26",
"metadata": {
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},
@@ -4601,7 +4601,7 @@
},
{
"cell_type": "markdown",
- "id": "fee645f5",
+ "id": "b06d8ac0",
"metadata": {
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},
@@ -4611,7 +4611,7 @@
},
{
"cell_type": "markdown",
- "id": "52cf1665",
+ "id": "50de7858",
"metadata": {
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},
@@ -4624,7 +4624,7 @@
},
{
"cell_type": "markdown",
- "id": "c6b1b531",
+ "id": "393f87ca",
"metadata": {
"editable": true
},
@@ -4643,7 +4643,7 @@
},
{
"cell_type": "markdown",
- "id": "a8129aca",
+ "id": "92093c1b",
"metadata": {
"editable": true
},
@@ -4655,7 +4655,7 @@
},
{
"cell_type": "markdown",
- "id": "6e63965b",
+ "id": "826f3789",
"metadata": {
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@@ -4667,7 +4667,7 @@
},
{
"cell_type": "markdown",
- "id": "cae42fff",
+ "id": "0cb5cd3b",
"metadata": {
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},
@@ -4677,7 +4677,7 @@
},
{
"cell_type": "markdown",
- "id": "421f769e",
+ "id": "c460fd10",
"metadata": {
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},
@@ -4689,7 +4689,7 @@
},
{
"cell_type": "markdown",
- "id": "6295e136",
+ "id": "d5bcc0a4",
"metadata": {
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},
@@ -4702,7 +4702,7 @@
},
{
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+ "id": "cc9d68fb",
"metadata": {
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},
@@ -4721,7 +4721,7 @@
},
{
"cell_type": "markdown",
- "id": "7a818426",
+ "id": "6dc92ba6",
"metadata": {
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},
@@ -4731,7 +4731,7 @@
},
{
"cell_type": "markdown",
- "id": "e79a9709",
+ "id": "926642f0",
"metadata": {
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},
@@ -4750,7 +4750,7 @@
},
{
"cell_type": "markdown",
- "id": "24006847",
+ "id": "b9cbdb46",
"metadata": {
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@@ -4768,7 +4768,7 @@
},
{
"cell_type": "markdown",
- "id": "e65eb2d2",
+ "id": "2f523e76",
"metadata": {
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},
@@ -4782,7 +4782,7 @@
},
{
"cell_type": "markdown",
- "id": "248ddc44",
+ "id": "eef72998",
"metadata": {
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},
@@ -4797,7 +4797,7 @@
{
"cell_type": "code",
"execution_count": 27,
- "id": "dc7d265f",
+ "id": "bf7c3cb2",
"metadata": {
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"editable": true
@@ -4818,7 +4818,7 @@
},
{
"cell_type": "markdown",
- "id": "9fcd5224",
+ "id": "de7f1221",
"metadata": {
"editable": true
},
@@ -4835,7 +4835,7 @@
{
"cell_type": "code",
"execution_count": 28,
- "id": "b75dc35b",
+ "id": "7d849107",
"metadata": {
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"editable": true
@@ -4867,7 +4867,7 @@
},
{
"cell_type": "markdown",
- "id": "eb20a342",
+ "id": "2a72035c",
"metadata": {
"editable": true
},
@@ -4881,7 +4881,7 @@
},
{
"cell_type": "markdown",
- "id": "d9a67def",
+ "id": "8c6c4933",
"metadata": {
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},
@@ -4894,7 +4894,7 @@
{
"cell_type": "code",
"execution_count": 29,
- "id": "6634eb20",
+ "id": "5b1d3c77",
"metadata": {
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"editable": true
@@ -4919,7 +4919,7 @@
},
{
"cell_type": "markdown",
- "id": "07594dfb",
+ "id": "32f0da8e",
"metadata": {
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},
@@ -4929,7 +4929,7 @@
},
{
"cell_type": "markdown",
- "id": "b270121a",
+ "id": "9223b334",
"metadata": {
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},
@@ -4940,7 +4940,7 @@
{
"cell_type": "code",
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- "id": "407a213c",
+ "id": "c9aae187",
"metadata": {
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"editable": true
@@ -4994,7 +4994,7 @@
},
{
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- "id": "2271eecc",
+ "id": "8a410b0a",
"metadata": {
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},
@@ -5011,7 +5011,7 @@
},
{
"cell_type": "markdown",
- "id": "68aed05a",
+ "id": "3c7a5c58",
"metadata": {
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},
@@ -5023,7 +5023,7 @@
},
{
"cell_type": "markdown",
- "id": "be57ef31",
+ "id": "c22b549e",
"metadata": {
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},
@@ -5035,7 +5035,7 @@
},
{
"cell_type": "markdown",
- "id": "2c4bd196",
+ "id": "9ba8fea8",
"metadata": {
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},
@@ -5045,7 +5045,7 @@
},
{
"cell_type": "markdown",
- "id": "5f0a98d2",
+ "id": "7032b00c",
"metadata": {
"editable": true
},
@@ -5062,7 +5062,7 @@
},
{
"cell_type": "markdown",
- "id": "e64f30e5",
+ "id": "e5680f2e",
"metadata": {
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@@ -5072,7 +5072,7 @@
},
{
"cell_type": "markdown",
- "id": "c0e57310",
+ "id": "7075ed2f",
"metadata": {
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},
@@ -5087,7 +5087,7 @@
},
{
"cell_type": "markdown",
- "id": "681646a2",
+ "id": "eca966d3",
"metadata": {
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},
@@ -5097,7 +5097,7 @@
},
{
"cell_type": "markdown",
- "id": "d7aff96c",
+ "id": "3c109762",
"metadata": {
"editable": true
},
@@ -5111,7 +5111,7 @@
},
{
"cell_type": "markdown",
- "id": "427f9ef4",
+ "id": "32b8954c",
"metadata": {
"editable": true
},
@@ -5123,7 +5123,7 @@
},
{
"cell_type": "markdown",
- "id": "cc6349c4",
+ "id": "28c64d1f",
"metadata": {
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@@ -5135,7 +5135,7 @@
},
{
"cell_type": "markdown",
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+ "id": "2b0d9972",
"metadata": {
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},
@@ -5147,7 +5147,7 @@
},
{
"cell_type": "markdown",
- "id": "884a1160",
+ "id": "d7729e45",
"metadata": {
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},
@@ -5157,7 +5157,7 @@
},
{
"cell_type": "markdown",
- "id": "f33d7ecf",
+ "id": "15624911",
"metadata": {
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},
@@ -5169,7 +5169,7 @@
},
{
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- "id": "caf668fa",
+ "id": "dbe37f9e",
"metadata": {
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},
@@ -5179,7 +5179,7 @@
},
{
"cell_type": "markdown",
- "id": "c2efb38c",
+ "id": "2191f398",
"metadata": {
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},
@@ -5196,7 +5196,7 @@
},
{
"cell_type": "markdown",
- "id": "7dcc6c37",
+ "id": "d7dbbcfe",
"metadata": {
"editable": true
},
@@ -5206,7 +5206,7 @@
},
{
"cell_type": "markdown",
- "id": "0c2e9902",
+ "id": "a17706e7",
"metadata": {
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},
@@ -5218,7 +5218,7 @@
},
{
"cell_type": "markdown",
- "id": "033310f4",
+ "id": "4e37c58a",
"metadata": {
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},
@@ -5228,7 +5228,7 @@
},
{
"cell_type": "markdown",
- "id": "f874a637",
+ "id": "683f6e47",
"metadata": {
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},
@@ -5240,7 +5240,7 @@
},
{
"cell_type": "markdown",
- "id": "bf513747",
+ "id": "19b4cac3",
"metadata": {
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},
@@ -5254,7 +5254,7 @@
},
{
"cell_type": "markdown",
- "id": "3720c237",
+ "id": "74d4d19c",
"metadata": {
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},
@@ -5266,7 +5266,7 @@
},
{
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- "id": "d90c7d1d",
+ "id": "7a7e7bfc",
"metadata": {
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},
@@ -5288,7 +5288,7 @@
},
{
"cell_type": "markdown",
- "id": "e4473305",
+ "id": "12799ddc",
"metadata": {
"editable": true
},
@@ -5300,7 +5300,7 @@
},
{
"cell_type": "markdown",
- "id": "c7c10c73",
+ "id": "cd3cac00",
"metadata": {
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},
@@ -5315,7 +5315,7 @@
},
{
"cell_type": "markdown",
- "id": "7ab6c6ee",
+ "id": "75bfd8a4",
"metadata": {
"editable": true
},
@@ -5327,7 +5327,7 @@
},
{
"cell_type": "markdown",
- "id": "6dfe768b",
+ "id": "e8bd098d",
"metadata": {
"editable": true
},
@@ -5339,7 +5339,7 @@
},
{
"cell_type": "markdown",
- "id": "f51923cd",
+ "id": "afd67283",
"metadata": {
"editable": true
},
@@ -5349,7 +5349,7 @@
},
{
"cell_type": "markdown",
- "id": "a4af7128",
+ "id": "7fbb7574",
"metadata": {
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},
@@ -5361,7 +5361,7 @@
},
{
"cell_type": "markdown",
- "id": "e9dd86b6",
+ "id": "9aa6afb4",
"metadata": {
"editable": true
},
@@ -5371,7 +5371,7 @@
},
{
"cell_type": "markdown",
- "id": "02ab762d",
+ "id": "fbd781e4",
"metadata": {
"editable": true
},
@@ -5383,7 +5383,7 @@
},
{
"cell_type": "markdown",
- "id": "20e28602",
+ "id": "0e8552a0",
"metadata": {
"editable": true
},
@@ -5393,7 +5393,7 @@
},
{
"cell_type": "markdown",
- "id": "7f4a2bba",
+ "id": "48dd8766",
"metadata": {
"editable": true
},
@@ -5405,7 +5405,7 @@
},
{
"cell_type": "markdown",
- "id": "1d3a0603",
+ "id": "884a990f",
"metadata": {
"editable": true
},
@@ -5422,7 +5422,7 @@
},
{
"cell_type": "markdown",
- "id": "8979d69b",
+ "id": "e848555a",
"metadata": {
"editable": true
},
@@ -5435,7 +5435,7 @@
},
{
"cell_type": "markdown",
- "id": "385d43de",
+ "id": "5ce5f9c7",
"metadata": {
"editable": true
},
@@ -5447,7 +5447,7 @@
},
{
"cell_type": "markdown",
- "id": "5798dbef",
+ "id": "366577b3",
"metadata": {
"editable": true
},
@@ -5457,7 +5457,7 @@
},
{
"cell_type": "markdown",
- "id": "28c31bf8",
+ "id": "2475b71d",
"metadata": {
"editable": true
},
@@ -5470,7 +5470,7 @@
},
{
"cell_type": "markdown",
