From a247a949b0d74dc9317a81f5b77c9c4454b7bc43 Mon Sep 17 00:00:00 2001 From: Adnan Hemani Date: Thu, 20 Jun 2019 12:46:20 +0500 Subject: [PATCH] updated charts.ipynb --- tests/Charts.ipynb | 27 ++++++++++----------------- 1 file changed, 10 insertions(+), 17 deletions(-) diff --git a/tests/Charts.ipynb b/tests/Charts.ipynb index fdd651fb..8e63f40e 100644 --- a/tests/Charts.ipynb +++ b/tests/Charts.ipynb @@ -675,7 +675,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -695,7 +695,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -716,7 +716,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -787,7 +787,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -802,7 +802,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -822,12 +822,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -842,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -887,12 +887,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -906,13 +906,6 @@ "t = Table().with_column(\"val\", np.random.uniform(size=100))\n", "t.hist()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {