minor edits

StephenElston · StephenElston · commit c542e570b49b · 2018-07-07T20:09:03.000-07:00
diff --git a/Module02/02-04-Critical Points and Optimization.ipynb b/Module02/02-04-Critical Points and Optimization.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -138,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -187,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -251,7 +251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -261,7 +261,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAFoCAMAAAAvuH/IAAAAPFBMVEUAAAAA/wAzMzNNTU1o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\niSD+B2G5H2HXekrzAAAAAElFTkSuQmCC",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAFoCAMAAAAvuH/IAAAAPFBMVEUAAAAA/wAzMzNNTU1o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\nxZaKAAAAAElFTkSuQmCC",
       "text/plain": [
        "plot without title"
       ]
@@ -354,7 +354,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -495,7 +495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 8,
    "metadata": {
     "scrolled": false
    },
@@ -628,7 +628,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {

Original file line number	Diff line number	Diff line change
`@@ -19,7 +19,7 @@`
`19`	`19`	`},`
`20`	`20`	`{`
`21`	`21`	`"cell_type": "code",`
`22`		`- "execution_count": 27,`
	`22`	`+ "execution_count": 1,`
`23`	`23`	`"metadata": {},`
`24`	`24`	`"outputs": [`
`25`	`25`	`{`
`@@ -90,7 +90,7 @@`
`90`	`90`	`},`
`91`	`91`	`{`
`92`	`92`	`"cell_type": "code",`
`93`		`- "execution_count": 28,`
	`93`	`+ "execution_count": 2,`
`94`	`94`	`"metadata": {},`
`95`	`95`	`"outputs": [`
`96`	`96`	`{`
`@@ -138,7 +138,7 @@`
`138`	`138`	`},`
`139`	`139`	`{`
`140`	`140`	`"cell_type": "code",`
`141`		`- "execution_count": 29,`
	`141`	`+ "execution_count": 3,`
`142`	`142`	`"metadata": {},`
`143`	`143`	`"outputs": [`
`144`	`144`	`{`
`@@ -187,7 +187,7 @@`
`187`	`187`	`},`
`188`	`188`	`{`
`189`	`189`	`"cell_type": "code",`
`190`		`- "execution_count": 30,`
	`190`	`+ "execution_count": 4,`
`191`	`191`	`"metadata": {},`
`192`	`192`	`"outputs": [`
`193`	`193`	`{`
`@@ -251,7 +251,7 @@`
`251`	`251`	`},`
`252`	`252`	`{`
`253`	`253`	`"cell_type": "code",`
`254`		`- "execution_count": 31,`
	`254`	`+ "execution_count": 5,`
`255`	`255`	`"metadata": {},`
`256`	`256`	`"outputs": [`
`257`	`257`	`{`
`@@ -261,7 +261,7 @@`
`261`	`261`	`},`
`262`	`262`	`{`
`263`	`263`	`"data": {`
`264`		- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAFoCAMAAAAvuH/IAAAAPFBMVEUAAAAA/wAzMzNNTU1o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\niSD+B2G5H2HXekrzAAAAAElFTkSuQmCC",
	`264`	+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAFoCAMAAAAvuH/IAAAAPFBMVEUAAAAA/wAzMzNNTU1o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\nxZaKAAAAAElFTkSuQmCC",
`265`	`265`	`"text/plain": [`
`266`	`266`	`"plot without title"`
`267`	`267`	`]`
`@@ -354,7 +354,7 @@`
`354`	`354`	`},`
`355`	`355`	`{`
`356`	`356`	`"cell_type": "code",`
`357`		`- "execution_count": 32,`
	`357`	`+ "execution_count": 6,`
`358`	`358`	`"metadata": {},`
`359`	`359`	`"outputs": [`
`360`	`360`	`{`
`@@ -406,7 +406,7 @@`
`406`	`406`	`},`
`407`	`407`	`{`
`408`	`408`	`"cell_type": "code",`
`409`		`- "execution_count": 34,`
	`409`	`+ "execution_count": 7,`
`410`	`410`	`"metadata": {},`
`411`	`411`	`"outputs": [`
`412`	`412`	`{`
`@@ -495,7 +495,7 @@`
`495`	`495`	`},`
`496`	`496`	`{`
`497`	`497`	`"cell_type": "code",`
`498`		`- "execution_count": 64,`
	`498`	`+ "execution_count": 8,`
`499`	`499`	`"metadata": {`
`500`	`500`	`"scrolled": false`
`501`	`501`	`},`
`@@ -628,7 +628,7 @@`
`628`	`628`	`},`
`629`	`629`	`{`
`630`	`630`	`"cell_type": "code",`
`631`		`- "execution_count": 67,`
	`631`	`+ "execution_count": 9,`
`632`	`632`	`"metadata": {},`
`633`	`633`	`"outputs": [`
`634`	`634`	`{`