Getting rid of images in result_images; Adding corrected render_factors to visualization notebooks

.gitignore

@@ -1,7 +1,7 @@
 data
 fasterai/__pycache__/*.pyc
 *SymbolicLinks.sh
-*.ipynb_checkpoints/*
+*.ipynb_checkpoints*
 ColorizeTraining[0-9]*.ipynb
 ColorizeTrainingNew[0-9]*.ipynb
 Colorize[0-9]*.ipynb
@@ -26,6 +26,4 @@ test_images/James5.jpg
 test_images/James6.jpg
 fasterai/.ipynb_checkpoints/augs-checkpoint.py
 fasterai/.ipynb_checkpoints/visualize-checkpoint.py
-tmp71czymfy
-tmp8xjl4b5g
-tmplp68e2yj
+tmp*

ImageColorizerArtistic.ipynb

@@ -57,7 +57,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=17)"
+    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=14)"
    ]
   },
   {
@@ -66,7 +66,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=46)"
    ]
   },
   {
@@ -165,7 +165,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=37)"
+    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=29)"
    ]
   },
   {
@@ -318,7 +318,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=40)"
+    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=25)"
    ]
   },
   {
@@ -381,7 +381,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=35)"
    ]
   },
   {
@@ -561,7 +561,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\", render_factor=46)"
+    "vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\", render_factor=38)"
    ]
   },
   {
@@ -858,7 +858,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", render_factor=28)"
+    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", render_factor=31)"
    ]
   },
   {
@@ -876,7 +876,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\", render_factor=30)"
    ]
   },
   {
@@ -921,7 +921,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sMedStudents.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/1890sMedStudents.jpg\", render_factor=23)"
    ]
   },
   {
@@ -1011,7 +1011,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\", render_factor=28)"
+    "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\", render_factor=16)"
    ]
   },
   {
@@ -1020,7 +1020,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1910Racket.png\", render_factor=18)"
+    "vis.plot_transformed_image(\"test_images/1910Racket.png\", render_factor=34)"
    ]
   },
   {
@@ -1029,7 +1029,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1880Paris.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1880Paris.jpg\", render_factor=30)"
    ]
   },
   {
@@ -1038,7 +1038,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Deadwood1860s.jpg\", render_factor=43)"
+    "vis.plot_transformed_image(\"test_images/Deadwood1860s.jpg\", render_factor=38)"
    ]
   },
   {
@@ -1056,7 +1056,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\", render_factor=40)"
    ]
   },
   {
@@ -1065,7 +1065,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Mid1800sSisters.jpg\", render_factor=40)"
+    "vis.plot_transformed_image(\"test_images/Mid1800sSisters.jpg\", render_factor=22)"
    ]
   },
   {
@@ -1074,7 +1074,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1860Girls.jpg\", render_factor=42)"
+    "vis.plot_transformed_image(\"test_images/1860Girls.jpg\", render_factor=45)"
    ]
   },
   {
@@ -1092,7 +1092,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\", render_factor=18)"
+    "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\", render_factor=25)"
    ]
   },
   {
@@ -1101,7 +1101,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\", render_factor=47)"
    ]
   },
   {
@@ -1110,7 +1110,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\", render_factor=8)"
+    "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\", render_factor=7)"
    ]
   },
   {
@@ -1146,7 +1146,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ChinaOpiumc1880.jpg\", render_factor=34)"
+    "vis.plot_transformed_image(\"test_images/ChinaOpiumc1880.jpg\", render_factor=43)"
    ]
   },
   {
@@ -1155,7 +1155,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Locomotive1880s.jpg\", render_factor=18)"
+    "vis.plot_transformed_image(\"test_images/Locomotive1880s.jpg\", render_factor=10)"
    ]
   },
   {
@@ -1164,7 +1164,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ViennaBoys1880s.png\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/ViennaBoys1880s.png\", render_factor=19)"
    ]
   },
   {
@@ -1173,7 +1173,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/VictorianDragQueen1880s.png\", render_factor=40)"
+    "vis.plot_transformed_image(\"test_images/VictorianDragQueen1880s.png\", render_factor=13)"
    ]
   },
   {
@@ -1182,7 +1182,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Sami1880s.jpg\", render_factor=46)"
+    "vis.plot_transformed_image(\"test_images/Sami1880s.jpg\", render_factor=39)"
    ]
   },
   {
@@ -1191,7 +1191,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ArkansasCowboys1880s.jpg\", render_factor=17)"
+    "vis.plot_transformed_image(\"test_images/Ballet1890Russia.jpg\", render_factor=32)"
    ]
   },
   {
@@ -1200,16 +1200,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Ballet1890Russia.jpg\", render_factor=40)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "vis.plot_transformed_image(\"test_images/Rottindean1890s.png\", render_factor=20)"
+    "vis.plot_transformed_image(\"test_images/Rottindean1890s.png\", render_factor=22)"
    ]
   },
   {
@@ -1227,7 +1218,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/London1937.png\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/London1937.png\", render_factor=36)"
    ]
   },
   {
@@ -1236,7 +1227,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Harlem1932.jpg\", render_factor=29)"
+    "vis.plot_transformed_image(\"test_images/Harlem1932.jpg\", render_factor=27)"
    ]
   },
   {
@@ -1245,7 +1236,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/OregonTrail1870s.jpg\", render_factor=23)"
+    "vis.plot_transformed_image(\"test_images/OregonTrail1870s.jpg\", render_factor=25)"
    ]
   },
   {
@@ -1254,7 +1245,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/EasterNyc1911.jpg\", render_factor=26)"
+    "vis.plot_transformed_image(\"test_images/EasterNyc1911.jpg\", render_factor=20)"
    ]
   },
   {
@@ -1263,7 +1254,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1899NycBlizzard.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/1899NycBlizzard.jpg\", render_factor=20)"
    ]
   },
   {
@@ -1272,7 +1263,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Edinburgh1920s.jpg\", render_factor=18)"
+    "vis.plot_transformed_image(\"test_images/Edinburgh1920s.jpg\", render_factor=21)"
    ]
   },
   {
@@ -1281,7 +1272,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sShoeShopOhio.jpg\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/1890sShoeShopOhio.jpg\", render_factor=46)"
    ]
   },
   {
@@ -1290,7 +1281,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sTouristsEgypt.png\", render_factor=34)"
+    "vis.plot_transformed_image(\"test_images/1890sTouristsEgypt.png\", render_factor=40)"
    ]
   },
   {
@@ -1308,7 +1299,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1850Geography.jpg\", render_factor=19)"
+    "vis.plot_transformed_image(\"test_images/1850Geography.jpg\", render_factor=22)"
    ]
   },
   {
@@ -1326,7 +1317,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Texas1938Woman.png\", render_factor=44)"
+    "vis.plot_transformed_image(\"test_images/Texas1938Woman.png\", render_factor=35)"
    ]
   },
   {
@@ -1335,7 +1326,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/MaioreWoman1895NZ.jpg\", render_factor=21)"
+    "vis.plot_transformed_image(\"test_images/MaioreWoman1895NZ.jpg\", render_factor=43)"
    ]
   },
   {
@@ -1353,7 +1344,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1920sGuadalope.jpg\", render_factor=12)"
+    "vis.plot_transformed_image(\"test_images/1920sGuadalope.jpg\", render_factor=33)"
    ]
   },
   {
@@ -1362,7 +1353,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1909Chicago.jpg\", render_factor=47)"
+    "vis.plot_transformed_image(\"test_images/1909Chicago.jpg\", render_factor=14)"
    ]
   },
   {
@@ -1407,7 +1398,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/NorwegianBride1920s.jpg\", render_factor=33)"
+    "vis.plot_transformed_image(\"test_images/NorwegianBride1920s.jpg\", render_factor=40)"
    ]
   },
   {
@@ -1551,7 +1542,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Apsaroke1908.png\", render_factor=43)"
+    "vis.plot_transformed_image(\"test_images/Apsaroke1908.png\", render_factor=15)"
    ]
   },
   {
@@ -1731,7 +1722,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/SenecaNative1908.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/SenecaNative1908.jpg\", render_factor=22)"
    ]
   },
   {
@@ -1803,7 +1794,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/JerseyShore1905.png\", render_factor=43)"
+    "vis.plot_transformed_image(\"test_images/JerseyShore1905.jpg\", render_factor=43)"
    ]
   },
   {
@@ -2046,7 +2037,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/BritishTeaBombay1890s.png\")"
+    "vis.plot_transformed_image(\"test_images/BritishTeaBombay1890s.png\", render_factor=30)"
    ]
   },
   {
@@ -2055,7 +2046,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/CafeParis1928.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/CafeParis1928.jpg\", render_factor=45)"
    ]
   },
   {
@@ -2082,7 +2073,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/GalwayIreland1902.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/GalwayIreland1902.jpg\", render_factor=47)"
    ]
   },
   {
@@ -2181,7 +2172,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/CafeTerrace1925Paris.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/CafeTerrace1925Paris.jpg\", render_factor=35)"
    ]
   },
   {
@@ -2307,7 +2298,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/LittleAirplane1934.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/LittleAirplane1934.jpg\", render_factor=47)"
    ]
   },
   {
@@ -2316,7 +2307,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/RoyalUniversityMedStudent1900Ireland.jpg\", render_factor=40)"
+    "vis.plot_transformed_image(\"test_images/RoyalUniversityMedStudent1900Ireland.jpg\", render_factor=24)"
    ]
   },
   {
@@ -2433,7 +2424,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/NativeWoman1926.jpg\", render_factor=21)"
+    "vis.plot_transformed_image(\"test_images/NativeWoman1926.jpg\", render_factor=43)"
    ]
   },
   {
@@ -2445,6 +2436,15 @@
     "vis.plot_transformed_image(\"test_images/PaddysMarketCork1900s.jpg\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vis.plot_transformed_image(\"test_images/PaddysMarketCork1900s.jpg\", render_factor=i)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -2460,7 +2460,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ParisLadies1910.jpg\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/ParisLadies1910.jpg\", render_factor=38)"
    ]
   },
   {
@@ -2469,7 +2469,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ParisLadies1930s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/ParisLadies1930s.jpg\", render_factor=18)"
    ]
   },
   {
@@ -2478,7 +2478,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Sphinx.jpeg\")"
+    "vis.plot_transformed_image(\"test_images/Sphinx.jpeg\") "
    ]
   },
   {
@@ -2622,7 +2622,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ParisWomenFurs1920s.jpg\", render_factor=21)"
+    "vis.plot_transformed_image(\"test_images/ParisWomenFurs1920s.jpg\", render_factor=15)"
    ]
   },
   {
@@ -2919,7 +2919,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1941GeorgiaFarmhouse.jpg\", render_factor=43)"
+    "vis.plot_transformed_image(\"test_images/1941GeorgiaFarmhouse.jpg\", render_factor=47)"
    ]
   },
   {
@@ -2964,7 +2964,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1940Connecticut.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1940Connecticut.jpg\", render_factor=42)"
    ]
   },
   {
@@ -2973,7 +2973,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1911ThanksgivingMaskers.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1911ThanksgivingMaskers.jpg\", render_factor=36)"
    ]
   },
   {
@@ -3009,7 +3009,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sChineseImmigrants.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/1890sChineseImmigrants.jpg\", render_factor=36)"
    ]
   },
   {
@@ -3027,7 +3027,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1929VictorianCosplayLondon.jpg\", render_factor=47)"
+    "vis.plot_transformed_image(\"test_images/1929VictorianCosplayLondon.jpg\", render_factor=30)"
    ]
   },
   {
@@ -3054,7 +3054,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1941PoolTableGeorgia.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1941PoolTableGeorgia.jpg\", render_factor=47)"
    ]
   },
   {
@@ -3117,7 +3117,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1936ParisCafe.jpg\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/1936ParisCafe.jpg\", render_factor=47)"
    ]
   },
   {

