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|
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Turicreate - Object Detection - Malaria - 01.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/navanchauhan/Malaria-Detection/blob/master/notebooks/Turicreate_Object_Detection_Malaria_01.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Sch_tPbJKZ9b",
"colab_type": "code",
"outputId": "222f7b2e-fd3f-42f2-fbd9-f55ad6ad0da7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"!pip install turicreate\n",
"!pip uninstall -y mxnet\n",
"!pip install mxnet-cu100==1.4.0.post0"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting turicreate\n",
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"\u001b[K |████████████████████████████████| 90.7MB 113kB/s \n",
"\u001b[?25hCollecting resampy==0.2.1\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/14/b6/66a06d85474190b50aee1a6c09cdc95bb405ac47338b27e9b21409da1760/resampy-0.2.1.tar.gz (322kB)\n",
"\u001b[K |████████████████████████████████| 327kB 44.7MB/s \n",
"\u001b[?25hRequirement already satisfied: requests>=2.9.1 in /usr/local/lib/python3.6/dist-packages (from turicreate) (2.21.0)\n",
"Collecting mxnet<1.2.0,>=1.1.0\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/96/98/c9877e100c3d1ac92263bfaba7bb8a49294e099046592040a2ff8620ac61/mxnet-1.1.0.post0-py2.py3-none-manylinux1_x86_64.whl (23.8MB)\n",
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"\u001b[?25hCollecting numpy==1.16.4\n",
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"\u001b[?25hCollecting coremltools==3.0b3\n",
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"\u001b[?25hRequirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from turicreate) (1.3.1)\n",
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"Requirement already satisfied: pandas>=0.23.2 in /usr/local/lib/python3.6/dist-packages (from turicreate) (0.25.2)\n",
"Requirement already satisfied: prettytable==0.7.2 in /usr/local/lib/python3.6/dist-packages (from turicreate) (0.7.2)\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/10/5c/0e94e689de2476c4c5e644a3bd223a1c1b9e2bdb7c510191750be74fa786/Pillow-6.2.1-cp36-cp36m-manylinux1_x86_64.whl (2.1MB)\n",
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"\u001b[?25hRequirement already satisfied: numba>=0.32 in /usr/local/lib/python3.6/dist-packages (from resampy==0.2.1->turicreate) (0.40.1)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (2.8)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (2019.9.11)\n",
"Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (1.24.3)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (3.0.4)\n",
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"Requirement already satisfied: protobuf>=3.1.0 in /usr/local/lib/python3.6/dist-packages (from coremltools==3.0b3->turicreate) (3.10.0)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.2->turicreate) (2018.9)\n",
"Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.2->turicreate) (2.6.1)\n",
"Requirement already satisfied: llvmlite>=0.25.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.32->resampy==0.2.1->turicreate) (0.30.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.1.0->coremltools==3.0b3->turicreate) (41.4.0)\n",
"Building wheels for collected packages: resampy\n",
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" Stored in directory: /root/.cache/pip/wheels/ff/4f/ed/2e6c676c23efe5394bb40ade50662e90eb46e29b48324c5f9b\n",
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"\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: mxnet 1.1.0.post0 has requirement numpy<1.15.0,>=1.8.2, but you'll have numpy 1.16.4 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: mxnet 1.1.0.post0 has requirement requests<2.19.0,>=2.18.4, but you'll have requests 2.21.0 which is incompatible.\u001b[0m\n",
"Installing collected packages: numpy, resampy, graphviz, mxnet, coremltools, pillow, turicreate\n",
" Found existing installation: numpy 1.17.3\n",
" Uninstalling numpy-1.17.3:\n",
" Successfully uninstalled numpy-1.17.3\n",
" Found existing installation: resampy 0.2.2\n",
" Uninstalling resampy-0.2.2:\n",
" Successfully uninstalled resampy-0.2.2\n",
" Found existing installation: graphviz 0.10.1\n",
" Uninstalling graphviz-0.10.1:\n",
" Successfully uninstalled graphviz-0.10.1\n",
" Found existing installation: Pillow 4.3.0\n",
" Uninstalling Pillow-4.3.0:\n",
" Successfully uninstalled Pillow-4.3.0\n",
"Successfully installed coremltools-3.0b3 graphviz-0.8.4 mxnet-1.1.0.post0 numpy-1.16.4 pillow-6.2.1 resampy-0.2.1 turicreate-5.8\n"
],
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{
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"pip_warning": {
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"numpy"
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"metadata": {
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{
"output_type": "stream",
"text": [
"Uninstalling mxnet-1.1.0.post0:\n",
" Successfully uninstalled mxnet-1.1.0.post0\n",
"Collecting mxnet-cu100==1.4.0.post0\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/ae/36/40b6d201b46495513f7a7fa25fe8b7d85b3602a22efba119e8146d5f1601/mxnet_cu100-1.4.0.post0-py2.py3-none-manylinux1_x86_64.whl (487.9MB)\n",
"\u001b[K |████████████████████████████████| 487.9MB 35kB/s \n",
"\u001b[?25hRequirement already satisfied: requests>=2.20.0 in /usr/local/lib/python3.6/dist-packages (from mxnet-cu100==1.4.0.post0) (2.21.0)\n",
"Requirement already satisfied: graphviz<0.9.0,>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from mxnet-cu100==1.4.0.post0) (0.8.4)\n",
"Collecting numpy<1.15.0,>=1.8.2\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/e5/c4/395ebb218053ba44d64935b3729bc88241ec279915e72100c5979db10945/numpy-1.14.6-cp36-cp36m-manylinux1_x86_64.whl (13.8MB)\n",
"\u001b[K |████████████████████████████████| 13.8MB 46.3MB/s \n",
"\u001b[?25hRequirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (1.24.3)\n",
"Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (2.8)\n",
"Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (3.0.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (2019.9.11)\n",
"\u001b[31mERROR: turicreate 5.8 requires mxnet<1.2.0,>=1.1.0, which is not installed.\u001b[0m\n",
"\u001b[31mERROR: turicreate 5.8 has requirement numpy==1.16.4, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: tensorflow 1.15.0 has requirement numpy<2.0,>=1.16.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: spacy 2.1.8 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: imgaug 0.2.9 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: fastai 1.0.58 has requirement numpy>=1.15, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: cvxpy 1.0.25 has requirement numpy>=1.15, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: blis 0.2.4 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n",
"\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
"Installing collected packages: numpy, mxnet-cu100\n",
" Found existing installation: numpy 1.16.4\n",
" Uninstalling numpy-1.16.4:\n",
" Successfully uninstalled numpy-1.16.4\n",
"Successfully installed mxnet-cu100-1.4.0.post0 numpy-1.14.6\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"application/vnd.colab-display-data+json": {
"pip_warning": {
"packages": [
"numpy"
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"metadata": {
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},
{
"cell_type": "code",
"metadata": {
"id": "0SUgEVilK-t5",
"colab_type": "code",
"outputId": "eaa8b899-0864-4d3c-923e-a7e8547e7079",
"colab": {
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"height": 1000
}
},
"source": [
"!wget http://air.ug/downloads/plasmodium-phonecamera.zip\n",
"!unzip plasmodium-phonecamera.zip\n",
"!mv plasmodium-phonecamera images"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"--2019-10-29 05:27:30-- http://air.ug/downloads/plasmodium-phonecamera.zip\n",
"Resolving air.ug (air.ug)... 34.242.164.142\n",
"Connecting to air.ug (air.ug)|34.242.164.142|:80... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 123917296 (118M) [application/zip]\n",
"Saving to: ‘plasmodium-phonecamera.zip’\n",
"\n",
"plasmodium-phonecam 100%[===================>] 118.18M 8.34MB/s in 17s \n",
"\n",
"2019-10-29 05:27:47 (7.01 MB/s) - ‘plasmodium-phonecamera.zip’ saved [123917296/123917296]\n",
"\n",
"Archive: plasmodium-phonecamera.zip\n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0224.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0226.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0240.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0254.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0280.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0283.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0296.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0298.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-0299.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0302.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0304.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-0305.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0309.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-0310.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0321.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0324.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-0325.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0340.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0615.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-0624.xml \n",
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" inflating: plasmodium-phonecamera/plasmodium-phone-1142.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1143.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1144.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1145.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1146.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1147.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1148.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1149.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1150.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1151.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1152.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1153.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1154.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1155.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1156.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1157.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1158.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1159.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1160.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1161.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1162.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1163.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1164.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1165.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1166.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1167.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1168.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1169.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1170.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1171.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1172.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1173.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1174.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1175.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1176.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1177.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1178.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1179.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1180.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1181.xml \n",
" inflating: plasmodium-phonecamera/plasmodium-phone-1182.xml \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ckoCqc8MLQdi",
"colab_type": "code",
"outputId": "11369f79-20e9-49dc-8e44-5ec28150e774",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"import os\n",
"from xml.etree import ElementTree as ET\n",
"\n",
"path = './images/'\n",
"\n",
"addSize = True\n",
"replaceString = True\n",
"addFileName = True\n",
"\n",
"def fixIt(XML_File):\n",
"\ttree = ET.parse(XML_File)\n",
"\troot = tree.getroot()\n",
"\n",
"\tsize = ET.Element(\"size\")\n",
"\theight = ET.Element(\"height\")\n",
"\twidth = ET.Element(\"width\")\n",
"\n",
"\theight.text = \"750\"\n",
"\twidth.text = \"750\"\n",
"\n",
"\tsize.append(height)\n",
"\tsize.append(width)\n",
"\n",
"\troot.insert(1,size)\n",
"\n",
"\ttree.write(XML_File)\n",
"\n",
"def addname(file, xml_file):\n",
"\ttree = ET.parse(xml_file)\n",
"\troot = tree.getroot()\n",
"\n",
"\tf = ET.Element(\"filename\")\n",
"\n",
"\tf.text = file\n",
"\n",
"\troot.insert(1, f)\n",
"\n",
"\ttree.write(xml_file)\n",
"\n",
"\n",
"def replaceIt(filename, old, new):\n",
"\tf = open(filename,'r')\n",
"\tfiledata = f.read()\n",
"\tf.close()\n",
"\tnewdata = filedata.replace(old,new)\n",
"\tf = open(filename,'w')\n",
"\tf.write(newdata)\n",
"\tf.close()\n",
"\n",
"\n",
"\n",
"for filename in os.listdir(path):\n",
"\tif not filename.endswith('.xml'): continue\n",
"\tfullname = os.path.join(path, filename)\n",
"\tif addFileName:\n",
"\t\timagename = filename.replace('xml','jpg')\n",
"\t\taddname(imagename, fullname)\n",
"\tif addSize:\n",
"\t\tfixIt(fullname)\n",
"\tif replaceString:\n",
"\t\treplaceIt(fullname, \"label\", \"name\")\n",
"\tprint(\"Fixed\", fullname)\n",
"\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Fixed ./images/plasmodium-phone-1093.xml\n",
"Fixed ./images/plasmodium-phone-0072.xml\n",
"Fixed ./images/plasmodium-phone-0993.xml\n",
"Fixed ./images/plasmodium-phone-0407.xml\n",
"Fixed ./images/plasmodium-phone-0374.xml\n",
"Fixed ./images/plasmodium-phone-1151.xml\n",
"Fixed ./images/plasmodium-phone-1115.xml\n",
"Fixed ./images/plasmodium-phone-0473.xml\n",
"Fixed ./images/plasmodium-phone-0266.xml\n",
"Fixed ./images/plasmodium-phone-1156.xml\n",
"Fixed ./images/plasmodium-phone-0663.xml\n",
"Fixed ./images/plasmodium-phone-0170.xml\n",
"Fixed ./images/plasmodium-phone-0023.xml\n",
"Fixed ./images/plasmodium-phone-1140.xml\n",
"Fixed ./images/plasmodium-phone-1150.xml\n",
"Fixed ./images/plasmodium-phone-0439.xml\n",
"Fixed ./images/plasmodium-phone-0107.xml\n",
"Fixed ./images/plasmodium-phone-0488.xml\n",
"Fixed ./images/plasmodium-phone-0237.xml\n",
"Fixed ./images/plasmodium-phone-0378.xml\n",
"Fixed ./images/plasmodium-phone-0836.xml\n",
"Fixed ./images/plasmodium-phone-0646.xml\n",
"Fixed ./images/plasmodium-phone-0680.xml\n",
"Fixed ./images/plasmodium-phone-0171.xml\n",
"Fixed ./images/plasmodium-phone-0209.xml\n",
"Fixed ./images/plasmodium-phone-0493.xml\n",
"Fixed ./images/plasmodium-phone-0334.xml\n",
"Fixed ./images/plasmodium-phone-0745.xml\n",
"Fixed ./images/plasmodium-phone-0821.xml\n",
"Fixed ./images/plasmodium-phone-1070.xml\n",
"Fixed ./images/plasmodium-phone-0562.xml\n",
"Fixed ./images/plasmodium-phone-1170.xml\n",
"Fixed ./images/plasmodium-phone-0039.xml\n",
"Fixed ./images/plasmodium-phone-0774.xml\n",
"Fixed ./images/plasmodium-phone-0621.xml\n",
"Fixed ./images/plasmodium-phone-0789.xml\n",
"Fixed ./images/plasmodium-phone-0267.xml\n",
"Fixed ./images/plasmodium-phone-0988.xml\n",
"Fixed ./images/plasmodium-phone-0616.xml\n",
"Fixed ./images/plasmodium-phone-0844.xml\n",
"Fixed ./images/plasmodium-phone-0840.xml\n",
"Fixed ./images/plasmodium-phone-0106.xml\n",
"Fixed ./images/plasmodium-phone-1116.xml\n",
"Fixed ./images/plasmodium-phone-0047.xml\n",
"Fixed ./images/plasmodium-phone-1104.xml\n",
"Fixed ./images/plasmodium-phone-0282.xml\n",
"Fixed ./images/plasmodium-phone-1110.xml\n",
"Fixed ./images/plasmodium-phone-0447.xml\n",
"Fixed ./images/plasmodium-phone-0234.xml\n",
"Fixed ./images/plasmodium-phone-0135.xml\n",
"Fixed ./images/plasmodium-phone-0878.xml\n",
"Fixed ./images/plasmodium-phone-0768.xml\n",
"Fixed ./images/plasmodium-phone-0655.xml\n",
"Fixed ./images/plasmodium-phone-1034.xml\n",
"Fixed ./images/plasmodium-phone-0796.xml\n",
"Fixed ./images/plasmodium-phone-0833.xml\n",
"Fixed ./images/plasmodium-phone-0180.xml\n",
"Fixed ./images/plasmodium-phone-0386.xml\n",
"Fixed ./images/plasmodium-phone-0050.xml\n",
"Fixed ./images/plasmodium-phone-0770.xml\n",
"Fixed ./images/plasmodium-phone-0881.xml\n",
"Fixed ./images/plasmodium-phone-0497.xml\n",
"Fixed ./images/plasmodium-phone-1121.xml\n",
"Fixed ./images/plasmodium-phone-0567.xml\n",
"Fixed ./images/plasmodium-phone-0910.xml\n",
"Fixed ./images/plasmodium-phone-0307.xml\n",
"Fixed ./images/plasmodium-phone-1108.xml\n",
"Fixed ./images/plasmodium-phone-0932.xml\n",
"Fixed ./images/plasmodium-phone-1086.xml\n",
"Fixed ./images/plasmodium-phone-0009.xml\n",
"Fixed ./images/plasmodium-phone-0771.xml\n",
"Fixed ./images/plasmodium-phone-1152.xml\n",
"Fixed ./images/plasmodium-phone-0224.xml\n",
"Fixed ./images/plasmodium-phone-1114.xml\n",
"Fixed ./images/plasmodium-phone-1000.xml\n",
"Fixed ./images/plasmodium-phone-1031.xml\n",
"Fixed ./images/plasmodium-phone-0527.xml\n",
"Fixed ./images/plasmodium-phone-0522.xml\n",
"Fixed ./images/plasmodium-phone-0098.xml\n",
"Fixed ./images/plasmodium-phone-0892.xml\n",
"Fixed ./images/plasmodium-phone-0708.xml\n",
"Fixed ./images/plasmodium-phone-0016.xml\n",
"Fixed ./images/plasmodium-phone-0133.xml\n",
"Fixed ./images/plasmodium-phone-1159.xml\n",
"Fixed ./images/plasmodium-phone-0154.xml\n",
"Fixed ./images/plasmodium-phone-0104.xml\n",
"Fixed ./images/plasmodium-phone-0119.xml\n",
"Fixed ./images/plasmodium-phone-1008.xml\n",
"Fixed ./images/plasmodium-phone-0108.xml\n",
"Fixed ./images/plasmodium-phone-0909.xml\n",
"Fixed ./images/plasmodium-phone-0309.xml\n",
"Fixed ./images/plasmodium-phone-0449.xml\n",
"Fixed ./images/plasmodium-phone-0582.xml\n",
"Fixed ./images/plasmodium-phone-0517.xml\n",
"Fixed ./images/plasmodium-phone-0630.xml\n",
"Fixed ./images/plasmodium-phone-0290.xml\n",
"Fixed ./images/plasmodium-phone-0381.xml\n",
"Fixed ./images/plasmodium-phone-0468.xml\n",
"Fixed ./images/plasmodium-phone-0097.xml\n",
"Fixed ./images/plasmodium-phone-0561.xml\n",
"Fixed ./images/plasmodium-phone-0709.xml\n",
"Fixed ./images/plasmodium-phone-0596.xml\n",
"Fixed ./images/plasmodium-phone-0742.xml\n",
"Fixed ./images/plasmodium-phone-0923.xml\n",
"Fixed ./images/plasmodium-phone-0591.xml\n",
"Fixed ./images/plasmodium-phone-0383.xml\n",
"Fixed ./images/plasmodium-phone-1023.xml\n",
"Fixed ./images/plasmodium-phone-0799.xml\n",
"Fixed ./images/plasmodium-phone-0151.xml\n",
"Fixed ./images/plasmodium-phone-0021.xml\n",
"Fixed ./images/plasmodium-phone-0609.xml\n",
"Fixed ./images/plasmodium-phone-0152.xml\n",
"Fixed ./images/plasmodium-phone-0834.xml\n",
"Fixed ./images/plasmodium-phone-0196.xml\n",
"Fixed ./images/plasmodium-phone-0024.xml\n",
"Fixed ./images/plasmodium-phone-1155.xml\n",
"Fixed ./images/plasmodium-phone-0712.xml\n",
"Fixed ./images/plasmodium-phone-0188.xml\n",
"Fixed ./images/plasmodium-phone-0981.xml\n",
"Fixed ./images/plasmodium-phone-0732.xml\n",
"Fixed ./images/plasmodium-phone-0670.xml\n",
"Fixed ./images/plasmodium-phone-0231.xml\n",
"Fixed ./images/plasmodium-phone-0976.xml\n",
"Fixed ./images/plasmodium-phone-0959.xml\n",
"Fixed ./images/plasmodium-phone-0286.xml\n",
