diff --git a/dos-gdc-lambda-12-2017.ipynb b/dos-gdc-lambda-12-2017.ipynb index 0576b91..27206a6 100644 --- a/dos-gdc-lambda-12-2017.ipynb +++ b/dos-gdc-lambda-12-2017.ipynb @@ -95,7 +95,7 @@ "outputs": [], "source": [ "from ga4gh.dos.client import Client\n", - "local_client = Client('https://gmyakqsfp8.execute-api.us-west-2.amazonaws.com/api/')" + "local_client = Client('https://dos-gdc.ucsc-cgp-dev.org/')" ] }, { @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -315,7 +315,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12+" + "version": "2.7.15rc1" } }, "nbformat": 4, diff --git a/gdc-analyze-htseq.ipynb b/gdc-analyze-htseq.ipynb index f8c07b1..71498ab 100644 --- a/gdc-analyze-htseq.ipynb +++ b/gdc-analyze-htseq.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this demonstration we will use a [dos-gdc-lambda](https://github.com/david4096/dos-gdc-lambda/) to access data using GA4GH compliant methods. There is a wealth of public data available for analysis let's see what we get!" + "In this demonstration we will use a [dos-gdc-lambda](https://github.com/DataBiosphere/dos-gdc-lambda/) to access data using GA4GH compliant methods. There is a wealth of public data available for analysis let's see what we get!" ] }, { @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -43,7 +43,7 @@ ], "source": [ "from ga4gh.dos.client import Client\n", - "local_client = Client('https://gmyakqsfp8.execute-api.us-west-2.amazonaws.com/api/', config={'validate_responses': False, 'validate_requests': False})\n", + "local_client = Client('https://dos-gdc.ucsc-cgp-dev.org/', config={'validate_responses': False})\n", "client = local_client.client\n", "models = local_client.models\n", "ListDataObjectsRequest = models.get_model('ListDataObjectsRequest')\n", @@ -68,15 +68,15 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 36.5 s, sys: 6.43 s, total: 42.9 s\n", - "Wall time: 1min 1s\n" + "CPU times: user 24.5 s, sys: 5.02 s, total: 29.5 s\n", + "Wall time: 46.7 s\n" ] } ], @@ -84,7 +84,7 @@ "data_objects = []\n", "page_token = None\n", "\n", - "from pmap import pmap\n", + "from pmap.core