From a71f1f91172d5d2a6ef8054cc74e6116a53fa8f2 Mon Sep 17 00:00:00 2001
From: Chichi Lalescu <clalesc1@jhu.edu>
Date: Sat, 14 Feb 2015 08:17:01 -0500
Subject: [PATCH] everything seems to be working

---
 Untitled0.ipynb | 34 +++++++++++++---------------------
 1 file changed, 13 insertions(+), 21 deletions(-)

diff --git a/Untitled0.ipynb b/Untitled0.ipynb
index 7c0467d1..3399cce9 100644
--- a/Untitled0.ipynb
+++ b/Untitled0.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:34b7fbb677b34afe696b8133bcc8034e8dbbecfbe029c304a0483002514c2d18"
+  "signature": "sha256:9a97084977ac860be75a4f7152483fae085d33d078ffeba8c81296fa818f0bb2"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -51,8 +51,8 @@
       "    a[ii] = 0\n",
       "    return a\n",
       "\n",
-      "n = 32\n",
-      "N = 48\n",
+      "n = 96\n",
+      "N = 128\n",
       "\n",
       "bla = generate_data_3D(n, p = 2).astype(np.complex64)\n",
       "bla.T.copy().tofile(\"data0c\")\n",
@@ -65,11 +65,11 @@
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "(17, 32, 32)\n"
+        "(49, 96, 96)\n"
        ]
       }
      ],
-     "prompt_number": 77
+     "prompt_number": 97
     },
     {
      "cell_type": "code",
@@ -106,16 +106,8 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "(48, 48, 25) complex64\n"
-       ]
-      }
-     ],
-     "prompt_number": 78
+     "outputs": [],
+     "prompt_number": 98
     },
     {
      "cell_type": "code",
@@ -142,7 +134,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 83
+     "prompt_number": 99
     },
     {
      "cell_type": "code",
@@ -788,28 +780,28 @@
        "metadata": {},
        "output_type": "display_data",
        "text": [
-        "<IPython.core.display.Javascript at 0x7ffa4dd98d68>"
+        "<IPython.core.display.Javascript at 0x7ffa4dda6a58>"
        ]
       },
       {
        "html": [
-        "<img src=\"data:image/png;base64,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\">"
+        "<img 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\">"
        ],
        "metadata": {},
        "output_type": "display_data",
        "text": [
-        "<IPython.core.display.HTML at 0x7ffa4dc47390>"
+        "<IPython.core.display.HTML at 0x7ffa4dda6e80>"
        ]
       },
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "1.90735e-06\n"
+        "0.0\n"
        ]
       }
      ],
-     "prompt_number": 84
+     "prompt_number": 100
     },
     {
      "cell_type": "code",
-- 
GitLab