"Fixed ./images/plasmodium-phone-0507.xml\n",
"Fixed ./images/plasmodium-phone-0785.xml\n",
"Fixed ./images/plasmodium-phone-0912.xml\n",
"Fixed ./images/plasmodium-phone-0854.xml\n",
"Fixed ./images/plasmodium-phone-0544.xml\n",
"Fixed ./images/plasmodium-phone-0788.xml\n",
"Fixed ./images/plasmodium-phone-0250.xml\n",
"Fixed ./images/plasmodium-phone-0145.xml\n",
"Fixed ./images/plasmodium-phone-0403.xml\n",
"Fixed ./images/plasmodium-phone-0766.xml\n",
"Fixed ./images/plasmodium-phone-0778.xml\n",
"Fixed ./images/plasmodium-phone-0350.xml\n",
"Fixed ./images/plasmodium-phone-1101.xml\n",
"Fixed ./images/plasmodium-phone-0201.xml\n",
"Fixed ./images/plasmodium-phone-0337.xml\n",
"Fixed ./images/plasmodium-phone-1001.xml\n",
"Fixed ./images/plasmodium-phone-1111.xml\n",
"Fixed ./images/plasmodium-phone-0691.xml\n",
"Fixed ./images/plasmodium-phone-0811.xml\n",
"Fixed ./images/plasmodium-phone-0658.xml\n",
"Fixed ./images/plasmodium-phone-0113.xml\n",
"Fixed ./images/plasmodium-phone-0200.xml\n",
"Fixed ./images/plasmodium-phone-0408.xml\n",
"Fixed ./images/plasmodium-phone-1127.xml\n",
"Fixed ./images/plasmodium-phone-0787.xml\n",
"Fixed ./images/plasmodium-phone-0340.xml\n",
"Fixed ./images/plasmodium-phone-0329.xml\n",
"Fixed ./images/plasmodium-phone-1049.xml\n",
"Fixed ./images/plasmodium-phone-0822.xml\n",
"Fixed ./images/plasmodium-phone-0451.xml\n",
"Fixed ./images/plasmodium-phone-0638.xml\n",
"Fixed ./images/plasmodium-phone-0176.xml\n",
"Fixed ./images/plasmodium-phone-0083.xml\n",
"Fixed ./images/plasmodium-phone-1061.xml\n",
"Fixed ./images/plasmodium-phone-0425.xml\n",
"Fixed ./images/plasmodium-phone-1068.xml\n",
"Fixed ./images/plasmodium-phone-0223.xml\n",
"Fixed ./images/plasmodium-phone-0574.xml\n",
"Fixed ./images/plasmodium-phone-0181.xml\n",
"Fixed ./images/plasmodium-phone-0131.xml\n",
"Fixed ./images/plasmodium-phone-0244.xml\n",
"Fixed ./images/plasmodium-phone-1167.xml\n",
"Fixed ./images/plasmodium-phone-1054.xml\n",
"Fixed ./images/plasmodium-phone-0118.xml\n",
"Fixed ./images/plasmodium-phone-0631.xml\n",
"Fixed ./images/plasmodium-phone-0864.xml\n",
"Fixed ./images/plasmodium-phone-0598.xml\n",
"Fixed ./images/plasmodium-phone-0533.xml\n",
"Fixed ./images/plasmodium-phone-1135.xml\n",
"Fixed ./images/plasmodium-phone-0576.xml\n",
"Fixed ./images/plasmodium-phone-0298.xml\n",
"Fixed ./images/plasmodium-phone-0590.xml\n",
"Fixed ./images/plasmodium-phone-0003.xml\n",
"Fixed ./images/plasmodium-phone-0345.xml\n",
"Fixed ./images/plasmodium-phone-0977.xml\n",
"Fixed ./images/plasmodium-phone-0690.xml\n",
"Fixed ./images/plasmodium-phone-0130.xml\n",
"Fixed ./images/plasmodium-phone-0971.xml\n",
"Fixed ./images/plasmodium-phone-0947.xml\n",
"Fixed ./images/plasmodium-phone-0094.xml\n",
"Fixed ./images/plasmodium-phone-0713.xml\n",
"Fixed ./images/plasmodium-phone-1175.xml\n",
"Fixed ./images/plasmodium-phone-0341.xml\n",
"Fixed ./images/plasmodium-phone-0504.xml\n",
"Fixed ./images/plasmodium-phone-0773.xml\n",
"Fixed ./images/plasmodium-phone-0330.xml\n",
"Fixed ./images/plasmodium-phone-0608.xml\n",
"Fixed ./images/plasmodium-phone-0160.xml\n",
"Fixed ./images/plasmodium-phone-0043.xml\n",
"Fixed ./images/plasmodium-phone-0668.xml\n",
"Fixed ./images/plasmodium-phone-1056.xml\n",
"Fixed ./images/plasmodium-phone-0416.xml\n",
"Fixed ./images/plasmodium-phone-0623.xml\n",
"Fixed ./images/plasmodium-phone-0212.xml\n",
"Fixed ./images/plasmodium-phone-0972.xml\n",
"Fixed ./images/plasmodium-phone-0736.xml\n",
"Fixed ./images/plasmodium-phone-0974.xml\n",
"Fixed ./images/plasmodium-phone-0417.xml\n",
"Fixed ./images/plasmodium-phone-0199.xml\n",
"Fixed ./images/plasmodium-phone-0863.xml\n",
"Fixed ./images/plasmodium-phone-0420.xml\n",
"Fixed ./images/plasmodium-phone-0172.xml\n",
"Fixed ./images/plasmodium-phone-0038.xml\n",
"Fixed ./images/plasmodium-phone-0884.xml\n",
"Fixed ./images/plasmodium-phone-1042.xml\n",
"Fixed ./images/plasmodium-phone-1144.xml\n",
"Fixed ./images/plasmodium-phone-1141.xml\n",
"Fixed ./images/plasmodium-phone-0068.xml\n",
"Fixed ./images/plasmodium-phone-0573.xml\n",
"Fixed ./images/plasmodium-phone-1090.xml\n",
"Fixed ./images/plasmodium-phone-0434.xml\n",
"Fixed ./images/plasmodium-phone-1048.xml\n",
"Fixed ./images/plasmodium-phone-0516.xml\n",
"Fixed ./images/plasmodium-phone-0906.xml\n",
"Fixed ./images/plasmodium-phone-0763.xml\n",
"Fixed ./images/plasmodium-phone-1158.xml\n",
"Fixed ./images/plasmodium-phone-0661.xml\n",
"Fixed ./images/plasmodium-phone-0842.xml\n",
"Fixed ./images/plasmodium-phone-0922.xml\n",
"Fixed ./images/plasmodium-phone-0594.xml\n",
"Fixed ./images/plasmodium-phone-0889.xml\n",
"Fixed ./images/plasmodium-phone-0545.xml\n",
"Fixed ./images/plasmodium-phone-0997.xml\n",
"Fixed ./images/plasmodium-phone-0372.xml\n",
"Fixed ./images/plasmodium-phone-0900.xml\n",
"Fixed ./images/plasmodium-phone-0037.xml\n",
"Fixed ./images/plasmodium-phone-0358.xml\n",
"Fixed ./images/plasmodium-phone-0885.xml\n",
"Fixed ./images/plasmodium-phone-0683.xml\n",
"Fixed ./images/plasmodium-phone-1105.xml\n",
"Fixed ./images/plasmodium-phone-0754.xml\n",
"Fixed ./images/plasmodium-phone-0235.xml\n",
"Fixed ./images/plasmodium-phone-0820.xml\n",
"Fixed ./images/plasmodium-phone-0327.xml\n",
"Fixed ./images/plasmodium-phone-1102.xml\n",
"Fixed ./images/plasmodium-phone-0979.xml\n",
"Fixed ./images/plasmodium-phone-0554.xml\n",
"Fixed ./images/plasmodium-phone-0747.xml\n",
"Fixed ./images/plasmodium-phone-0547.xml\n",
"Fixed ./images/plasmodium-phone-0082.xml\n",
"Fixed ./images/plasmodium-phone-0498.xml\n",
"Fixed ./images/plasmodium-phone-0460.xml\n",
"Fixed ./images/plasmodium-phone-1057.xml\n",
"Fixed ./images/plasmodium-phone-0795.xml\n",
"Fixed ./images/plasmodium-phone-0392.xml\n",
"Fixed ./images/plasmodium-phone-1103.xml\n",
"Fixed ./images/plasmodium-phone-0890.xml\n",
"Fixed ./images/plasmodium-phone-0315.xml\n",
"Fixed ./images/plasmodium-phone-0198.xml\n",
"Fixed ./images/plasmodium-phone-0433.xml\n",
"Fixed ./images/plasmodium-phone-0861.xml\n",
"Fixed ./images/plasmodium-phone-0044.xml\n",
"Fixed ./images/plasmodium-phone-0150.xml\n",
"Fixed ./images/plasmodium-phone-0338.xml\n",
"Fixed ./images/plasmodium-phone-1020.xml\n",
"Fixed ./images/plasmodium-phone-0944.xml\n",
"Fixed ./images/plasmodium-phone-0342.xml\n",
"Fixed ./images/plasmodium-phone-0714.xml\n",
"Fixed ./images/plasmodium-phone-0509.xml\n",
"Fixed ./images/plasmodium-phone-0967.xml\n",
"Fixed ./images/plasmodium-phone-0400.xml\n",
"Fixed ./images/plasmodium-phone-0824.xml\n",
"Fixed ./images/plasmodium-phone-1181.xml\n",
"Fixed ./images/plasmodium-phone-0827.xml\n",
"Fixed ./images/plasmodium-phone-0272.xml\n",
"Fixed ./images/plasmodium-phone-0846.xml\n",
"Fixed ./images/plasmodium-phone-0853.xml\n",
"Fixed ./images/plasmodium-phone-0448.xml\n",
"Fixed ./images/plasmodium-phone-0835.xml\n",
"Fixed ./images/plasmodium-phone-0895.xml\n",
"Fixed ./images/plasmodium-phone-0268.xml\n",
"Fixed ./images/plasmodium-phone-0520.xml\n",
"Fixed ./images/plasmodium-phone-0814.xml\n",
"Fixed ./images/plasmodium-phone-0227.xml\n",
"Fixed ./images/plasmodium-phone-0809.xml\n",
"Fixed ./images/plasmodium-phone-0011.xml\n",
"Fixed ./images/plasmodium-phone-0065.xml\n",
"Fixed ./images/plasmodium-phone-0125.xml\n",
"Fixed ./images/plasmodium-phone-0316.xml\n",
"Fixed ./images/plasmodium-phone-0312.xml\n",
"Fixed ./images/plasmodium-phone-0110.xml\n",
"Fixed ./images/plasmodium-phone-0960.xml\n",
"Fixed ./images/plasmodium-phone-0324.xml\n",
"Fixed ./images/plasmodium-phone-0800.xml\n",
"Fixed ./images/plasmodium-phone-0952.xml\n",
"Fixed ./images/plasmodium-phone-1030.xml\n",
"Fixed ./images/plasmodium-phone-0007.xml\n",
"Fixed ./images/plasmodium-phone-0430.xml\n",
"Fixed ./images/plasmodium-phone-0452.xml\n",
"Fixed ./images/plasmodium-phone-0815.xml\n",
"Fixed ./images/plasmodium-phone-0074.xml\n",
"Fixed ./images/plasmodium-phone-0782.xml\n",
"Fixed ./images/plasmodium-phone-0681.xml\n",
"Fixed ./images/plasmodium-phone-0926.xml\n",
"Fixed ./images/plasmodium-phone-0207.xml\n",
"Fixed ./images/plasmodium-phone-0532.xml\n",
"Fixed ./images/plasmodium-phone-0716.xml\n",
"Fixed ./images/plasmodium-phone-0363.xml\n",
"Fixed ./images/plasmodium-phone-0746.xml\n",
"Fixed ./images/plasmodium-phone-0891.xml\n",
"Fixed ./images/plasmodium-phone-0134.xml\n",
"Fixed ./images/plasmodium-phone-0537.xml\n",
"Fixed ./images/plasmodium-phone-1178.xml\n",
"Fixed ./images/plasmodium-phone-1172.xml\n",
"Fixed ./images/plasmodium-phone-0695.xml\n",
"Fixed ./images/plasmodium-phone-1028.xml\n",
"Fixed ./images/plasmodium-phone-0331.xml\n",
"Fixed ./images/plasmodium-phone-0376.xml\n",
"Fixed ./images/plasmodium-phone-0965.xml\n",
"Fixed ./images/plasmodium-phone-1171.xml\n",
"Fixed ./images/plasmodium-phone-0477.xml\n",
"Fixed ./images/plasmodium-phone-0603.xml\n",
"Fixed ./images/plasmodium-phone-1107.xml\n",
"Fixed ./images/plasmodium-phone-0792.xml\n",
"Fixed ./images/plasmodium-phone-0328.xml\n",
"Fixed ./images/plasmodium-phone-0013.xml\n",
"Fixed ./images/plasmodium-phone-0379.xml\n",
"Fixed ./images/plasmodium-phone-0847.xml\n",
"Fixed ./images/plasmodium-phone-0798.xml\n",
"Fixed ./images/plasmodium-phone-1126.xml\n",
"Fixed ./images/plasmodium-phone-0940.xml\n",
"Fixed ./images/plasmodium-phone-0602.xml\n",
"Fixed ./images/plasmodium-phone-0838.xml\n",
"Fixed ./images/plasmodium-phone-0927.xml\n",
"Fixed ./images/plasmodium-phone-0303.xml\n",
"Fixed ./images/plasmodium-phone-0026.xml\n",
"Fixed ./images/plasmodium-phone-0848.xml\n",
"Fixed ./images/plasmodium-phone-0843.xml\n",
"Fixed ./images/plasmodium-phone-1050.xml\n",
"Fixed ./images/plasmodium-phone-1003.xml\n",
"Fixed ./images/plasmodium-phone-0242.xml\n",
