X-Git-Url: https://git.njae.me.uk/?a=blobdiff_plain;f=09-resolving-the-bill%2Finterleaving.ipynb;fp=09-resolving-the-bill%2Finterleaving.ipynb;h=46e2b5c89057226482fe903c91d96581213e98a7;hb=737bfafa601efeaee26d9d6cfd3c18ea34722868;hp=352a5fcf6e7b8596fa08b8a65da8e2b918e6fa26;hpb=881b1889a51e7a0ea314b59234c477e0849c0427;p=ou-summer-of-code-2017.git

diff --git a/09-resolving-the-bill/interleaving.ipynb b/09-resolving-the-bill/interleaving.ipynb
index 352a5fc..46e2b5c 100644
--- a/09-resolving-the-bill/interleaving.ipynb
+++ b/09-resolving-the-bill/interleaving.ipynb
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -87,7 +87,7 @@
        " [False, False, False, False, False, False]]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {
     "scrolled": true
    },
@@ -146,7 +146,7 @@
        " (5, 5): False}"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -160,7 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {
     "collapsed": true
    },
@@ -174,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {
     "collapsed": true
    },
@@ -188,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -210,7 +210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -284,7 +284,7 @@
        " (5, 5): (4, 5, 'c', 's1')}"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -337,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "collapsed": true
    },
@@ -413,7 +413,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -422,7 +422,7 @@
        "True"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -433,7 +433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -457,7 +457,7 @@
        "  (5, 5): (4, 5, 'c', 'seq1')})"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {
     "scrolled": true
    },
@@ -530,7 +530,7 @@
        "  (5, 5): True})"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -541,7 +541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -550,7 +550,7 @@
        "False"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -561,7 +561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -603,7 +603,7 @@
        "  (4, 3): (4, 2, 'b', 'seq2')})"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -614,7 +614,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 16,
    "metadata": {
     "collapsed": true
    },
@@ -638,7 +638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 17,
    "metadata": {
     "collapsed": true
    },
@@ -652,16 +652,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
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+       "'cccbggadggfbghfbeeeecgabbcdehcgfdhegefddahcdcabbch'"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -672,7 +672,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "metadata": {
     "collapsed": true
    },
@@ -713,7 +713,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -721,54 +721,57 @@
      "output_type": "stream",
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-      "5 6 -1 adding g\n",
-      "6 6 0 adding w\n",
-      "6 7 -1 adding v\n",
-      "6 8 -2 adding e\n",
-      "7 8 -1 adding u\n",
-      "7 9 -2 adding w\n",
-      "7 10 -3 adding x\n",
-      "7 11 -4 adding e\n",
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-      "10 12 -2 adding z\n",
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-      "10 14 -4 adding h\n",
-      "11 14 -3 adding g\n",
-      "12 14 -2 adding z\n",
-      "12 15 -3 adding x\n",
-      "12 16 -4 adding w\n",
-      "12 17 -5 adding e\n",
-      "13 17 -4 adding w\n",
-      "13 18 -5 adding f\n",
-      "14 18 -4 adding z\n",
-      "14 19 -5 adding f\n",
-      "15 19 -4 adding b\n",
-      "16 19 -3 adding u\n",
-      "16 20 -4 remaining s1 gchd\n"
+      "0 1 -1 adding c\n",
+      "1 1 0 adding v\n",
+      "1 2 -1 adding a\n",
+      "2 2 0 adding f\n",
+      "3 2 1 adding u\n",
+      "3 3 0 adding z\n",
+      "3 4 -1 adding y\n",
+      "3 5 -2 adding w\n",
+      "3 6 -3 adding e\n",
+      "4 6 -2 adding u\n",
+      "4 7 -3 adding h\n",
+      "5 7 -2 adding x\n",
+      "5 8 -3 adding b\n",
+      "6 8 -2 adding h\n",
+      "7 8 -1 adding z\n",
+      "7 9 -2 adding f\n",
+      "8 9 -1 adding d\n",
+      "9 9 0 adding c\n",
+      "10 9 1 adding u\n",
+      "10 10 0 adding v\n",
+      "10 11 -1 adding c\n",
+      "11 11 0 adding f\n",
+      "12 11 1 adding a\n",
+      "13 11 2 adding y\n",
+      "13 12 1 adding y\n",
+      "13 13 0 adding y\n",
+      "13 14 -1 adding u\n",
+      "13 15 -2 adding e\n",
+      "14 15 -1 adding z\n",
+      "14 16 -2 adding e\n",
+      "15 16 -1 adding b\n",
+      "16 16 0 adding c\n",
+      "17 16 1 adding g\n",
+      "18 16 2 adding w\n",
+      "18 17 1 adding u\n",
+      "18 18 0 adding e\n",
+      "19 18 1 adding w\n",
+      "19 19 0 adding b\n",
+      "20 19 1 remaining s2 y\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "('ghddageedchgeffbgchd',\n",
-       " 'xyxvxvwvuwxwzyzxwwzu',\n",
-       " 'xyxghdvxdvagwveuwxedwczyhgzxwewfzfbugchd',\n",
+       "('cafehbhfdccfaeebcgeb',\n",
+       " 'xvuzywuxzuvyyyuzwuwy',\n",
+       " 'xcvafuzyweuhxbhzfdcuvcfayyyuezebcgwuewby',\n",
        " 40)"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 20,
      "metadata": {},
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     }
@@ -782,7 +785,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -790,467 +793,467 @@
      "output_type": "stream",
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-      "seq2 0 3 ! d x False\n",
-      "seq2 0 4 ! d g False\n",
-      "seq2 0 5 ! a h False\n",
-      "seq2 0 6 ! g d False\n",
-      "seq2 0 7 ! e v False\n",
-      "seq2 0 8 ! e x False\n",
-      "seq2 0 9 ! d d False\n",
-      "seq2 0 10 ! c v False\n",
-      "seq2 0 11 ! h a False\n",
-      "seq2 0 12 ! g g False\n",
-      "seq2 0 13 ! e w False\n",
-      "seq2 0 14 ! f v False\n",
-      "seq2 0 15 ! f e False\n",
-      "seq2 0 16 ! b u False\n",
-      "seq2 0 17 ! g w False\n",
-      "seq2 0 18 ! c x False\n",
-      "seq2 0 19 ! h e False\n",
-      "seq2 0 20 ! d d False\n",
+      "seq2 0 1 ! c x False\n",
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+      "seq2 0 7 ! h z False\n",
+      "seq2 0 8 ! f y False\n",
+      "seq2 0 9 ! d w False\n",
+      "seq2 0 10 ! c e False\n",
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+      "seq2 0 14 ! e b False\n",
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+      "seq2 0 16 ! b z False\n",
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+      "seq2 0 19 ! e c False\n",
+      "seq2 0 20 ! b u False\n",
       "seq1 1 0 x ! x True\n",
-      "xxxx 1 1 x g y False\n",
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-      "xxxx 1 18 x c e False\n",
-      "xxxx 1 19 x h d False\n",
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-      "seq1 2 0 y ! y True\n",
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-      "xxxx 2 17 y g e False\n",
-      "xxxx 2 18 y c d False\n",
-      "xxxx 2 19 y h w False\n",
-      "xxxx 2 20 y d c False\n",
-      "seq1 3 0 x ! x True\n",
-      "seq2 3 1 x g g True\n",
-      "seq2 3 2 x h h True\n",
-      "seq2 3 3 x d d True\n",
-      "xxxx 3 4 x d v False\n",
-      "xxxx 3 5 x a x False\n",
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-      "xxxx 3 19 x h c False\n",
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-      "seq1 4 0 v ! g False\n",
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-      "seq1 4 3 v d v True\n",
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-      "xxxx 4 17 v g w False\n",
-      "xxxx 4 18 v c c False\n",
-      "xxxx 4 19 v h z False\n",
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-      "seq1 5 0 x ! h False\n",
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-      "seq1 5 3 x d x True\n",
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-      "seq1 11 0 x ! a False\n",
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-      "seq1 11 7 x e x True\n",
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-      "seq1 12 0 w ! g False\n",
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-      "xxxx 12 6 w g x False\n",
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-      "xxxx 12 8 w e d False\n",
-      "seq1 12 9 w d w True\n",
-      "seq2 12 10 w c c True\n",
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-      "xxxx 12 12 w g y False\n",
-      "xxxx 12 13 w e h False\n",
-      "xxxx 12 14 w f g False\n",
-      "xxxx 12 15 w f z False\n",
-      "xxxx 12 16 w b x False\n",
-      "xxxx 12 17 w g w False\n",
-      "xxxx 12 18 w c e False\n",
-      "xxxx 12 19 w h w False\n",
-      "xxxx 12 20 w d f False\n",
-      "seq1 13 0 z ! w False\n",
-      "xxxx 13 1 z g v False\n",
-      "xxxx 13 2 z h e False\n",
-      "xxxx 13 3 z d u False\n",
-      "xxxx 13 4 z d w False\n",
-      "xxxx 13 5 z a x False\n",
-      "xxxx 13 6 z g e False\n",
-      "xxxx 13 7 z e d False\n",
-      "xxxx 13 8 z e w False\n",
-      "xxxx 13 9 z d c False\n",
-      "seq1 13 10 z c z True\n",
-      "xxxx 13 11 z h y False\n",
-      "xxxx 13 12 z g h False\n",
-      "xxxx 13 13 z e g False\n",
-      "xxxx 13 14 z f z False\n",
-      "xxxx 13 15 z f x False\n",
-      "xxxx 13 16 z b w False\n",
-      "xxxx 13 17 z g e False\n",
-      "xxxx 13 18 z c w False\n",
-      "xxxx 13 19 z h f False\n",
-      "xxxx 13 20 z d z False\n",
-      "seq1 14 0 y ! v False\n",
-      "xxxx 14 1 y g e False\n",
-      "xxxx 14 2 y h u False\n",
-      "xxxx 14 3 y d w False\n",
-      "xxxx 14 4 y d x False\n",
-      "xxxx 14 5 y a e False\n",
-      "xxxx 14 6 y g d False\n",
-      "xxxx 14 7 y e w False\n",
-      "xxxx 14 8 y e c False\n",
-      "xxxx 14 9 y d z False\n",
-      "seq1 14 10 y c y True\n",
-      "seq2 14 11 y h h True\n",
-      "seq2 14 12 y g g True\n",
-      "xxxx 14 13 y e z False\n",
-      "xxxx 14 14 y f x False\n",
-      "xxxx 14 15 y f w False\n",
-      "xxxx 14 16 y b e False\n",
-      "xxxx 14 17 y g w False\n",
-      "xxxx 14 18 y c f False\n",
-      "xxxx 14 19 y h z False\n",
-      "xxxx 14 20 y d f False\n",
-      "seq1 15 0 z ! e False\n",
-      "xxxx 15 1 z g u False\n",
-      "xxxx 15 2 z h w False\n",
-      "xxxx 15 3 z d x False\n",
-      "xxxx 15 4 z d e False\n",
-      "xxxx 15 5 z a d False\n",
-      "xxxx 15 6 z g w False\n",
-      "xxxx 15 7 z e c False\n",
-      "xxxx 15 8 z e z False\n",
-      "xxxx 15 9 z d y False\n",
-      "xxxx 15 10 z c h False\n",
-      "xxxx 15 11 z h g False\n",
-      "seq1 15 12 z g z True\n",
-      "xxxx 15 13 z e x False\n",
-      "xxxx 15 14 z f w False\n",
-      "xxxx 15 15 z f e False\n",
-      "xxxx 15 16 z b w False\n",
-      "xxxx 15 17 z g f False\n",
-      "xxxx 15 18 z c z False\n",
-      "xxxx 15 19 z h f False\n",
-      "xxxx 15 20 z d b False\n",
-      "seq1 16 0 x ! u False\n",
-      "xxxx 16 1 x g w False\n",
-      "xxxx 16 2 x h x False\n",
-      "xxxx 16 3 x d e False\n",
-      "xxxx 16 4 x d d False\n",
-      "xxxx 16 5 x a w False\n",
-      "xxxx 16 6 x g c False\n",
-      "xxxx 16 7 x e z False\n",
-      "xxxx 16 8 x e y False\n",
-      "xxxx 16 9 x d h False\n",
-      "xxxx 16 10 x c g False\n",
-      "xxxx 16 11 x h z False\n",
-      "seq1 16 12 x g x True\n",
-      "xxxx 16 13 x e w False\n",
-      "xxxx 16 14 x f e False\n",
-      "xxxx 16 15 x f w False\n",
-      "xxxx 16 16 x b f False\n",
-      "xxxx 16 17 x g z False\n",
-      "xxxx 16 18 x c f False\n",
-      "xxxx 16 19 x h b False\n",
-      "xxxx 16 20 x d u False\n",
-      "seq1 17 0 w ! w False\n",