import pmap\n", "\n", "def list_data_objects(page):\n", " list_request = client.ListDataObjects(body=ListDataObjectsRequest(page_size=100, page_token=str(100*page)))\n", @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -106,7 +106,7 @@ "100000" ] }, - "execution_count": 54, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -139,14 +139,14 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAEVCAYAAAAl9QikAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHV5JREFUeJzt3X28XVV95/HPl4SEykN4SEBMCBcMRB4cUe8AjkLjCDWAAarIJEgFJ5IBDZ06jFOstlJ8GNSObREQU8EoaEKKlAYIja8iDGDBSSgjAik0YpAgkPAUSHCkgd/8sdYlO4dz7z3n7nPuvvvm+369zuuevdd+WOucs/dvr7X2XVsRgZmZWRnbVZ0BMzOrPwcTMzMrzcHEzMxKczAxM7PSHEzMzKw0BxMzMyvNwcRshJK0RtIxVefDrBUjIphIOlTScklPS3rdP75I2l3S30naJOlRSac1pJ+W52+SdL2k3Ydj3UHKdKqkf5L0kqTbGtIOlPT3ktZLejaXfXohfbykv5T0a0nPSbpM0vYN25gtaVXO2y8kHZXnj5N0bT4RhaQZDeuNl3S5pKfyvm+QNHmAciyQ9JCkVyWd2SQPD0naIGmdpO9K2qWQfrWkJyS9IOlhSR9v8hmtkvSipAclnVxIO1PSK5I2Fl4zctrUhvkbc1nPG6AcB0hanD/zFyT9q6RvSJqS02fkMvZt73FJfz7A9nryPsf2t0yZ5UeLgY6DJsueIOlOSc9LelLStyXtXEifnI+bZyWtlXR2w/pjJH0xHzcvSrpX0q45bbBzTI+kZfl4e1LSJcXvysdBCyKi8hcwHZgLnJSy9Lr0RcA1wE7Ae4ANwCE57RDgReDonP4DYHG3122hTMcApwJ/BtzWkHZ4Lu/uwPbAF4B/KaR/Hrgjp08C7gb+vJB+LPAocCTpgmAyMDmnjQP+KOf3CWBGw77/B/AzYC9gB+B7wHUDlOOTwPuAlcCZDWn7ABPz+52A7wMXF9IPAcbn928BngTemacnAy8DxwECTgBeAvbM6WcCd7b4We8HvAL09JM+DXgW+DowJc/bM39Os/P0DGBtwzbXAif3s80eIICxLeaxreXzOmuAY6o+Psu8BjoOmix7GjATeAOwG3AzcHkh/Vbgr/Ix87b8nb63kP5F4MfAvvk3dSiwQ04b7ByzDFiYj4k3Aj8H/tDHwcDHwVbbb/EH/d+B+0gn02v6vqAu/PCmNX7RwI75wz6wMO8q4KL8/svADwppb87L79zNddso08cZ/CDanXSi2SNPrwQ+3HCQPVaY/idgbgv7Xsvrg8k3ga8Wpk8AHmphW3c2HkQN6TuRAtOyftKnk4LbqXn6CGBdwzLrgXfl9+0cRJ8Hbh0g/WrghkG2sdVBlOctAf6kn+V/lb+zjfn1LlJg/xwp0K/Ln8eEAZZ/M+nk9wzwNOkktGthH2toMZjkZT9NOk43AVeQLhhuJl0w/SOwW2H5I/Pv6HnSxcWMQtrHgFV5vUeA/9L4OQHn5TI+AXysE8dBk3U+CPy88PsKYFIhfQFwVX6/W/5c3zzINl93jsnzVwHHF6a/BnzLx8HAx0Hx1Woz16mkK4b9gH+XC/g6kt6Tq6j9vd7T4v6KDgQ2R8TDhXk/I0V78t+f9SVExC/IQaDL63bS0cCTEfFMYZ4a3k+RNEHSGKAXmCRpda7uXyLpd1rc1xXAuyW9SdIbgI+QTjhDkr/zDaQTz4dIV47F9MskvQT8C+kgWpaTVgKrJJ2YmydOBn5LOhn2eXtulnhY0p82ayKSJOCjwHcHyOYxwA/bLNcBwLtJtcJmjs5/d42InSLiLtJxcSbwXmB/0onlkgGWF/A/gTcBB5GucC9oJ58NPkSqtR4IzCJ9r39Cqt1uB/xhLttk4CbSlfzupIvFH0qalLezDvgAsAspsPylpHcU9vNGYALpqnoucKmk3Urkuz9HAw/k92r42/f+0Pz+rcBm4JTcTPWwpE+2sa+/AmZLekP+fI4D/qHVlbfh42CLFq94Ti9Mf5VC1bOTL5rXTI4inWiL884iX+UAtwBnN6Q/ToqwXVu3jTINeEUGTMn7nFOY90XgJ6STwBuBn5KuyvYmnXiC9CPcG5iYl/1Sk203q5lMABbnbWwG7gV2b6Ecg12RTSadCA9skjaG1Oz2OWD7wvy5pKvJzaSq/QmFtP1JFy/bkU4UDwKfabLto/I2dhogb5uBmYXp+aQr8o3A38SWK7JX8/wX8udzHTCun2320NBslX9PnyhMTwf+DRjbbPkm2zwZuLfh2GunZvKRwvQPgW8Wps8Frs/v/5h8RV9IXw6c0c+2rwf+a+Fz+k1DudcBR5Y5DposfyzwHFu3DNwJfIPUFPUOUpPNQznttPz5XgH8Dumidz1wbMN2+6uZHATck38rQWryko+DgY+D4qvVmsmThfcvka64hstG0hVS0S6kK4DB0ru5bmn5SvBHwGURsaiQ9CXSSf7/kpoiriedlJ4iHcgA34iIJyLiaVIb6PEt7vZSYDywB6kp7zpK1Ez6RMTjpCu5xU3SXomIO0mB8xwApbuUvkr68Y4Dfhf4tqTD8jqPRMQvI+LViPg5cCFwSpNdnwH8MCI2DpC9Z0iBty8/l0TErmxpf+/z64jYNSJ2AXYlfdYDXek1ehOpiavPo6RAslezhSXtlTtDH5f0AqkZYmIb+2v0VOH9b5pM9x23+wIfLrYakE5ye+d8HSfpbqWO7udJv61ivp6JiM2F6Y6eEyQdSeq/PCW2bhn4COnE+hipufZq0gVTX/kALoyI30TEfaTf4qDHhaTtSL/d60jHxERSs9lX2s37tnwcdPRuLklHNbm7oPg6agibfRgYm6tbfd7GlurvA3m6Lw/7k06WD3d53VJys8CPgKUR8aViWj4Y5kfE5IjYn/QjuCf/oJ4jHUBRXKWNXR8GLIyIZyPit6QrvcMllTmJ9RlL6gdoJf0w4PaIWJnLtYJUA+vvVthg6yYOctPehxn8h34Lqf29ZRGxgXRCmzVAfhr9mnSi7jOVdDX4VD/LfznPf2s+cE+noYxd8hipZrJr4bVjRFwkaTypVvMXwF75ZLNsmPKFpLcDS4H/HBG3FNMi4tGI+EBETIqII0gn/f+Tk/uahYZyXOxO+q4uiYjfRmpu/g6tX6A12paOg9d0NJhExB2R2oP7e93RbD0lO5AiM5J2yD9qImIT6YrhQkk7Sno36Y6Mq/Lq3wdm5UC2IylyXxcRL3ZzXW251bOnnzKNyWUaC2yXy7R9TtuF1Kzwk4g4v8m6k3OfhvJV2p+SOtf6fAc4V9KeOSh9CrixsP74vG+AcXnffT/AFcBHc//L9sAnSFciT/dTjnF5WwK2z9vaLqd9RNLU/H5fUo3qljy9p9Itkzvlz+L9wJy+9JyPo/quwPJJ5CjySSFfHe+V378lfwZ/35C93yc1hdzaLO8FF+R9fT23h5OD50H9rSBpJ2A2/V88rCc1B+xfmLcI+JSk/fL6XwauyVfxzZbfmVQD3pDz9ekB8jNDTW5pHaKrSb/79/f9TvP2p5COwfE5v5slHQf83lB3NNBx0GTZQ0lX9edGxA1N0g+StHP+TZ6e8/V1eK2/8w7gs/n3fxDp+7sxrzvQOeZp4JfAOZLGKt1OfAaFfgsfBy1cRA/WDkZDu23O0NWDrdfOiy3tycXXmkL67qSmnk2ku2JOa1j/tDx/E+mD3r3b65K+8DUU2j4btntmkzItzGln5OlNbLm7ZyMwNacfnbf9EvAQhbbwnL49cBmpXfNJ4GIKd9jldRv33ZPT9iAF0XV5/TuBwwvr3kzhzg3gtibbmpHTvkSqJW3Kfxew5Y60ScD/Zkvb68+BsxrKMR9YzZa7hs4rpP0F6Yp+U067sPGzJgXkL7T4G5tOuivl6by/h0i1sn1i67bivu/iGVIn9bQBtnkh6aT7PFtu0/4z0pX