"Fixed ./images/plasmodium-phone-0503.xml\n",
"Fixed ./images/plasmodium-phone-1011.xml\n",
"Fixed ./images/plasmodium-phone-0006.xml\n",
"Fixed ./images/plasmodium-phone-0450.xml\n",
"Fixed ./images/plasmodium-phone-1044.xml\n",
"Fixed ./images/plasmodium-phone-0086.xml\n",
"Fixed ./images/plasmodium-phone-0343.xml\n",
"Fixed ./images/plasmodium-phone-0904.xml\n",
"Fixed ./images/plasmodium-phone-0270.xml\n",
"Fixed ./images/plasmodium-phone-0306.xml\n",
"Fixed ./images/plasmodium-phone-1096.xml\n",
"Fixed ./images/plasmodium-phone-0534.xml\n",
"Fixed ./images/plasmodium-phone-0755.xml\n",
"Fixed ./images/plasmodium-phone-0948.xml\n",
"Fixed ./images/plasmodium-phone-1120.xml\n",
"Fixed ./images/plasmodium-phone-0491.xml\n",
"Fixed ./images/plasmodium-phone-0718.xml\n",
"Fixed ./images/plasmodium-phone-0624.xml\n",
"Fixed ./images/plasmodium-phone-0780.xml\n",
"Fixed ./images/plasmodium-phone-0421.xml\n",
"Fixed ./images/plasmodium-phone-0983.xml\n",
"Fixed ./images/plasmodium-phone-0456.xml\n",
"Fixed ./images/plasmodium-phone-0622.xml\n",
"Fixed ./images/plasmodium-phone-0911.xml\n",
"Fixed ./images/plasmodium-phone-0723.xml\n",
"Fixed ./images/plasmodium-phone-0397.xml\n",
"Fixed ./images/plasmodium-phone-0441.xml\n",
"Fixed ./images/plasmodium-phone-0538.xml\n",
"Fixed ./images/plasmodium-phone-0370.xml\n",
"Fixed ./images/plasmodium-phone-0673.xml\n",
"Fixed ./images/plasmodium-phone-0078.xml\n",
"Fixed ./images/plasmodium-phone-0121.xml\n",
"Fixed ./images/plasmodium-phone-0085.xml\n",
"Fixed ./images/plasmodium-phone-1039.xml\n",
"Fixed ./images/plasmodium-phone-0461.xml\n",
"Fixed ./images/plasmodium-phone-1100.xml\n",
"Fixed ./images/plasmodium-phone-0951.xml\n",
"Fixed ./images/plasmodium-phone-0471.xml\n",
"Fixed ./images/plasmodium-phone-0354.xml\n",
"Fixed ./images/plasmodium-phone-0611.xml\n",
"Fixed ./images/plasmodium-phone-0042.xml\n",
"Fixed ./images/plasmodium-phone-0091.xml\n",
"Fixed ./images/plasmodium-phone-0251.xml\n",
"Fixed ./images/plasmodium-phone-0300.xml\n",
"Fixed ./images/plasmodium-phone-0767.xml\n",
"Fixed ./images/plasmodium-phone-0442.xml\n",
"Fixed ./images/plasmodium-phone-0102.xml\n",
"Fixed ./images/plasmodium-phone-0391.xml\n",
"Fixed ./images/plasmodium-phone-0256.xml\n",
"Fixed ./images/plasmodium-phone-1147.xml\n",
"Fixed ./images/plasmodium-phone-0034.xml\n",
"Fixed ./images/plasmodium-phone-1022.xml\n",
"Fixed ./images/plasmodium-phone-0669.xml\n",
"Fixed ./images/plasmodium-phone-1157.xml\n",
"Fixed ./images/plasmodium-phone-0875.xml\n",
"Fixed ./images/plasmodium-phone-0665.xml\n",
"Fixed ./images/plasmodium-phone-0837.xml\n",
"Fixed ./images/plasmodium-phone-0313.xml\n",
"Fixed ./images/plasmodium-phone-0581.xml\n",
"Fixed ./images/plasmodium-phone-1075.xml\n",
"Fixed ./images/plasmodium-phone-0076.xml\n",
"Fixed ./images/plasmodium-phone-1072.xml\n",
"Fixed ./images/plasmodium-phone-0671.xml\n",
"Fixed ./images/plasmodium-phone-0614.xml\n",
"Fixed ./images/plasmodium-phone-0496.xml\n",
"Fixed ./images/plasmodium-phone-0177.xml\n",
"Fixed ./images/plasmodium-phone-0475.xml\n",
"Fixed ./images/plasmodium-phone-0175.xml\n",
"Fixed ./images/plasmodium-phone-1118.xml\n",
"Fixed ./images/plasmodium-phone-0485.xml\n",
"Fixed ./images/plasmodium-phone-0715.xml\n",
"Fixed ./images/plasmodium-phone-1058.xml\n",
"Fixed ./images/plasmodium-phone-0142.xml\n",
"Fixed ./images/plasmodium-phone-0597.xml\n",
"Fixed ./images/plasmodium-phone-0879.xml\n",
"Fixed ./images/plasmodium-phone-0359.xml\n",
"Fixed ./images/plasmodium-phone-1002.xml\n",
"Fixed ./images/plasmodium-phone-0727.xml\n",
"Fixed ./images/plasmodium-phone-0073.xml\n",
"Fixed ./images/plasmodium-phone-1129.xml\n",
"Fixed ./images/plasmodium-phone-0739.xml\n",
"Fixed ./images/plasmodium-phone-0165.xml\n",
"Fixed ./images/plasmodium-phone-0784.xml\n",
"Fixed ./images/plasmodium-phone-0351.xml\n",
"Fixed ./images/plasmodium-phone-0463.xml\n",
"Fixed ./images/plasmodium-phone-0625.xml\n",
"Fixed ./images/plasmodium-phone-1069.xml\n",
"Fixed ./images/plasmodium-phone-0867.xml\n",
"Fixed ./images/plasmodium-phone-0645.xml\n",
"Fixed ./images/plasmodium-phone-0366.xml\n",
"Fixed ./images/plasmodium-phone-0161.xml\n",
"Fixed ./images/plasmodium-phone-0414.xml\n",
"Fixed ./images/plasmodium-phone-1123.xml\n",
"Fixed ./images/plasmodium-phone-0311.xml\n",
"Fixed ./images/plasmodium-phone-0684.xml\n",
"Fixed ./images/plasmodium-phone-0924.xml\n",
"Fixed ./images/plasmodium-phone-0966.xml\n",
"Fixed ./images/plasmodium-phone-1037.xml\n",
"Fixed ./images/plasmodium-phone-0634.xml\n",
"Fixed ./images/plasmodium-phone-0317.xml\n",
"Fixed ./images/plasmodium-phone-0744.xml\n",
"Fixed ./images/plasmodium-phone-0644.xml\n",
"Fixed ./images/plasmodium-phone-0115.xml\n",
"Fixed ./images/plasmodium-phone-0028.xml\n",
"Fixed ./images/plasmodium-phone-0205.xml\n",
"Fixed ./images/plasmodium-phone-0182.xml\n",