-      "xxxx 17 1 w g x False\n",
-      "xxxx 17 2 w h e False\n",
-      "xxxx 17 3 w d d False\n",
-      "xxxx 17 4 w d w False\n",
-      "xxxx 17 5 w a c False\n",
-      "xxxx 17 6 w g z False\n",
-      "xxxx 17 7 w e y False\n",
-      "xxxx 17 8 w e h False\n",
-      "xxxx 17 9 w d g False\n",
-      "xxxx 17 10 w c z False\n",
-      "xxxx 17 11 w h x False\n",
-      "seq1 17 12 w g w True\n",
-      "seq2 17 13 w e e True\n",
-      "xxxx 17 14 w f w False\n",
-      "xxxx 17 15 w f f False\n",
-      "xxxx 17 16 w b z False\n",
-      "xxxx 17 17 w g f False\n",
-      "xxxx 17 18 w c b False\n",
-      "xxxx 17 19 w h u False\n",
-      "xxxx 17 20 w d g False\n",
-      "seq1 18 0 w ! x False\n",
-      "xxxx 18 1 w g e False\n",
-      "xxxx 18 2 w h d False\n",
-      "xxxx 18 3 w d w False\n",
-      "xxxx 18 4 w d c False\n",
-      "xxxx 18 5 w a z False\n",
-      "xxxx 18 6 w g y False\n",
-      "xxxx 18 7 w e h False\n",
-      "xxxx 18 8 w e g False\n",
-      "xxxx 18 9 w d z False\n",
-      "xxxx 18 10 w c x False\n",
-      "xxxx 18 11 w h w False\n",
-      "xxxx 18 12 w g e False\n",
-      "seq1 18 13 w e w True\n",
-      "seq2 18 14 w f f True\n",
-      "xxxx 18 15 w f z False\n",
-      "xxxx 18 16 w b f False\n",
-      "xxxx 18 17 w g b False\n",
-      "xxxx 18 18 w c u False\n",
-      "xxxx 18 19 w h g False\n",
-      "xxxx 18 20 w d c False\n",
-      "seq1 19 0 z ! e False\n",
-      "xxxx 19 1 z g d False\n",
-      "xxxx 19 2 z h w False\n",
-      "xxxx 19 3 z d c False\n",
-      "xxxx 19 4 z d z False\n",
-      "xxxx 19 5 z a y False\n",
-      "xxxx 19 6 z g h False\n",
-      "xxxx 19 7 z e g False\n",
-      "xxxx 19 8 z e z False\n",
-      "xxxx 19 9 z d x False\n",
-      "xxxx 19 10 z c w False\n",
-      "xxxx 19 11 z h e False\n",
-      "xxxx 19 12 z g w False\n",
-      "xxxx 19 13 z e f False\n",
-      "seq1 19 14 z f z True\n",
-      "seq2 19 15 z f f True\n",
-      "seq2 19 16 z b b True\n",
-      "xxxx 19 17 z g u False\n",
-      "xxxx 19 18 z c g False\n",
-      "xxxx 19 19 z h c False\n",
-      "xxxx 19 20 z d h False\n",
-      "seq1 20 0 u ! d False\n",
-      "xxxx 20 1 u g w False\n",
-      "xxxx 20 2 u h c False\n",
-      "xxxx 20 3 u d z False\n",
-      "xxxx 20 4 u d y False\n",
-      "xxxx 20 5 u a h False\n",
-      "xxxx 20 6 u g g False\n",
-      "xxxx 20 7 u e z False\n",
-      "xxxx 20 8 u e x False\n",
-      "xxxx 20 9 u d w False\n",
-      "xxxx 20 10 u c e False\n",
-      "xxxx 20 11 u h w False\n",
-      "xxxx 20 12 u g f False\n",
-      "xxxx 20 13 u e z False\n",
-      "xxxx 20 14 u f f False\n",
-      "xxxx 20 15 u f b False\n",
-      "seq1 20 16 u b u True\n",
-      "seq2 20 17 u g g True\n",
-      "seq2 20 18 u c c True\n",
-      "seq2 20 19 u h h True\n",
-      "seq2 20 20 u d d True\n",
-      "T . . . . . . . . . . . . . . . . . . . .\n",
-      "T . . . . . . . . . . . . . . . . . . . .\n",
+      "seq2 1 1 x c c True\n",
+      "xxxx 1 2 x a v False\n",
+      "xxxx 1 3 x f a False\n",
+      "xxxx 1 4 x e f False\n",
+      "xxxx 1 5 x h u False\n",
+      "xxxx 1 6 x b z False\n",
+      "xxxx 1 7 x h y False\n",
+      "xxxx 1 8 x f w False\n",
+      "xxxx 1 9 x d e False\n",
+      "xxxx 1 10 x c u False\n",
+      "xxxx 1 11 x c h False\n",
+      "xxxx 1 12 x f x False\n",
+      "xxxx 1 13 x a b False\n",
+      "xxxx 1 14 x e h False\n",
+      "xxxx 1 15 x e z False\n",
+      "xxxx 1 16 x b f False\n",
+      "xxxx 1 17 x c d False\n",
+      "xxxx 1 18 x g c False\n",
+      "xxxx 1 19 x e u False\n",
+      "xxxx 1 20 x b v False\n",
+      "seq1 2 0 v ! c False\n",
+      "seq1 2 1 v c v True\n",
+      "seq2 2 2 v a a True\n",
+      "seq2 2 3 v f f True\n",
+      "xxxx 2 4 v e u False\n",
+      "xxxx 2 5 v h z False\n",
+      "xxxx 2 6 v b y False\n",
+      "xxxx 2 7 v h w False\n",
+      "xxxx 2 8 v f e False\n",
+      "xxxx 2 9 v d u False\n",
+      "xxxx 2 10 v c h False\n",
+      "xxxx 2 11 v c x False\n",
+      "xxxx 2 12 v f b False\n",
+      "xxxx 2 13 v a h False\n",
+      "xxxx 2 14 v e z False\n",
+      "xxxx 2 15 v e f False\n",
+      "xxxx 2 16 v b d False\n",
+      "xxxx 2 17 v c c False\n",
+      "xxxx 2 18 v g u False\n",
+      "xxxx 2 19 v e v False\n",
+      "xxxx 2 20 v b c False\n",
+      "seq1 3 0 u ! v False\n",
+      "xxxx 3 1 u c a False\n",
+      "xxxx 3 2 u a f False\n",
+      "seq1 3 3 u f u True\n",
+      "xxxx 3 4 u e z False\n",
+      "xxxx 3 5 u h y False\n",
+      "xxxx 3 6 u b w False\n",
+      "xxxx 3 7 u h e False\n",
+      "xxxx 3 8 u f u False\n",
+      "xxxx 3 9 u d h False\n",
+      "xxxx 3 10 u c x False\n",
+      "xxxx 3 11 u c b False\n",
+      "xxxx 3 12 u f h False\n",
+      "xxxx 3 13 u a z False\n",
+      "xxxx 3 14 u e f False\n",
+      "xxxx 3 15 u e d False\n",
+      "xxxx 3 16 u b c False\n",
+      "xxxx 3 17 u c u False\n",
+      "xxxx 3 18 u g v False\n",
+      "xxxx 3 19 u e c False\n",
+      "xxxx 3 20 u b f False\n",
+      "seq1 4 0 z ! a False\n",
+      "xxxx 4 1 z c f False\n",
+      "xxxx 4 2 z a u False\n",
+      "seq1 4 3 z f z True\n",
+      "xxxx 4 4 z e y False\n",
+      "xxxx 4 5 z h w False\n",
+      "xxxx 4 6 z b e False\n",
+      "xxxx 4 7 z h u False\n",
+      "xxxx 4 8 z f h False\n",
+      "xxxx 4 9 z d x False\n",
+      "xxxx 4 10 z c b False\n",
+      "xxxx 4 11 z c h False\n",
+      "xxxx 4 12 z f z False\n",
+      "xxxx 4 13 z a f False\n",
+      "xxxx 4 14 z e d False\n",
+      "xxxx 4 15 z e c False\n",
+      "xxxx 4 16 z b u False\n",
+      "xxxx 4 17 z c v False\n",
+      "xxxx 4 18 z g c False\n",
+      "xxxx 4 19 z e f False\n",
+      "xxxx 4 20 z b a False\n",
+      "seq1 5 0 y ! f False\n",
+      "xxxx 5 1 y c u False\n",
+      "xxxx 5 2 y a z False\n",
+      "seq1 5 3 y f y True\n",
+      "xxxx 5 4 y e w False\n",
+      "xxxx 5 5 y h e False\n",
+      "xxxx 5 6 y b u False\n",
+      "xxxx 5 7 y h h False\n",
+      "xxxx 5 8 y f x False\n",
+      "xxxx 5 9 y d b False\n",
+      "xxxx 5 10 y c h False\n",
+      "xxxx 5 11 y c z False\n",
+      "xxxx 5 12 y f f False\n",
+      "xxxx 5 13 y a d False\n",
+      "xxxx 5 14 y e c False\n",
+      "xxxx 5 15 y e u False\n",
+      "xxxx 5 16 y b v False\n",
+      "xxxx 5 17 y c c False\n",
+      "xxxx 5 18 y g f False\n",
+      "xxxx 5 19 y e a False\n",
+      "xxxx 5 20 y b y False\n",
+      "seq1 6 0 w ! u False\n",
+      "xxxx 6 1 w c z False\n",
+      "xxxx 6 2 w a y False\n",
+      "seq1 6 3 w f w True\n",
+      "seq2 6 4 w e e True\n",
+      "xxxx 6 5 w h u False\n",
+      "xxxx 6 6 w b h False\n",
+      "xxxx 6 7 w h x False\n",
+      "xxxx 6 8 w f b False\n",
+      "xxxx 6 9 w d h False\n",
+      "xxxx 6 10 w c z False\n",
+      "xxxx 6 11 w c f False\n",
+      "xxxx 6 12 w f d False\n",
+      "xxxx 6 13 w a c False\n",
+      "xxxx 6 14 w e u False\n",
+      "xxxx 6 15 w e v False\n",
+      "xxxx 6 16 w b c False\n",
+      "xxxx 6 17 w c f False\n",
+      "xxxx 6 18 w g a False\n",
+      "xxxx 6 19 w e y False\n",
+      "xxxx 6 20 w b y False\n",
+      "seq1 7 0 u ! z False\n",
+      "xxxx 7 1 u c y False\n",
+      "xxxx 7 2 u a w False\n",
+      "xxxx 7 3 u f e False\n",
+      "seq1 7 4 u e u True\n",
+      "seq2 7 5 u h h True\n",
+      "xxxx 7 6 u b x False\n",
+      "xxxx 7 7 u h b False\n",
+      "xxxx 7 8 u f h False\n",
+      "xxxx 7 9 u d z False\n",
+      "xxxx 7 10 u c f False\n",
+      "xxxx 7 11 u c d False\n",
+      "xxxx 7 12 u f c False\n",
+      "xxxx 7 13 u a u False\n",
+      "xxxx 7 14 u e v False\n",
+      "xxxx 7 15 u e c False\n",
+      "xxxx 7 16 u b f False\n",
+      "xxxx 7 17 u c a False\n",
+      "xxxx 7 18 u g y False\n",
+      "xxxx 7 19 u e y False\n",
+      "xxxx 7 20 u b y False\n",
+      "seq1 8 0 x ! y False\n",
+      "xxxx 8 1 x c w False\n",
+      "xxxx 8 2 x a e False\n",
+      "xxxx 8 3 x f u False\n",
+      "xxxx 8 4 x e h False\n",
+      "seq1 8 5 x h x True\n",
+      "seq2 8 6 x b b True\n",
+      "seq2 8 7 x h h True\n",
+      "xxxx 8 8 x f z False\n",
+      "xxxx 8 9 x d f False\n",
+      "xxxx 8 10 x c d False\n",
+      "xxxx 8 11 x c c False\n",
+      "xxxx 8 12 x f u False\n",
+      "xxxx 8 13 x a v False\n",
+      "xxxx 8 14 x e c False\n",
+      "xxxx 8 15 x e f False\n",
+      "xxxx 8 16 x b a False\n",
+      "xxxx 8 17 x c y False\n",
+      "xxxx 8 18 x g y False\n",
+      "xxxx 8 19 x e y False\n",
+      "xxxx 8 20 x b u False\n",
+      "seq1 9 0 z ! w False\n",
+      "xxxx 9 1 z c e False\n",
+      "xxxx 9 2 z a u False\n",
+      "xxxx 9 3 z f h False\n",
+      "xxxx 9 4 z e x False\n",
+      "xxxx 9 5 z h b False\n",
+      "xxxx 9 6 z b h False\n",
+      "seq1 9 7 z h z True\n",
+      "seq2 9 8 z f f True\n",
+      "seq2 9 9 z d d True\n",
+      "seq2 9 10 z c c True\n",
+      "xxxx 9 11 z c u False\n",
+      "xxxx 9 12 z f v False\n",
+      "xxxx 9 13 z a c False\n",
+      "xxxx 9 14 z e f False\n",
+      "xxxx 9 15 z e a False\n",
+      "xxxx 9 16 z b y False\n",
+      "xxxx 9 17 z c y False\n",
+      "xxxx 9 18 z g y False\n",
+      "xxxx 9 19 z e u False\n",
+      "xxxx 9 20 z b e False\n",
+      "seq1 10 0 u ! e False\n",
+      "xxxx 10 1 u c u False\n",
+      "xxxx 10 2 u a h False\n",
+      "xxxx 10 3 u f x False\n",
+      "xxxx 10 4 u e b False\n",
+      "xxxx 10 5 u h h False\n",
+      "xxxx 10 6 u b z False\n",
+      "xxxx 10 7 u h f False\n",
+      "xxxx 10 8 u f d False\n",
+      "xxxx 10 9 u d c False\n",
+      "seq1 10 10 u c u True\n",
+      "xxxx 10 11 u c v False\n",
+      "xxxx 10 12 u f c False\n",
+      "xxxx 10 13 u a f False\n",
+      "xxxx 10 14 u e a False\n",
+      "xxxx 10 15 u e y False\n",
+      "xxxx 10 16 u b y False\n",
+      "xxxx 10 17 u c y False\n",
+      "xxxx 10 18 u g u False\n",
+      "xxxx 10 19 u e e False\n",
+      "xxxx 10 20 u b z False\n",
+      "seq1 11 0 v ! u False\n",
+      "xxxx 11 1 v c h False\n",
+      "xxxx 11 2 v a x False\n",
+      "xxxx 11 3 v f b False\n",
+      "xxxx 11 4 v e h False\n",
+      "xxxx 11 5 v h z False\n",
+      "xxxx 11 6 v b f False\n",
+      "xxxx 11 7 v h d False\n",
+      "xxxx 11 8 v f c False\n",
+      "xxxx 11 9 v d u False\n",
+      "seq1 11 10 v c v True\n",
+      "seq2 11 11 v c c True\n",
+      "seq2 11 12 v f f True\n",
+      "seq2 11 13 v a a True\n",
+      "xxxx 11 14 v e y False\n",
+      "xxxx 11 15 v e y False\n",
+      "xxxx 11 16 v b y False\n",
+      "xxxx 11 17 v c u False\n",
+      "xxxx 11 18 v g e False\n",
+      "xxxx 11 19 v e z False\n",
+      "xxxx 11 20 v b e False\n",
+      "seq1 12 0 y ! h False\n",
+      "xxxx 12 1 y c x False\n",
+      "xxxx 12 2 y a b False\n",
+      "xxxx 12 3 y f h False\n",
+      "xxxx 12 4 y e z False\n",
+      "xxxx 12 5 y h f False\n",
+      "xxxx 12 6 y b d False\n",
+      "xxxx 12 7 y h c False\n",
+      "xxxx 12 8 y f u False\n",
+      "xxxx 12 9 y d v False\n",
+      "xxxx 12 10 y c c False\n",
+      "xxxx 12 11 y c f False\n",
+      "xxxx 12 12 y f a False\n",
+      "seq1 12 13 y a y True\n",
+      "xxxx 12 14 y e y False\n",
+      "xxxx 12 15 y e y False\n",
+      "xxxx 12 16 y b u False\n",
+      "xxxx 12 17 y c e False\n",
+      "xxxx 12 18 y g z False\n",
+      "xxxx 12 19 y e e False\n",
+      "xxxx 12 20 y b b False\n",
+      "seq1 13 0 y ! x False\n",
+      "xxxx 13 1 y c b False\n",
+      "xxxx 13 2 y a h False\n",
+      "xxxx 13 3 y f z False\n",
+      "xxxx 13 4 y e f False\n",