- "id": "4490787d",
+ "id": "6101b1d6",
"metadata": {
"editable": true
},
@@ -5480,7 +5480,7 @@
},
{
"cell_type": "markdown",
- "id": "34877443",
+ "id": "1edb1cd8",
"metadata": {
"editable": true
},
@@ -5492,7 +5492,7 @@
},
{
"cell_type": "markdown",
- "id": "a8cb5ecb",
+ "id": "d40f397f",
"metadata": {
"editable": true
},
@@ -5505,7 +5505,7 @@
},
{
"cell_type": "markdown",
- "id": "89987893",
+ "id": "8ba3589d",
"metadata": {
"editable": true
},
@@ -5518,7 +5518,7 @@
},
{
"cell_type": "markdown",
- "id": "91e8b147",
+ "id": "86980981",
"metadata": {
"editable": true
},
@@ -5530,7 +5530,7 @@
},
{
"cell_type": "markdown",
- "id": "74a8d4ef",
+ "id": "d9729169",
"metadata": {
"editable": true
},
@@ -5542,7 +5542,7 @@
},
{
"cell_type": "markdown",
- "id": "50a4e5d9",
+ "id": "cf0b3441",
"metadata": {
"editable": true
},
@@ -5552,7 +5552,7 @@
},
{
"cell_type": "markdown",
- "id": "53a5512f",
+ "id": "437e20ef",
"metadata": {
"editable": true
},
@@ -5565,7 +5565,7 @@
},
{
"cell_type": "markdown",
- "id": "f6142a4c",
+ "id": "eb17ed1c",
"metadata": {
"editable": true
},
@@ -5577,7 +5577,7 @@
},
{
"cell_type": "markdown",
- "id": "d69ea45e",
+ "id": "1d54583d",
"metadata": {
"editable": true
},
@@ -5589,7 +5589,7 @@
},
{
"cell_type": "markdown",
- "id": "34737bf4",
+ "id": "1146d889",
"metadata": {
"editable": true
},
@@ -5601,7 +5601,7 @@
},
{
"cell_type": "markdown",
- "id": "8e38856e",
+ "id": "377aa834",
"metadata": {
"editable": true
},
@@ -5613,7 +5613,7 @@
},
{
"cell_type": "markdown",
- "id": "dba036ae",
+ "id": "70258a1b",
"metadata": {
"editable": true
},
@@ -5627,7 +5627,7 @@
},
{
"cell_type": "markdown",
- "id": "db706753",
+ "id": "8324786e",
"metadata": {
"editable": true
},
@@ -5639,7 +5639,7 @@
},
{
"cell_type": "markdown",
- "id": "8b848061",
+ "id": "720a2bb9",
"metadata": {
"editable": true
},
@@ -5649,7 +5649,7 @@
},
{
"cell_type": "markdown",
- "id": "5d85387e",
+ "id": "3867d33a",
"metadata": {
"editable": true
},
@@ -5661,7 +5661,7 @@
},
{
"cell_type": "markdown",
- "id": "79edfbed",
+ "id": "ffbac325",
"metadata": {
"editable": true
},
@@ -5673,7 +5673,7 @@
},
{
"cell_type": "markdown",
- "id": "ee7003cc",
+ "id": "ab167adf",
"metadata": {
"editable": true
},
@@ -5685,7 +5685,7 @@
},
{
"cell_type": "markdown",
- "id": "89356d91",
+ "id": "4e906d91",
"metadata": {
"editable": true
},
@@ -5697,7 +5697,7 @@
},
{
"cell_type": "markdown",
- "id": "d2ec7812",
+ "id": "44e2d956",
"metadata": {
"editable": true
},
@@ -5709,7 +5709,7 @@
},
{
"cell_type": "markdown",
- "id": "b63efbdf",
+ "id": "b3deac15",
"metadata": {
"editable": true
},
@@ -5728,7 +5728,7 @@
},
{
"cell_type": "markdown",
- "id": "b3381a84",
+ "id": "522244d0",
"metadata": {
"editable": true
},
@@ -5740,7 +5740,7 @@
},
{
"cell_type": "markdown",
- "id": "cf349667",
+ "id": "dcd412b2",
"metadata": {
"editable": true
},
@@ -5750,7 +5750,7 @@
},
{
"cell_type": "markdown",
- "id": "5438d288",
+ "id": "89d43a47",
"metadata": {
"editable": true
},
@@ -5762,7 +5762,7 @@
},
{
"cell_type": "markdown",
- "id": "db0dfbb2",
+ "id": "baebd7ed",
"metadata": {
"editable": true
},
@@ -5772,7 +5772,7 @@
},
{
"cell_type": "markdown",
- "id": "99c40d41",
+ "id": "85dec277",