ImageColorizerStable.ipynb

@@ -48,7 +48,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1852GatekeepersWindsor.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1852GatekeepersWindsor.jpg\", render_factor=44)"
    ]
   },
   {
@@ -57,7 +57,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=17)"
+    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=10)"
    ]
   },
   {
@@ -66,7 +66,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=42)"
    ]
   },
   {
@@ -165,7 +165,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=16)"
    ]
   },
   {
@@ -246,7 +246,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\", render_factor=32)"
    ]
   },
   {
@@ -318,7 +318,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=18)"
    ]
   },
   {
@@ -381,7 +381,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=42)"
+    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=32)"
    ]
   },
   {
@@ -408,7 +408,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\", render_factor=42)"
+    "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\", render_factor=25)"
    ]
   },
   {
@@ -678,7 +678,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Greece1911.jpg\", render_factor=24)"
+    "vis.plot_transformed_image(\"test_images/Greece1911.jpg\", render_factor=44)"
    ]
   },
   {
@@ -858,7 +858,16 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", render_factor=38)"
+    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", render_factor=26)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vis.plot_transformed_image(\"test_images/FrenchVillage1950s.jpg\", render_factor=41)"
    ]
   },
   {
@@ -876,7 +885,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\", render_factor=17)"
+    "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\", render_factor=45)"
    ]
   },
   {
@@ -903,7 +912,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/TV1930s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/TV1930s.jpg\", render_factor=43)"
    ]
   },
   {
@@ -921,7 +930,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sMedStudents.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1890sMedStudents.jpg\", render_factor=18)"
    ]
   },
   {
@@ -1011,7 +1020,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\")"
+    "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\", render_factor=13)"
    ]
   },
   {
@@ -1020,7 +1029,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1910Racket.png\")"
+    "vis.plot_transformed_image(\"test_images/1910Racket.png\", render_factor=30)"
    ]
   },
   {
@@ -1029,7 +1038,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1880Paris.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1880Paris.jpg\", render_factor=16)"
    ]
   },
   {
@@ -1038,7 +1047,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Deadwood1860s.jpg\", render_factor=23)"
+    "vis.plot_transformed_image(\"test_images/Deadwood1860s.jpg\", render_factor=13)"
    ]
   },
   {
@@ -1047,7 +1056,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1860sSamauris.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1860sSamauris.jpg\", render_factor=43)"
    ]
   },
   {
@@ -1056,7 +1065,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\")"
+    "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\", render_factor=45)"
    ]
   },
   {
@@ -1074,7 +1083,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1860Girls.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1860Girls.jpg\", render_factor=45)"
    ]
   },
   {
@@ -1083,7 +1092,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/SanFran1851.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/SanFran1851.jpg\", render_factor=44)"
    ]
   },
   {
@@ -1092,7 +1101,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\")"
+    "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\", render_factor=8)"
    ]
   },
   {
@@ -1101,7 +1110,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\", render_factor=44)"
    ]
   },
   {
@@ -1110,7 +1119,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\", render_factor=44)"
    ]
   },
   {
@@ -1119,7 +1128,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/PicadillyLate1800s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/PicadillyLate1800s.jpg\", render_factor=26)"
    ]
   },
   {
@@ -1155,7 +1164,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Locomotive1880s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/Locomotive1880s.jpg\", render_factor=9)"
    ]
   },
   {
@@ -1182,7 +1191,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Sami1880s.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/Sami1880s.jpg\", render_factor=44)"
    ]
   },
   {
@@ -1191,7 +1200,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/ArkansasCowboys1880s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/ArkansasCowboys1880s.jpg\", render_factor=22)"
    ]
   },
   {
@@ -1200,7 +1209,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Ballet1890Russia.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/Ballet1890Russia.jpg\", render_factor=40)"
    ]
   },
   {
@@ -1209,7 +1218,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Rottindean1890s.png\")"
+    "vis.plot_transformed_image(\"test_images/Rottindean1890s.png\", render_factor=20)"
    ]
   },
   {
@@ -1227,7 +1236,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/London1937.png\", render_factor=30)"
+    "vis.plot_transformed_image(\"test_images/London1937.png\", render_factor=45)"
    ]
   },
   {
@@ -1236,7 +1245,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Harlem1932.jpg\")"
+    "vis.plot_transformed_image(\"test_images/Harlem1932.jpg\", render_factor=37)"
    ]
   },
   {
@@ -1245,7 +1254,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/OregonTrail1870s.jpg\", render_factor=28)"
+    "vis.plot_transformed_image(\"test_images/OregonTrail1870s.jpg\", render_factor=40)"
    ]
   },
   {
@@ -1254,7 +1263,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/EasterNyc1911.jpg\", render_factor=20)"
+    "vis.plot_transformed_image(\"test_images/EasterNyc1911.jpg\", render_factor=19)"
    ]
   },
   {
@@ -1263,7 +1272,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1899NycBlizzard.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1899NycBlizzard.jpg\", render_factor=45)"
    ]
   },
   {
@@ -1272,7 +1281,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Edinburgh1920s.jpg\")"
+    "vis.plot_transformed_image(\"test_images/Edinburgh1920s.jpg\", render_factor=17)"
    ]
   },
   {
@@ -1281,7 +1290,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sShoeShopOhio.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1890sShoeShopOhio.jpg\", render_factor=46)"
    ]
   },
   {
@@ -1290,7 +1299,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1890sTouristsEgypt.png\")"
+    "vis.plot_transformed_image(\"test_images/1890sTouristsEgypt.png\", render_factor=40)"
    ]
   },
   {
@@ -1299,7 +1308,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1938Reading.jpg\", figsize=(70,70))"
+    "vis.plot_transformed_image(\"test_images/1938Reading.jpg\", render_factor=19)"
    ]
   },
   {
@@ -1317,7 +1326,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1901Electrophone.jpg\", render_factor=13)"
+    "vis.plot_transformed_image(\"test_images/1901Electrophone.jpg\", render_factor=10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in range(8, 47):\n",
+    "    vis.plot_transformed_image(\"test_images/1901Electrophone.jpg\", render_factor=i)"
    ]
   },
   {
@@ -1326,7 +1345,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Texas1938Woman.png\", render_factor=35)"
+    "vis.plot_transformed_image(\"test_images/Texas1938Woman.png\", render_factor=38)"
    ]
   },
   {
@@ -1389,7 +1408,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1900sDaytonaBeach.png\", render_factor=44)"
+    "vis.plot_transformed_image(\"test_images/1900sDaytonaBeach.png\", render_factor=23)"
    ]
   },
   {
@@ -1461,7 +1480,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1899SodaFountain.jpg\", render_factor=38)"
+    "vis.plot_transformed_image(\"test_images/1899SodaFountain.jpg\", render_factor=46)"
    ]
   },
   {
@@ -1551,7 +1570,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/Apsaroke1908.png\", render_factor=40)"
+    "vis.plot_transformed_image(\"test_images/Apsaroke1908.png\", render_factor=35)"
    ]
   },
   {
@@ -1803,7 +1822,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/JerseyShore1905.png\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/JerseyShore1905.jpg\", render_factor=45)"
    ]
   },
   {
@@ -2055,7 +2074,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/CafeParis1928.jpg\")"
+    "vis.plot_transformed_image(\"test_images/CafeParis1928.jpg\", render_factor=35)"
    ]
   },
   {
@@ -2181,7 +2200,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/CafeTerrace1925Paris.jpg\", render_factor=25)"
+    "vis.plot_transformed_image(\"test_images/CafeTerrace1925Paris.jpg\", render_factor=24)"
    ]
   },
   {
@@ -2865,7 +2884,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/GoldenGateConstruction.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/GoldenGateConstruction.jpg\", render_factor=35)"
    ]
   },
   {
@@ -2928,7 +2947,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1934UmbriaItaly.jpg\", render_factor=21)"
+    "vis.plot_transformed_image(\"test_images/1934UmbriaItaly.jpg\", render_factor=21) "
    ]
   },
   {
@@ -2964,7 +2983,16 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1940Connecticut.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1940Connecticut.jpg\", render_factor=43)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vis.plot_transformed_image(\"test_images/1940Connecticut.jpg\", render_factor=i)"
    ]
   },
   {
@@ -2973,7 +3001,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1911ThanksgivingMaskers.jpg\")"
+    "vis.plot_transformed_image(\"test_images/1911ThanksgivingMaskers.jpg\", render_factor=35)"
    ]
   },
   {
@@ -3045,7 +3073,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "vis.plot_transformed_image(\"test_images/1925GypsyCampMaryland.jpg\", render_factor=45)"
+    "vis.plot_transformed_image(\"test_images/1925GypsyCampMaryland.jpg\", render_factor=40)"
    ]
   },
   {