+      "xxxx 13 5 y h d False\n",
+      "xxxx 13 6 y b c False\n",
+      "xxxx 13 7 y h u False\n",
+      "xxxx 13 8 y f v False\n",
+      "xxxx 13 9 y d c False\n",
+      "xxxx 13 10 y c f False\n",
+      "xxxx 13 11 y c a False\n",
+      "xxxx 13 12 y f y False\n",
+      "seq1 13 13 y a y True\n",
+      "xxxx 13 14 y e y False\n",
+      "xxxx 13 15 y e u False\n",
+      "xxxx 13 16 y b e False\n",
+      "xxxx 13 17 y c z False\n",
+      "xxxx 13 18 y g e False\n",
+      "xxxx 13 19 y e b False\n",
+      "xxxx 13 20 y b c False\n",
+      "seq1 14 0 y ! b False\n",
+      "xxxx 14 1 y c h False\n",
+      "xxxx 14 2 y a z False\n",
+      "xxxx 14 3 y f f False\n",
+      "xxxx 14 4 y e d False\n",
+      "xxxx 14 5 y h c False\n",
+      "xxxx 14 6 y b u False\n",
+      "xxxx 14 7 y h v False\n",
+      "xxxx 14 8 y f c False\n",
+      "xxxx 14 9 y d f False\n",
+      "xxxx 14 10 y c a False\n",
+      "xxxx 14 11 y c y False\n",
+      "xxxx 14 12 y f y False\n",
+      "seq1 14 13 y a y True\n",
+      "xxxx 14 14 y e u False\n",
+      "xxxx 14 15 y e e False\n",
+      "xxxx 14 16 y b z False\n",
+      "xxxx 14 17 y c e False\n",
+      "xxxx 14 18 y g b False\n",
+      "xxxx 14 19 y e c False\n",
+      "xxxx 14 20 y b g False\n",
+      "seq1 15 0 u ! h False\n",
+      "xxxx 15 1 u c z False\n",
+      "xxxx 15 2 u a f False\n",
+      "xxxx 15 3 u f d False\n",
+      "xxxx 15 4 u e c False\n",
+      "xxxx 15 5 u h u False\n",
+      "xxxx 15 6 u b v False\n",
+      "xxxx 15 7 u h c False\n",
+      "xxxx 15 8 u f f False\n",
+      "xxxx 15 9 u d a False\n",
+      "xxxx 15 10 u c y False\n",
+      "xxxx 15 11 u c y False\n",
+      "xxxx 15 12 u f y False\n",
+      "seq1 15 13 u a u True\n",
+      "seq2 15 14 u e e True\n",
+      "xxxx 15 15 u e z False\n",
+      "xxxx 15 16 u b e False\n",
+      "xxxx 15 17 u c b False\n",
+      "xxxx 15 18 u g c False\n",
+      "xxxx 15 19 u e g False\n",
+      "xxxx 15 20 u b w False\n",
+      "seq1 16 0 z ! z False\n",
+      "xxxx 16 1 z c f False\n",
+      "xxxx 16 2 z a d False\n",
+      "xxxx 16 3 z f c False\n",
+      "xxxx 16 4 z e u False\n",
+      "xxxx 16 5 z h v False\n",
+      "xxxx 16 6 z b c False\n",
+      "xxxx 16 7 z h f False\n",
+      "xxxx 16 8 z f a False\n",
+      "xxxx 16 9 z d y False\n",
+      "xxxx 16 10 z c y False\n",
+      "xxxx 16 11 z c y False\n",
+      "xxxx 16 12 z f u False\n",
+      "xxxx 16 13 z a e False\n",
+      "seq1 16 14 z e z True\n",
+      "seq2 16 15 z e e True\n",
+      "seq2 16 16 z b b True\n",
+      "seq2 16 17 z c c True\n",
+      "seq2 16 18 z g g True\n",
+      "xxxx 16 19 z e w False\n",
+      "xxxx 16 20 z b u False\n",
+      "seq1 17 0 w ! f False\n",
+      "xxxx 17 1 w c d False\n",
+      "xxxx 17 2 w a c False\n",
+      "xxxx 17 3 w f u False\n",
+      "xxxx 17 4 w e v False\n",
+      "xxxx 17 5 w h c False\n",
+      "xxxx 17 6 w b f False\n",
+      "xxxx 17 7 w h a False\n",
+      "xxxx 17 8 w f y False\n",
+      "xxxx 17 9 w d y False\n",
+      "xxxx 17 10 w c y False\n",
+      "xxxx 17 11 w c u False\n",
+      "xxxx 17 12 w f e False\n",
+      "xxxx 17 13 w a z False\n",
+      "xxxx 17 14 w e e False\n",
+      "xxxx 17 15 w e b False\n",
+      "xxxx 17 16 w b c False\n",
+      "xxxx 17 17 w c g False\n",
+      "seq1 17 18 w g w True\n",
+      "xxxx 17 19 w e u False\n",
+      "xxxx 17 20 w b e False\n",
+      "seq1 18 0 u ! d False\n",
+      "xxxx 18 1 u c c False\n",
+      "xxxx 18 2 u a u False\n",
+      "xxxx 18 3 u f v False\n",
+      "xxxx 18 4 u e c False\n",
+      "xxxx 18 5 u h f False\n",
+      "xxxx 18 6 u b a False\n",
+      "xxxx 18 7 u h y False\n",
+      "xxxx 18 8 u f y False\n",
+      "xxxx 18 9 u d y False\n",
+      "xxxx 18 10 u c u False\n",
+      "xxxx 18 11 u c e False\n",
+      "xxxx 18 12 u f z False\n",
+      "xxxx 18 13 u a e False\n",
+      "xxxx 18 14 u e b False\n",
+      "xxxx 18 15 u e c False\n",
+      "xxxx 18 16 u b g False\n",
+      "xxxx 18 17 u c w False\n",
+      "seq1 18 18 u g u True\n",
+      "seq2 18 19 u e e True\n",
+      "xxxx 18 20 u b w False\n",
+      "seq1 19 0 w ! c False\n",
+      "xxxx 19 1 w c u False\n",
+      "xxxx 19 2 w a v False\n",
+      "xxxx 19 3 w f c False\n",
+      "xxxx 19 4 w e f False\n",
+      "xxxx 19 5 w h a False\n",
+      "xxxx 19 6 w b y False\n",
+      "xxxx 19 7 w h y False\n",
+      "xxxx 19 8 w f y False\n",
+      "xxxx 19 9 w d u False\n",
+      "xxxx 19 10 w c e False\n",
+      "xxxx 19 11 w c z False\n",
+      "xxxx 19 12 w f e False\n",
+      "xxxx 19 13 w a b False\n",
+      "xxxx 19 14 w e c False\n",
+      "xxxx 19 15 w e g False\n",
+      "xxxx 19 16 w b w False\n",
+      "xxxx 19 17 w c u False\n",
+      "xxxx 19 18 w g e False\n",
+      "seq1 19 19 w e w True\n",
+      "seq2 19 20 w b b True\n",
+      "seq1 20 0 y ! u False\n",
+      "xxxx 20 1 y c v False\n",
+      "xxxx 20 2 y a c False\n",
+      "xxxx 20 3 y f f False\n",
+      "xxxx 20 4 y e a False\n",
+      "xxxx 20 5 y h y False\n",
+      "xxxx 20 6 y b y False\n",
+      "xxxx 20 7 y h y False\n",
+      "xxxx 20 8 y f u False\n",
+      "xxxx 20 9 y d e False\n",
+      "xxxx 20 10 y c z False\n",
+      "xxxx 20 11 y c e False\n",
+      "xxxx 20 12 y f b False\n",
+      "xxxx 20 13 y a c False\n",
+      "xxxx 20 14 y e g False\n",
+      "xxxx 20 15 y e w False\n",
+      "xxxx 20 16 y b u False\n",
+      "xxxx 20 17 y c e False\n",
+      "xxxx 20 18 y g w False\n",
+      "xxxx 20 19 y e b False\n",
+      "seq1 20 20 y b y True\n",
       "T . . . . . . . . . . . . . . . . . . . .\n",
-      "T T T T . . . . . . . . . . . . . . . . .\n",
+      "T T . . . . . . . . . . . . . . . . . . .\n",
+      ". T T T . . . . . . . . . . . . . . . . .\n",
+      ". . . T . . . . . . . . . . . . . . . . .\n",
+      ". . . T . . . . . . . . . . . . . . . . .\n",
       ". . . T . . . . . . . . . . . . . . . . .\n",
       ". . . T T . . . . . . . . . . . . . . . .\n",
-      ". . . . T T T . . . . . . . . . . . . . .\n",
-      ". . . . . . T . . . . . . . . . . . . . .\n",
-      ". . . . . . T T . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . T T T . . . . . . . . . . .\n",
-      ". . . . . . . . . T T . . . . . . . . . .\n",
+      ". . . . T T . . . . . . . . . . . . . . .\n",
+      ". . . . . T T T . . . . . . . . . . . . .\n",
+      ". . . . . . . T T T T . . . . . . . . . .\n",
       ". . . . . . . . . . T . . . . . . . . . .\n",
-      ". . . . . . . . . . T T T . . . . . . . .\n",
-      ". . . . . . . . . . . . T . . . . . . . .\n",
-      ". . . . . . . . . . . . T . . . . . . . .\n",
-      ". . . . . . . . . . . . T T . . . . . . .\n",
+      ". . . . . . . . . . T T T T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
       ". . . . . . . . . . . . . T T . . . . . .\n",
-      ". . . . . . . . . . . . . . T T T . . . .\n",
-      ". . . . . . . . . . . . . . . . T T T T T\n"
+      ". . . . . . . . . . . . . . T T T T T . .\n",
+      ". . . . . . . . . . . . . . . . . . T . .\n",
+      ". . . . . . . . . . . . . . . . . . T T .\n",
+      ". . . . . . . . . . . . . . . . . . . T T\n",
+      ". . . . . . . . . . . . . . . . . . . . T\n"
      ]
     }
    ],
@@ -1261,16 +1264,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'XYXghdVXdVagWVeUWXedWcZYhgZXWeWfZfbUgchd'"
+       "'XcVafUZYWeUhXbhZfdcUVcfaYYYUeZebcgWUeWbY'"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1281,7 +1284,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1289,27 +1292,27 @@
      "output_type": "stream",
      "text": [
       "T . . . . . . . . . . . . . . . . . . . .\n",
-      "T . . . . . . . . . . . . . . . . . . . .\n",
-      "T . . . . . . . . . . . . . . . . . . . .\n",
-      "T T T T . . . . . . . . . . . . . . . . .\n",
+      "T T . . . . . . . . . . . . . . . . . . .\n",
+      ". T T T . . . . . . . . . . . . . . . . .\n",
+      ". . . T . . . . . . . . . . . . . . . . .\n",
+      ". . . T . . . . . . . . . . . . . . . . .\n",
       ". . . T . . . . . . . . . . . . . . . . .\n",
       ". . . T T . . . . . . . . . . . . . . . .\n",
-      ". . . . T T T . . . . . . . . . . . . . .\n",
-      ". . . . . . T . . . . . . . . . . . . . .\n",
-      ". . . . . . T T . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . T T T . . . . . . . . . . .\n",
-      ". . . . . . . . . T T . . . . . . . . . .\n",
+      ". . . . T T . . . . . . . . . . . . . . .\n",
+      ". . . . . T T T . . . . . . . . . . . . .\n",
+      ". . . . . . . T T T T . . . . . . . . . .\n",
       ". . . . . . . . . . T . . . . . . . . . .\n",
-      ". . . . . . . . . . T T T . . . . . . . .\n",
-      ". . . . . . . . . . . . T . . . . . . . .\n",
-      ". . . . . . . . . . . . T . . . . . . . .\n",
-      ". . . . . . . . . . . . T T . . . . . . .\n",
+      ". . . . . . . . . . T T T T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
+      ". . . . . . . . . . . . . T . . . . . . .\n",
       ". . . . . . . . . . . . . T T . . . . . .\n",
-      ". . . . . . . . . . . . . . T T T . . . .\n",
-      ". . . . . . . . . . . . . . . . T T T T T\n",
-      "XYXghdVXdVagWVeUWXedWcZYhgZXWeWfZfbUgchd\n"
+      ". . . . . . . . . . . . . . T T T T T . .\n",
+      ". . . . . . . . . . . . . . . . . . T . .\n",
+      ". . . . . . . . . . . . . . . . . . T T .\n",
+      ". . . . . . . . . . . . . . . . . . . T T\n",
+      ". . . . . . . . . . . . . . . . . . . . T\n",
+      "XcVafUZYWeUhXbhZfdcUVcfaYYYUeZebcgWUeWbY\n"
      ]
     },
     {
@@ -1318,7 +1321,7 @@
        "True"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1332,19 +1335,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('fahfgbdechbafcbcadcfchhccffhfgeagdhdceebccbhgdefgd',\n",
-       " 'badbgfaachhhhgghhebahhcbgabcfafeehfcabhbaaccgbcfae',\n",
-       " 'badfbgfahfgbadecahcbahfhchbchagghhdcefchbahhhcbcgacfbcffhafefgeaegdhfcabhhbdcaaccgebcfebcaecbhgdefgd',\n",
+       "('fdghaegbegehggbggcgcfecbgfacefhahahdhfafacchafacea',\n",
+       " 'hdhadgebfeaehhhggbdghgcehabccgbddafeacagbgcahhfefe',\n",
+       " 'fhdgdhahadgegebfbeegehaegghbhghggcggcfecbgbdgfhagcehabcccgbedfdhahaafeahcdhfaafaccghafbgacceahahfefe',\n",
        " 100)"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1358,65 +1361,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      "T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      "T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       "T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". T T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". T . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". T . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . T . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . T . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . T . T T T T T T T T . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . T . T . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . T T T T . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . T T . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T T T T T T\n",
-      "BADfBGFahfgbAdecAhCbaHfHcHbcHaGGHHdcEfchBAhHHCBcGAcfBCfFhAFEfgeaEgdHFCABhHBdcAACCGeBCFebcAEcbhgdefgd\n"
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T T . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
+      "fHdgDhaHADGegEBFbeEgehAEggHbHgHgGcgGcfecbgBDGfHaGCEHABcCCGBeDfDhahaAFEAhCdhfaAfaccGhafBGacCeAHaHFEFE\n"
      ]
     },
     {
@@ -1425,7 +1428,7 @@