"metadata": {
"editable": true
},
@@ -5784,7 +5784,7 @@
},
{
"cell_type": "markdown",
- "id": "1db398f2",
+ "id": "1741e7d1",
"metadata": {
"editable": true
},
@@ -5796,7 +5796,7 @@
},
{
"cell_type": "markdown",
- "id": "1c9548c1",
+ "id": "8ea96754",
"metadata": {
"editable": true
},
@@ -5812,7 +5812,7 @@
},
{
"cell_type": "markdown",
- "id": "73624861",
+ "id": "382d468a",
"metadata": {
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},
@@ -5824,7 +5824,7 @@
},
{
"cell_type": "markdown",
- "id": "5b8b7443",
+ "id": "4f075888",
"metadata": {
"editable": true
},
@@ -5836,7 +5836,7 @@
},
{
"cell_type": "markdown",
- "id": "4c39009d",
+ "id": "a0b0a445",
"metadata": {
"editable": true
},
@@ -5846,7 +5846,7 @@
},
{
"cell_type": "markdown",
- "id": "2b67cea5",
+ "id": "bfb5ba4a",
"metadata": {
"editable": true
},
@@ -5858,7 +5858,7 @@
},
{
"cell_type": "markdown",
- "id": "8b5f1018",
+ "id": "f5aeeb57",
"metadata": {
"editable": true
},
@@ -5868,7 +5868,7 @@
},
{
"cell_type": "markdown",
- "id": "935a665f",
+ "id": "cba74039",
"metadata": {
"editable": true
},
@@ -5880,7 +5880,7 @@
},
{
"cell_type": "markdown",
- "id": "585e8bdc",
+ "id": "a23b507f",
"metadata": {
"editable": true
},
@@ -5897,7 +5897,7 @@
},
{
"cell_type": "markdown",
- "id": "2f88db77",
+ "id": "c5a6865b",
"metadata": {
"editable": true
},
@@ -5909,7 +5909,7 @@
},
{
"cell_type": "markdown",
- "id": "59ded69b",
+ "id": "27b91235",
"metadata": {
"editable": true
},
@@ -5921,7 +5921,7 @@
},
{
"cell_type": "markdown",
- "id": "577774a1",
+ "id": "f6186fa5",
"metadata": {
"editable": true
},
@@ -5931,7 +5931,7 @@
},
{
"cell_type": "markdown",
- "id": "6d6c4cd7",
+ "id": "aaaa5cb1",
"metadata": {
"editable": true
},
@@ -5943,7 +5943,7 @@
},
{
"cell_type": "markdown",
- "id": "1f4008a9",
+ "id": "63db8f95",
"metadata": {
"editable": true
},
@@ -5953,7 +5953,7 @@
},
{
"cell_type": "markdown",
- "id": "c8d9544b",
+ "id": "b7334b98",
"metadata": {
"editable": true
},
@@ -5965,7 +5965,7 @@
},
{
"cell_type": "markdown",
- "id": "bec2ef4a",
+ "id": "5018fc51",
"metadata": {
"editable": true
},
@@ -5975,7 +5975,7 @@
},
{
"cell_type": "markdown",
- "id": "d646b77b",
+ "id": "58e283bc",
"metadata": {
"editable": true
},
@@ -5987,7 +5987,7 @@
},
{
"cell_type": "markdown",
- "id": "764e552f",
+ "id": "36abd1a0",
"metadata": {
"editable": true
},
diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt
index 185adb483..c34af53f4 100644
--- a/doc/src/week35/week35.do.txt
+++ b/doc/src/week35/week35.do.txt
@@ -573,8 +573,8 @@ We assume our data can represented by a fourth-order polynomial. For the $i$th c
\tilde{y}_i = \beta_0+\beta_1x_i+\beta_2x_i^2+\beta_3x_i^3+\beta_4x_i^4.
\]
!et
-we have five predictors/features. The first is the intercept $\beta_0$. The other terms are $\beta_i$ with $i=1,2,3,4$. Furthermore we have $n$ entries for each predictor. It means that our design matrix is a
-$p\times n$ matrix $\bm{X}$.
+we have five predictors/features. The first is the intercept $\beta_0$. The other terms are $\beta_i$ with $i=1,2,3,4$. Furthermore we have $n$ entries for each predictor. It means that our design matrix is an
+$n\times p$ matrix $\bm{X}$.
!split