/etJJe7cBlj+E1E6/kdSkeR5b35a5hnzsAX9Auvho9Ti9GrigMP1x4B8L00fk7+fZnKeb2PL7+2T+7J8nXTwtBr5Y+Jwa7/bZat+tHgc5fSNwVH7/nYbvYCPwQGHZP8p53UT63fY27GsyKRht5PV3ofU0yUfxHHMY6bf+XP6NLCHVzHwcDHIc9L2UN2BtkvQ5YH1EfKvqvNjoJ+nbwN9GxPKq82LWjIOJmZmVNiKGUzEzs3pzMDEzs9IcTMzMrLQRM4LpxIkTo6enp+psmJnVyj333PN0REwafMnuGjHBpKenh5UrV1adDTOzWpH06OBLdZ+buczMrDQHEzMzK83BxMzMSutaMMlj/dyh9IjYGd3aj5mZVa+tYCLpSqVnHN/fMH+m0jOQV0vqG7gwSGO77MCWYaLNzGwUardmspD0xMXXKD3571LSk8kOBuZIOhi4IyKOIz2Ip7UH0puZWS21FUwi4nbSKKNFhwOrIz3E5WXSCKMnRcSrOf050pDWZmY2SnXi/0wmk4bc7rMWOELSB4H3k57UdUmzFSXNA+YBTJ06tQNZMTOzKnTtnxYj4jrSw6UGWmaBpCeAWePGjXvnUPfVc/5NW02vueiEoW7KzMyGoBN3cz0O7FOYnpLntSQiboiIeRMmTOhAVszMrAqdCCYrgAPyo0rHkR7xuLTVlSXNkrRgw4YNHciKmZlVod1bgxcBdwHTJa2VNDfS863nkx4duQpYEhGDPy84c83EzKz+2uoziYg5/cxfBizrSI7MzKx2Kh9Oxc1cZmb1V3kwcTOXmVn9VR5MXDMxM6u/yoOJayZmZvVXeTAxM7P6czAxM7PSKg8m7jMxM6u/yoOJ+0zMzOqv8mBiZmb1V3kwcTOXmVn9VR5M3MxlZlZ/lQcTMzOrPwcTMzMrzcHEzMxKqzyYuAPezKz+Kg8m7oA3M6u/yoOJmZnVn4OJmZmV5mBiZmalOZiYmVlpDiZmZlZa5cHEtwabmdVf5cHEtwabmdVf5cHEzMzqz8HEzMxKczAxM7PSHEzMzKw0BxMzMyvNwcTMzEpzMDEzs9K6Fkwk7ShppaQPdGsfZmY2MrQcTCRdKWmdpPsb5s+U9JCk1ZLOLyT9MbCkUxk1M7ORq52ayUJgZnGGpDHApcBxwMHAHEkHSzoWeBBY16F8mpnZCDa21QUj4nZJPQ2zDwdWR8QjAJIWAycBOwE7kgLMbyQti4hXG7cpaR4wD2Dq1KlDyb+ZmY0ALQeTfkwGHitMrwWOiIj5AJLOBJ5uFkgAImIBsACgt7c3SubFzMwqUjaYDCgiFg62jKRZwKxp06Z1MytmZtZFZe/mehzYpzA9Jc9rmUcNNjOrv7LBZAVwgKT9JI0DZgNL29mAn2diZlZ/7dwavAi4C5guaa2kuRGxGZgPLAdWAUsi4oF2MuCaiZlZ/bVzN9ecfuYvA5Z1LEdmZlY7lQ+n4mYuM7P6qzyYuJnLzKz+Kg8mrpmYmdVf5cHENRMzs/qrPJiYmVn9VR5M3MxlZlZ/lQcTN3OZmdVf5cHEzMzqz8HEzMxKqzyYuM/EzKz+Kg8m7jMxM6u/yoOJmZnVn4OJmZmV5mBiZmalVR5M3AFvZlZ/lQcTd8CbmdVf5cHEzMzqz8HEzMxKczAxM7PSHEzMzKw0BxMzMyut8mDiW4PNzOqv8mDiW4PNzOqv8mBiZmb152BiZmalOZiYmVlpDiZmZlaag4mZmZXmYGJmZqU5mJiZWWldCSaSDpJ0uaRrJZ3TjX2YmdnI0XIwkXSlpHWS7m+YP1PSQ5JWSzofICJWRcTZwKnAuzubZTMzG2nGtrHsQuAS4Ht9MySNAS4FjgXWAiskLY2IByWdCJwDXNW57A6/nvNveu39motOqDAnZmYjV8vBJCJul9TTMPtwYHVEPAIgaTFwEvBgRCwFlkq6CfhBs21KmgfMA5g6dWrbmR9uDixmZs21UzNpZjLwWGF6LXCEpBnAB4HxwLL+Vo6IBcACgN7e3iiZFzMzq0jZYNJURNwG3NbKspJmAbOmTZvWjayYmdkwKHs31+PAPoXpKXleyzxqsJlZ/ZWtmawADpC0HymIzAZOa2cDI61mUuwXaXU595+Y2baunVuDFwF3AdMlrZU0NyI2A/OB5cAqYElEPNBOBlwzMTOrv3bu5prTz/xlDNDJPpiRVjMxM7P2VT6cimsmZmb115W7ubY17j8xs21d5TUTSbMkLdiwYUPVWTEzsyGqvGYSETcAN/T29p5VdV46ofFuMNdUzGxbUHnNxMzM6q/yYOJmLjOz+nMzF63/o6KZmTVXeTAZ7Xynl5ltCypv5jIzs/qrPJi4z8TMrP4qb+YaCX0mw8VNXmY2WlVeMzEzs/qrvGayrXItxcxGE9dMzMystMprJh6Cvn8emsXM6qLymomHoDczq7/Kg4mZmdVf5c1ctjUP7WJmdeRgMgI4gJhZ3TmY1Eh/Qccd82ZWNfeZmJlZaZXXTHxrcHn+B0gzq1rlNRPfGmxmVn+V10yq4k5vM7POqbxmYmZm9bfN1kxGK/efmFkVXDMxM7PSHEzMzKw0BxMzMytt1PeZuA/BzKz7uhZMJJ0MnADsAlwRET/q1r6sOQdSMxsubTVzSbpS0jpJ9zfMnynpIUmrJZ0PEBHXR8RZwNnAf+pcls3MbKRpt2ayELgE+F7fDEljgEuBY4G1wApJSyPiwbzI53K6VchPbTSzbmqrZhIRtwPPNsw+HFgdEY9ExMvAYuAkJV8Bbo6If262PUnzJK2UtHL9+vVDyb+ZmY0AnegzmQw8VpheCxwBnAscA0yQNC0iLm9cMSIWAAsAent7owN5AfofKsVDqJiZdUfXOuAj4mLg4sGW86jBZmb114n/M3kc2KcwPSXPa4lHDTYzq79OBJMVwAGS9pM0DpgNLG11ZUmzJC3YsGFDB7JiZmZVaPfW4EXAXcB0SWslzY2IzcB8YDmwClgSEQ+0uk3XTKrRc/5Nr73MzMpqq88kIub0M38ZsGwoGXCfiZlZ/VU+NpdrJmZm9Tfqx+ay9ngIFjMbisprJu6ANzOrv8qDiZu5zMzqr/JgYmZm9Vd5MHEzl5lZ/VUeTNzMZWZWf76by1oaGNN3dpnZQCqvmZiZWf1VHkzcZ2JmVn+VN3NFxA3ADb29vWdVnRfrn5u8zGwglddMzMys/iqvmVj9+HnyZtbINRMzMyut8mDiDngzs/qrPJj4nxbNzOqv8mBiZmb152BiZmal+W4uK62/4Vh8l5fZtsM1EzMzK801ExsW/g96s9Gt8pqJbw02M6u/ymsmHptr9OqvL8XMRp/KayZmZlZ/DiZmZlZa5c1ctu1xZ7zZ6OOaiZmZleZgYmZmpTmYmJlZaQ4mZmZWWtc64CXtD3wWmBARp3RrPzZ6uaPerD7aCiaSrgQ+AKyLiEML82cCfw2MAb4dERdFxCPAXEnXdjLDNrr4EcBmo0O7zVwLgZnFGZLGAJcCxwEHA3MkHdyR3JmZWS20FUwi4nbg2YbZhwOrI+KRiHgZWAyc1Mr2JM2TtFLSyvXr17eTFTMzG0E60QE/GXisML0WmCxpD0mXA2+X9JlmK0bEgojojYjeSZMmdSArZmZWha51wEfEM8DZgy0naRYwa9q0ad3KitWIB4c0q6dO1EweB/YpTE/J81oSETdExLwJEyZ0ICtmZlaFTgSTFcABkvaTNA6YDSxtdWU/z8TMrP7aCiaSFgF3AdMlrZU0NyI2A/OB5cAqYElEPNDqNl0zMTOrv7b6TCJiTj/zlwHLhpIB95mYmdVf5cOpuGZiZlZ/lQcTMzOrv8ofjuVmLmuXx+wyG3kqr5m4mcvMrP4qDyZmZlZ/buayUauTzWHtbmug5VvZlpvyrG4qr5m4mcvMrP4qDyZmZlZ/DiZmZlaa+0ysFloZTbjVEYfL9kdU3Z9R9f7Nmqm8ZuI+EzOz+qs8mJiZWf05mJiZWWkOJmZmVpo74M1KaPcfELd1vnlg9Kq8ZuIOeDOz+qs8mJiZWf05mJiZWWkOJmZmVpqDiZmZleZgYmZmpfnWYNumdfK23bLb6lZeOnkL7lC261ujtw2V10x8a7CZWf1VHkzMzKz+HEzMzKw0BxMzMyvNwcTMzEpzMDEzs9IcTMzMrDQHEzMzK60r/7QoaUfgMuBl4LaI+H439mNmZiNDyzUTSVdKWifp/ob5MyU9JGm1pPPz7A8C10bEWcCJHcyvmZmNQO00cy0EZhZnSBoDXAocBxwMzJF0MDAFeCwv9kr5bJqZ2UimiGh9YakHuDEiDs3T7wIuiIj35+nP5EXXAs9FxI2SFkfE7H62Nw+YBzB16tR3Pvroo0MqhMf+sW1VcXysVo6DxvG0qjx2Bhrbq5Nji/W3rXbnd1qn9iPpnojo7USeyijbAT+ZLTUQSEFkMnAd8CFJ3wRu6G/liFgQEb0R0Ttp0qSSWTEzs6p0pQM+IjYBH2tlWY8abGZWf2VrJo8D+xSmp+R5LfOowWZm9Vc2mKwADpC0n6RxwGxgaTsbkDRL0oINGzaUzIqZmVWlnVuDFwF3AdMlrZU0NyI2A/OB5cAqYElEPNBOBlwzMTOrv5b7TCJiTj/zlwHLhpoB95mYmdVf5cOpuGZiZlZ/lQcTMzOrv8qDiTvgzczqr63/gO8mSeuBof0LPEwEnu5gdkYil3F0cBlHh5FUxn0jovL/+h4xwaQMSStHwnAC3eQyjg4u4+iwLZSxXZU3c5mZWf05mJiZWWmjJZgsqDoDw8BlHB1cxtFhWyhjW0ZFn4mZmVVrtNRMzMysQg4mZmZWWq2CST/Pmy+mj5d0TU7/aX4yZK20UMb/JulBSfdJukXSvlXks4zBylhY7kOSQlLtbsFspYySTs3f5QOSfjDceSyrhd/qVEm3Sro3/16PryKfZUi6UtI6Sff3ky5JF+fP4D5J7xjuPI4YEVGLFzAG+AWwPzAO+BlwcMMynwAuz+9nA9dUne8ulPG9wBvy+3NGYxnzcjsDtwN3A71V57sL3+MBwL3Abnl6z6rz3YUyLgDOye8PBtZUne8hlPNo4B3A/f2kHw/cDAg4Evhp1Xmu6lWnmsnhwOqIeCQiXgYWAyc1LHMS8N38/lrgfZI0jHksa9AyRsStEfFSnryb9ECyOmnlewT4AvAV4P8NZ+Y6pJUyngVcGhHPAUTEumHOY1mtlDGAXfL7CcCvhzF/HRERtwPPDrDIScD3Irkb2FXS3sOTu5GlTsGkv+fNN10m0rNWNgB7DEvuOqOVMhbNJV0V1cmgZcxNBftExE3DmbEOauV7PBA4UNJPJN0taeaw5a4zWinjBcDpktaSHlNx7vBkbVi1e8yOWl15Brx1n6TTgV7gd6vOSydJ2g74OnBmxVnptrGkpq4ZpNrl7ZLeGhHPV5qrzpoDLIyI/yXpXcBVkg6NiFerzph1Xp1qJq08b/61ZSSNJVWtnxmW3HVGK2VE0jHAZ4ETI+K3w5S3ThmsjDsDhwK3SVpDaodeWrNO+Fa+x7XA0oj4t4j4JfAwKbjURStlnAssAYiIu4AdSAMkjiYtHbPbgjoFk1aeN78UOCO/PwX4ceRespoYtIyS3g58ixRI6tbODoOUMSI2RMTEiOiJiB5Sv9CJEbGymuwOSSu/1etJtRIkTSQ1ez0ynJksqZUy/gp4H4Ckg0jBZP2w5rL7lgIfzXd1HQlsiIgnqs5UFWrTzBURmyX1PW9+DHBlRDwg6UJgZUQsBa4gVaVXkzrNZleX4/a1WMavATsBf5vvLfhVRJxYWabb1GIZa63FMi4Hfk/Sg8ArwKcjoja16BbLeB7wN5I+ReqMP7NmF3dIWkQK+hNz38/nge0BIuJyUl/Q8cBq4CXgY9XktHoeTsXMzEqrUzOXmZmNUA4mZmZWmoOJmZmV5mBiZmalOZiYmXXRYINFNix7tKR/lrRZ0ikNaf8g6XlJN3Yvt0PnYGJm1l0LgVaHy/kVafSHZqNIfw34g85kqfMcTMzMuqjZYJGS3pxrGvdIukPSW/KyayLiPuB1Q85ExC3Ai8OS6SGozT8tmpmNIguAsyPiXyUdAVwG/MeK81SKg4mZ2TCStBPwH9gyigXA+Opy1BkOJmZmw2s74PmIOKzqjHSS+0zMzIZRRLwA/FLSh+G1R/++reJsleaxuczMuqg4WCTwFGmwyB8D3wT2Jg0cuTgiLpT074G/A3YjPWX0yYg4JG/nDuAtpIFenwHmRsTy4S1N/xxMzMysNDdzmZlZaQ4mZmZWmoOJmZmV5mBiZmalOZiYmVlpDiZmZlaag4mZmZX2/wHrsqNLE+xGeQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -178,14 +178,14 