        "True"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1439,14 +1442,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1000 loops, best of 3: 1.24 ms per loop\n"
+      "1000 loops, best of 3: 1.4 ms per loop\n"
      ]
     }
    ],
@@ -1457,65 +1460,65 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      "T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      "T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . T . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . T T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . T . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . T . T T T . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . T . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . T T T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . T T T T T T T T T . . . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . T . . . . T T T T T . . . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . T T . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T T T . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . T T T . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T . . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T T T . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T T . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T\n",
-      "badFbgfAHFGBaDECaHcBAhFhChBChAgghhDCeFCHbahhHcbCgaCFbcfFHafeFGEAeGDhfcabhHbDCaaccgEbcfEBCaeCBHGDEFGD\n"
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . . . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T . . . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T T T . . . . .\n",
+      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . T . T T T T T T\n",
+      "FhDGdhaHAdgEGebfBeEGEHaeGGhBhGhgGCgGCFECBGbdgFhAgcehabccCgbEdFdHAHaAfeaHcDHFaAFACCgHAFbgAcCEahAhfefe\n"
      ]
     },
     {
@@ -1524,7 +1527,7 @@
        "True"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1538,7 +1541,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1547,7 +1550,7 @@
        "True"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1558,16 +1561,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "('gbaehdacgdebgaebecfbefcbehfgcheaccdehbfdfadebhcehd', False, False)"
+       "('febffabcddaaaeffcdhcdaffgfafafcchfffdcbbbagbdfdbdd', False, False)"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1579,13 +1582,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "T T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       "T . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
@@ -1636,7 +1640,6 @@
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
-      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n",
       "\n"
      ]
     },
@@ -1646,7 +1649,7 @@
        "False"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1660,7 +1663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "metadata": {
     "collapsed": true
    },
@@ -1684,7 +1687,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 32,
    "metadata": {
     "collapsed": true
    },
@@ -1699,7 +1702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -1708,7 +1711,7 @@
        "True"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1719,7 +1722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1728,7 +1731,7 @@
        "False"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1746,7 +1749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "metadata": {
     "collapsed": true
    },
@@ -1759,7 +1762,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 36,
    "metadata": {
     "collapsed": true
    },
@@ -1785,29 +1788,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0: accbadaadc\n",
-      "1: bbbbaabada\n",
-      "2: cdaacacadcddbccacdab\n",
-      "3: bbcdabbaaabcbcadcaac\n",
-      "4: accbbabbdbaaabadaadc\n",
-      "5: acadcdddab\n",
-      "6: aacccabaddcdaddaabdc\n"
+      "0: cddcdbbdbc\n",
+      "1: bdbacbdaaa\n",
+      "2: bdccbaadcbdbdacacaac\n",
+      "3: dccaadcdba\n",
+      "4: dcccaadcdddcdbbbadbc\n",
+      "5: bcdbddaccbddbbdaabca\n",
+      "6: cdcccadbaadcddcbcaac\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "['accbbabbdbaaabadaadc']"
+       "['bcdbddaccbddbbdaabca']"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1828,27 +1831,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "* . . . . . . . . . .\n",
-      "a . . . . . . . . . .\n",
-      "c . . . . . . . . . .\n",
-      "c b b . . . . . . . .\n",
-      "b b . . . . . . . . .\n",
-      ". a b b . . . . . . .\n",
-      ". . . d b a a . . . .\n",
-      ". . . . a a a b a d a\n",
-      ". . . . a a . a . a a\n",
-      ". . . . . . . d a . d\n",
-      ". . . . . . . . . . c\n",
-      "ACCbBAbbDbaaAbadaADC\n",
-      "accbbabbdbaaabadaadc\n",
-      "*** **  *   *    ***\n"
+      "* b . . . . . . . . .\n",
+      ". c d b . . . . . . .\n",
+      ". d . d . . . . . . .\n",
+      ". . . d a c . . . . .\n",
+      ". . . . c c b d . . .\n",
+      ". . . . . . d d . . .\n",
+      ". . . . . . . b . . .\n",
+      ". . . . . . . b . . .\n",
+      ". . . . . . . d a a .\n",
+      ". . . . . . . . . b .\n",
+      ". . . . . . . . . c a\n",
+      "bCdbDDacCbdDBBDaaBCa\n",
+      "bcdbddaccbddbbdaabca\n",
+      " *  **  *  ****  ** \n"
      ]
     },
     {
@@ -1857,7 +1860,7 @@
        "True"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1872,24 +1875,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "aacccabaddcdaddaabdc\n",
-      " * ** ** *  *   * **\n"
+      "dcccaadcdddcdbbbadbc\n",
+      "   *     **** ** ***\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "6"
+       "4"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1903,7 +1906,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1911,19 +1914,19 @@
      "output_type": "stream",
      "text": [
       "* . . . . . . . . . .\n",
-      "b d . . . . . . . . .\n",
-      ". b c c . . . . . . .\n",
-      ". . . d . . . . . . .\n",
-      ". . . c a a . . . . .\n",
-      ". . . a a a . . . . .\n",
-      ". . . a a a d a . . .\n",
-      ". . . a a . a a b a c\n",
-      ". . . . d a . . . . d\n",
-      ". . . . . . . . . . d\n",
-      ". . . . . . . . . . c\n",
-      "BdBccDCaaAAdaAbacDDC\n",
-      "bdbccdcaaaadaabacddc\n",
-      "* *  **  **  *   ***\n"
+      "b c d . . . . . . . .\n",
+      ". d . . . . . . . . .\n",
+      ". b d d . . . . . . .\n",
+      ". . . a c . . . . . .\n",
+      ". . . c c . . . . . .\n",
+      ". . . . b d . . . . .\n",
+      ". . . . d d b b d . .\n",
+      ". . . . . . . . a . .\n",
+      ". . . . . . . . a b c\n",
+      ". . . . . . . . . . a\n",
+      "BcDBddAcCBdDbbdAAbcA\n",
+      "bcdbddaccbddbbdaabca\n",
+      "* **  * ** *   **  *\n"
      ]
     },
     {
@@ -1932,7 +1935,7 @@
        "True"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1947,7 +1950,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1975,7 +1978,7 @@
        "False"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1990,7 +1993,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -2019,7 +2022,7 @@
        "False"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2038,12 +2041,24 @@
     "collapsed": true
    },
    "source": [
-    "# Make puzzle data"
+    "# Make puzzle data\n",
+    "\n",
+    "## Note to self\n",
+    "Include some distractors in the test set, such that:\n",
+    "* subsequence(my_bill, distractor) is true\n",
+    "* subsequence(friend_bill, distractor) is true\n",
+    "* interleave(my_bill, friend_bill, distractor) is false\n",
+    "\n",
+    "(i.e. characters are shared between my_bill and friend_bill)\n",
+    "\n",
+    "Students are taking a greedy approach to subsequence, and saying the interleave is true if both bills are subsequences of the distractor.\n",
+    "\n",
+    "i.e. \"aaa\" and \"aab\" are both subsequences of \"aaabbb\", but cannot be interleaved to form \"aaabbb\".\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 43,
    "metadata": {
     "collapsed": true
    },
@@ -2064,7 +2079,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 44,
    "metadata": {
     "collapsed": true
    },
@@ -2075,15 +2090,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 3.16 s, sys: 8 ms, total: 3.16 s\n",
-      "Wall time: 3.17 s\n"
+      "CPU times: user 3.4 s, sys: 0 ns, total: 3.4 s\n",
+      "Wall time: 3.4 s\n"
      ]
     },
     {
@@ -2092,7 +2107,7 @@
        "[0]"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2103,15 +2118,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 788 ms, sys: 0 ns, total: 788 ms\n",
-      "Wall time: 789 ms\n"
+      "CPU times: user 932 ms, sys: 0 ns, total: 932 ms\n",
+      "Wall time: 932 ms\n"
      ]
     },
     {
@@ -2120,7 +2135,7 @@
        "[0]"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2131,7 +2146,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 47,
    "metadata": {
     "collapsed": true
    },
@@ -2146,6 +2161,208 @@
     "#         f.write('{}: {}\\n'.format(i, b))"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def is_subseq_greedy(s1, s2):\n",
+    "    i = j = 0\n",
+    "    while i < len(s1) and j < len(s2):\n",
+    "        if s1[i] == s2[j]:\n",
+    "            i += 1\n",
+    "        j += 1\n",
+    "    return i == len(s1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def subseq_partition(s1, s2):\n",
+    "    i = j = 0\n",
+    "    remainder = ''\n",
+    "    while i < len(s1) and j < len(s2):\n",
+    "        if s1[i] == s2[j]:\n",
+    "            i += 1\n",
+    "        else:\n",
+    "            remainder += s2[j]\n",
+    "        j += 1\n",
+    "    return i == len(s1), remainder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(40, 40, 20, 20)"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "common = make_string(10)\n",
+    "padding = make_string(10)\n",
+    "middle = interleave(common, padding)\n",
+    "\n",
+    "pre1 = make_string(5)\n",
+    "suf1 = make_string(5)\n",
+    "\n",
+    "pre2 = make_string(5)\n",
+    "suf2 = make_string(5)\n",
+    "\n",
+    "pre = interleave(pre1, pre2)\n",
+    "suf = interleave(suf1, suf2)\n",
+    "\n",
+    "distractor = pre + middle + suf\n",
+    "\n",
+    "sub1 = pre1 + common + suf1\n",
+    "sub2 = pre2 + common + suf2\n",
+    "\n",
+    "valid = interleave(sub1, sub2)\n",
+    "\n",
+    "len(distractor), len(valid), len(sub1), len(sub2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(True, True)"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "is_subseq_greedy(sub1, distractor), is_subseq_greedy(sub2, distractor)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(True, True)"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "is_subseq_greedy(sub1, valid), is_subseq_greedy(sub2, valid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(False, True)"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "is_interleave(sub1, sub2, distractor), is_interleave(sub1, sub2, valid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('efcfdffcdbcehdffghch',\n",
+       " 'hhdgeffcdbcehdfhfded',\n",
+       " 'hhefdcgefdffdhgcdbcdbbeebhdefgfhgfdehdch',\n",
+       " 'hhdegeffcffcdfdbcefchdfdbchehfddeffghdch')"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sub1, sub2, distractor, valid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a, b = subseq_partition(sub1, distractor)\n",
+    "b == sub2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('hhdgeffcdbcehfdhfded', 'hhdgeffcdbcehdfhfded')"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a, b = subseq_partition(sub1, valid)\n",
+    "b, sub2"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,