result_images/1890Surfer.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:01fd82c8a084cfc2a83d17fdeec6c4a25eb3b30fa3ef6f7244999584bfe09cff
-size 77950

result_images/1920sWoman.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d54f800acf2018cf6826c03d41500af72f211f6312829b07ca69277849b55159
-size 118424

result_images/Ballerinas.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fc9a4c81ac3c5270f26ebbd09cfe33fa5db5479faaa000f8b67c275374d96bc2
-size 190163

result_images/BeforeAfterChief.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f6e66c98682ba88b1605329d0d83ec07723356400c79216fefc9a4be7d2961f2
-size 889867

result_images/BikeMan.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4c305d0ab0ec61903cf0c4e67d0d10cd5dd5ca6d2a6cc028671f04a2a0f7f739
-size 155326

result_images/BuriedDustbowl.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7a3d571756cc934a750ad300919f92adb84a47aaafd9de0a03f3979f4752388e
-size 134866

result_images/ChineseOpium1880s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aff20594abe72e6b63b6324cc66148ad906d99e4ae64af38e328136a1b8c6f8f
-size 130420

result_images/CivilWarQuary.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3278295f9e70b2161fbdd5bd3ec8e80d22f7efd4ba5e3286efe1c6a87b7884e5
-size 141915

result_images/CliffHouse.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d66149adcd2ab196e5e0ca508bba21499c639389e5344815e65f8f3c4ffd15f8
-size 83764

result_images/ColorizedHemmingWay2.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3cace304cf11a6a135a3f10ed0c9063407e7ee9623978ce7529c8c968ab58c39
-size 42883

result_images/Dancing.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6179af8c8b51cb162fe1ab1e685abfdd188ed9c33eee6c5cb028cc8cba8ba3f6
-size 136316

result_images/DeloresTwoChanges.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:20bf626295e6a78df2d9dd24254e91a543f1241ab718f442ff3e0e13f16c47a7
-size 346707

result_images/DepressionShack.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2d4fd61596d6de6e184f25f2563288f1f1a61983cc4d99e0b399712bbeed30a4
-size 164995

result_images/Dolores.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a94aa5e5751f51a67aa35398590367f699c41a23259e95df94dd55e449b24bd9
-size 116781

result_images/DorothyLange.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:63b553c56daa3036d38969ddc61bd38ca665fceb724fd0526af19306fe7f75bb
-size 115660

result_images/DustBowlBuried.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2d1b59e355ecc272c49c8cee030a274627e2743d2f4d2e54e336c559e0ca3d63
-size 119025

result_images/Dustbowl.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a44a781157895d66703d2ff404989624e1c4049839c0d352739c19150e96696f
-size 54857

result_images/DutchBabyCouple.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ec593c890e98425992b7939fde8e37f35052d94e7ad8d67e175877f4e7736fc6
-size 155474

result_images/EgyptRiver2.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f8f739b197276c4e16d1b328ebfd762bbad3ee4e4ee8682082c171d8fead85e8
-size 116643

result_images/EinsteinBeach.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:201d7bea86aa9d8c29fbef2f6dee43f0b43a8aaea5b0d8ac65d493fe50d55e7b
-size 170505

result_images/FamilyPhotoChallenging.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ba1d4bdd6388b7b3d862a3c445e9bb8f1941fd62bdfcc2217bfe9d252a4148a3
-size 118382

result_images/FatMensClub.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b6353e4db35ad351968828fd4e1334156a0abfe1f52bef42cd5b20b0eb283aa2
-size 95316

result_images/FieldEgpyt.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ef05029138adbf18a8448b4a7aee956552ecc8912c867ff236906883b486df0b
-size 198352

result_images/FirstTV1930s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a1bb5aadd111672fbc410db2678d392f526ee1e1b62871933d792866d54a7779
-size 92052

result_images/Flowers1910.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:64d602d11d951051d9d941faaa4a317408727cb89e933c2fe71a9d5cbf482fd2
-size 219567

result_images/FlyingOverEdinburgh.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b0e4b47b94fdf7534b84fac81aa385521737c59dfa2bd16a8a414693ad24ddb2
-size 154387

result_images/GeographyLessons.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:64e29285f22a31cd96a38c0a5322be2d0631d374b769b8f8b475083a08b0eac3
-size 186254

result_images/GirlFIeld.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7dc87342173ebf7974e7fb2f0b147f3f6b635b67f9b99dd5fbeeddfde901d66c
-size 177899

result_images/HelenKeller.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:590e5d2acb84a2d2c2ad68eabea69fde86f24e310ac1d330c185d6af0f802d20
-size 50883

result_images/Hemmingway.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:27a0d4abf4c7f2d8956c8571b29be9c41341cb3f615f5d00bcb4959fb5e943bb
-size 73829

result_images/MedStudentsCards.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9bb544d70165560d175299359b002cb70c3edd9613a38ffd42c31106d4ebccf7
-size 169130

result_images/MoreBikes.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2b885c75c6cfeba9ca26217216a025081b10ddbc64fe525341713f3a53b3db01
-size 132651

result_images/OldWest.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a560610ed5769cc21fa7649cea087aa9d09126e9c7209c9d4e160fca80603014
-size 162026

result_images/Olds1875.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c7af27780348f446999db24c039149317b7de43e757bea77902276aff628875b
-size 153432

result_images/OpiumSmokersDrawing.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ab10475b96f0499255e094ed633b6a9e62c942bf387a264d84c4becb1cbcbc26
-size 162917

result_images/Paris1880s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:74fa3631b96124313f0b8f85981e18920dbd0eb7e77a2a5c9269a7b4ad56f953
-size 195104

result_images/Poverty.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3f5013602233c57755f4ccf30703eee37214082517bcf73e8c389bf40f55fec3
-size 145062

result_images/Radio1920s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f5b05b069cbe87d7a518468ef2397cfe028f06aa2a5d258d19b5817a9b8de406
-size 99206

result_images/ReadingGirl.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b4403d2be1b83128ab39bc1c088e8c3c7a81663c1957e2362302f4c0d7e0f0b9
-size 127442

result_images/RichPoorLondon.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a76bf513b55b711578c410305f19b3ba0530704bddd2454dbf882c4390c3b7c8
-size 128851

result_images/Saloon.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d8aa4f7afa1b1c6ecb8a98e5961b765612188c353b78681c6967a45252ca7379
-size 153357

result_images/Sami1880s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:79f0a87b880430dd407a8117454060b791ee8f946b6155b36136dc85256c4988
-size 177037

result_images/Samurais.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d27f4c3f3e75977545af027b674c38753649065881af61b137c0833a19755644
-size 103749

result_images/SanFran1850s.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ba1a76f7616dbf4f115346f4d9004ef564c5289660b82024e51daef140ac2565
-size 97499

result_images/SanFran1850sRetry.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:91e550536a821358220d9aa45ceb62206b429837db4a06ca3e45d7d727922384
-size 93598

result_images/Scotland1919.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b8e603757106e1f7bfab94ec54172b3dcd48ad32fd4b64c50f1cb7d8edc157d9
-size 137700

result_images/SenecaNative1908.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:54e924f703349a1ec6ae4622af2b808b60313d0ce7a4267905fa7c8671eda5a0
-size 266842

result_images/Sioux.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7546caeae42aa0f20e5fb9a78bdf60378475c8b9aaff3a622b8f13ff466f04f4
-size 149103

result_images/SodaShop.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1d228b083eaae6ecf6f2e751cbcece06b6455d82484ec5b049200d4b541ae494
-size 230878

result_images/Sphinx.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:52914181a679ace253b5eff64534d5bec1b4dec7345f1d0c9fbeda9ae395327e
-size 134365

result_images/SweedishLivingRoom1920.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4e690c3ea236b31a61c665a119d984b7edd0e6e0782a2c58c14867c66f75aa41
-size 647757

result_images/SweedishLivingRoom1920.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:14fee5c27d38f4953e0c8dafa534b6af743e5ff07ba60586fca3bbc65a88075d
-size 152414

result_images/TexasWoman.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7ab53d93d9e78c10fe1e0dd0c92e3740f503f93bc95ab8b37fc7dc0c997d95e5
-size 566020

result_images/TexasWoman.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:615f936e7656f00fff8c73c2f58fff9ecc0f1244a05aa9996b2546c3aeb3248c
-size 131713

result_images/TitanicGym.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5c7903922c40847a0a50057e78f1e4ce18b1ffbf654c25783ac673bada7a60ca
-size 593703

result_images/TitanicGym.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:45ae9b1c17443ddf2e53df36796d3a2a2579fc1d550de72322101350c91e3e1a
-size 124571

result_images/UnionSoldier.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:eca4f13a0a3449317f2e9bd640bba199dd4ad261e5836f9e48f991231731c8a1
-size 602798

result_images/UnionSoldier.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9908025cda046432f51a3417a34af636e08727fd91e0b01dafb55e489f43c454
-size 152570

result_images/Wagons.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:13b1f66cd7e05f6c7d84bdd115772c42f6f913628bf82f84c571ec755d94d5e6
-size 319739

result_images/Wagons.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8a2685844f1abc09d68e165342455c7b23550566c09cbff9cfe18ef378183904
-size 126220

result_images/WhirlingHorse.PNG

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:02d4595e9d9afec70d963f6392f92eaf07cc86b039db7c0b8cc44434c5d9fef9
-size 382187

result_images/WhirlingHorse.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:17aec87bdaf9d459fa7c4ff2243250d8588dcdc7a81b0aa03afea41e597b2185
-size 137530

result_images/bicycle.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d3cf90bf1c473f3034b80365ab46e36b65628bb9eb446970805298b3cbdc9174
-size 86758

result_images/chicago1909.jpg

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:503d454de716bf78b6a26fb1c5db2999724174306029259a633ea17d486feb41
-size 164563

test_images/1850SchoolForGirls.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:633248261b888f09efca41a9130d971cba2b2e108a71f66d2e43804e11ad3261
-size 181161
+oid sha256:f8290997c829ddb94954f522ef41f2259b3dc454641255ae6e801792a77ee06a
+size 122321

test_images/1860sSamauris.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e9b24b298674ac6838ff428668fa778f647ee36596351ced840129b67f188507
-size 43665
+oid sha256:4f8cb046206642f9af8934995ad4cb790e533f89a72618f0bc4b249f93e077e3
+size 115337

test_images/1899NycBlizzard.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:759f74c39f9f4a9b748cb8dec1306af0d6b94a5433a3c5afa9048c61c47048df
-size 76254
+oid sha256:ab047e2fea66a2609b7a08fcc9c38237e02628ec9632cb560343f985f118c4d2
+size 521801

test_images/Ballet1890Russia.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a05b2e0a64fa84ef96b577cdd5b31ad4ce4ffebca0fbc5ca68cef59f54cda4b2
-size 161970
+oid sha256:fd34311ef3afe644a6e83105bf8b947551de1c32f9280a6d380f18af42d5c805
+size 60415

test_images/Edinburgh1920s.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:96a4a1d10ad50e41e069b9a3267efe1983f750efdeaa023518cf9ed8dc86f5e5
-size 45791
+oid sha256:ae3df1cc6699ae5dbe7ba0204a79fe2e3a6c55bdde7fe94ff2eca1cb66007780
+size 839915

test_images/JerseyShore1905.jpg

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:578c24510bdeea912d1b22b0fab7df9f43e0259f389cdd003ea9a3bffb0fe832
+size 249018

test_images/JerseyShore1905.png

@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:87dcc3933297e506eaac676e6ceae20623db4a7513de645ba16243d0b96545ce
-size 1443288

test_images/OregonTrail1870s.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:92d42375dbb6111cc6912da10625ad2d6a9908de4ca1b6b598ad57e3260d6954
-size 48905
+oid sha256:e602773f350cad60e6437f703226d69ea3875e08ebb78e1329d1ab97cde603e9
+size 46056

test_images/WestVirginiaHouse.jpg

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b457d3f5edbbf0a6d24bcf2052446ba7381195ed60936cbdcfb6900d2f4a9aeb
-size 71554
+oid sha256:c22fa14d58e2b7ef0d7ccd8df547ae275d2584223c3485cbfd41166807557a3c
+size 102608