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Number of public Data Objects: 46112\n" + "Number of public Data Objects: 41291\n" ] } ], @@ -198,14 +198,14 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -254,16 +254,16 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3861" + "2959" ] }, - "execution_count": 61, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -274,25 +274,25 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[u'81cab804-bfb1-44f0-ac2d-923e0766ac61.htseq.counts.gz',\n", - " u'155f0f8e-9af5-452a-92ee-8b49d5df864e.htseq.counts.gz',\n", - " u'49b5b772-6a7b-4aae-a9ed-8a95a0d9a28d.htseq.counts.gz',\n", - " u'f9dc7237-e186-40e8-ab4c-d142dba7cf3d.htseq.counts.gz',\n", - " u'86d7188b-2d97-4dca-b033-34778e5a6aa1.htseq.counts.gz',\n", - " u'47bbb512-ac1b-46d5-b7b1-ce7b5cb4d764.htseq.counts.gz',\n", - " u'33aef9f8-6144-43e3-bf09-c7cb3677de4a.htseq.counts.gz',\n", - " u'56a8e5af-7687-4d3f-9f54-e0a6b26406b4.htseq.counts.gz',\n", - " u'46ffff65-842b-4a22-a1d2-22898b65c463.htseq.counts.gz',\n", - " u'5c6a718f-8c40-47e7-a746-761b1d5b24b0.htseq.counts.gz']" + "[u'6fc4ab63-6afc-4de5-a774-2ae0badb4f55.htseq.counts.gz',\n", + " u'79f11db1-6893-410f-8fbb-8da2a54d0957.htseq.counts.gz',\n", + " u'21e95e8f-574f-4d95-b2dd-5312e91dcc67.htseq.counts.gz',\n", + " u'16c25e30-6e3d-401c-90c3-053af280fbb2.htseq.counts.gz',\n", + " u'eaee0d82-cd7e-47a5-859f-59b7bf5ad6a0.htseq.counts.gz',\n", + " u'6d60eab2-3b0a-4c35-9fc2-f4c8b7c5b894.htseq.counts.gz',\n", + " u'7ea3830a-0961-4f23-9de1-5a658dcf46bd.htseq.counts.gz',\n", + " u'4a9bb3fd-4e75-4585-82f7-7254889b9838.htseq.counts.gz',\n", + " u'ced61cfd-4e64-48da-a5c1-bf6d4f68f889.htseq.counts.gz',\n", + " u'0011596d-cfa3-48f7-b182-b1e5765209fc.htseq.counts.gz']" ] }, - "execution_count": 62, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -378,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -391,20 +391,9 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df.hist(bins=1000)\n", "plt.yscale('log')\n", @@ -1034,7 +1023,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12+" + "version": "2.7.15rc1" } }, "nbformat": 4,