"Fixed ./images/plasmodium-phone-0357.xml\n",
"Fixed ./images/plasmodium-phone-0990.xml\n",
"Fixed ./images/plasmodium-phone-0058.xml\n",
"Fixed ./images/plasmodium-phone-0696.xml\n",
"Fixed ./images/plasmodium-phone-0536.xml\n",
"Fixed ./images/plasmodium-phone-1033.xml\n",
"Fixed ./images/plasmodium-phone-1179.xml\n",
"Fixed ./images/plasmodium-phone-0985.xml\n",
"Fixed ./images/plasmodium-phone-0390.xml\n",
"Fixed ./images/plasmodium-phone-0245.xml\n",
"Fixed ./images/plasmodium-phone-0457.xml\n",
"Fixed ./images/plasmodium-phone-0874.xml\n",
"Fixed ./images/plasmodium-phone-0601.xml\n",
"Fixed ./images/plasmodium-phone-0643.xml\n",
"Fixed ./images/plasmodium-phone-0531.xml\n",
"Fixed ./images/plasmodium-phone-0015.xml\n",
"Fixed ./images/plasmodium-phone-0781.xml\n",
"Fixed ./images/plasmodium-phone-0748.xml\n",
"Fixed ./images/plasmodium-phone-0217.xml\n",
"Fixed ./images/plasmodium-phone-0851.xml\n",
"Fixed ./images/plasmodium-phone-0159.xml\n",
"Fixed ./images/plasmodium-phone-0928.xml\n",
"Fixed ./images/plasmodium-phone-1038.xml\n",
"Fixed ./images/plasmodium-phone-0760.xml\n",
"Fixed ./images/plasmodium-phone-0578.xml\n",
"Fixed ./images/plasmodium-phone-0775.xml\n",
"Fixed ./images/plasmodium-phone-0304.xml\n",
"Fixed ./images/plasmodium-phone-0395.xml\n",
"Fixed ./images/plasmodium-phone-0008.xml\n",
"Fixed ./images/plasmodium-phone-0528.xml\n",
"Fixed ./images/plasmodium-phone-0399.xml\n",
"Fixed ./images/plasmodium-phone-0114.xml\n",
"Fixed ./images/plasmodium-phone-0019.xml\n",
"Fixed ./images/plasmodium-phone-0606.xml\n",
"Fixed ./images/plasmodium-phone-0218.xml\n",
"Fixed ./images/plasmodium-phone-0222.xml\n",
"Fixed ./images/plasmodium-phone-0157.xml\n",
"Fixed ./images/plasmodium-phone-0258.xml\n",
"Fixed ./images/plasmodium-phone-0264.xml\n",
"Fixed ./images/plasmodium-phone-0549.xml\n",
"Fixed ./images/plasmodium-phone-0257.xml\n",
"Fixed ./images/plasmodium-phone-0725.xml\n",
"Fixed ./images/plasmodium-phone-0808.xml\n",
"Fixed ./images/plasmodium-phone-0648.xml\n",
"Fixed ./images/plasmodium-phone-1168.xml\n",
"Fixed ./images/plasmodium-phone-0717.xml\n",
"Fixed ./images/plasmodium-phone-0454.xml\n",
"Fixed ./images/plasmodium-phone-0385.xml\n",
"Fixed ./images/plasmodium-phone-0001.xml\n",
"Fixed ./images/plasmodium-phone-0238.xml\n",
"Fixed ./images/plasmodium-phone-0079.xml\n",
"Fixed ./images/plasmodium-phone-0786.xml\n",
"Fixed ./images/plasmodium-phone-0080.xml\n",
"Fixed ./images/plasmodium-phone-0424.xml\n",
"Fixed ./images/plasmodium-phone-0035.xml\n",
"Fixed ./images/plasmodium-phone-0232.xml\n",
"Fixed ./images/plasmodium-phone-0936.xml\n",
"Fixed ./images/plasmodium-phone-1177.xml\n",
"Fixed ./images/plasmodium-phone-0320.xml\n",
"Fixed ./images/plasmodium-phone-0726.xml\n",
"Fixed ./images/plasmodium-phone-0248.xml\n",
"Fixed ./images/plasmodium-phone-0502.xml\n",
"Fixed ./images/plasmodium-phone-0436.xml\n",
"Fixed ./images/plasmodium-phone-0721.xml\n",
"Fixed ./images/plasmodium-phone-0653.xml\n",
"Fixed ./images/plasmodium-phone-0933.xml\n",
"Fixed ./images/plasmodium-phone-0858.xml\n",
"Fixed ./images/plasmodium-phone-0335.xml\n",
"Fixed ./images/plasmodium-phone-0686.xml\n",
"Fixed ./images/plasmodium-phone-0077.xml\n",
"Fixed ./images/plasmodium-phone-0004.xml\n",
"Fixed ./images/plasmodium-phone-0347.xml\n",
"Fixed ./images/plasmodium-phone-0443.xml\n",
"Fixed ./images/plasmodium-phone-1016.xml\n",
"Fixed ./images/plasmodium-phone-0753.xml\n",
"Fixed ./images/plasmodium-phone-0368.xml\n",
"Fixed ./images/plasmodium-phone-0429.xml\n",
"Fixed ./images/plasmodium-phone-0568.xml\n",
"Fixed ./images/plasmodium-phone-0612.xml\n",
"Fixed ./images/plasmodium-phone-0743.xml\n",
"Fixed ./images/plasmodium-phone-0722.xml\n",
"Fixed ./images/plasmodium-phone-0375.xml\n",
"Fixed ./images/plasmodium-phone-0279.xml\n",
"Fixed ./images/plasmodium-phone-1163.xml\n",
"Fixed ./images/plasmodium-phone-1045.xml\n",
"Fixed ./images/plasmodium-phone-0409.xml\n",
"Fixed ./images/plasmodium-phone-1113.xml\n",
"Fixed ./images/plasmodium-phone-0469.xml\n",
"Fixed ./images/plasmodium-phone-0253.xml\n",
"Fixed ./images/plasmodium-phone-1133.xml\n",
"Fixed ./images/plasmodium-phone-1041.xml\n",
"Fixed ./images/plasmodium-phone-0958.xml\n",
"Fixed ./images/plasmodium-phone-0048.xml\n",
"Fixed ./images/plasmodium-phone-0883.xml\n",
"Fixed ./images/plasmodium-phone-0558.xml\n",
"Fixed ./images/plasmodium-phone-0975.xml\n",
"Fixed ./images/plasmodium-phone-0698.xml\n",
"Fixed ./images/plasmodium-phone-0589.xml\n",
"Fixed ./images/plasmodium-phone-0185.xml\n",
"Fixed ./images/plasmodium-phone-0275.xml\n",
"Fixed ./images/plasmodium-phone-0674.xml\n",
"Fixed ./images/plasmodium-phone-0852.xml\n",
"Fixed ./images/plasmodium-phone-0914.xml\n",
"Fixed ./images/plasmodium-phone-0896.xml\n",
"Fixed ./images/plasmodium-phone-0438.xml\n",
"Fixed ./images/plasmodium-phone-0281.xml\n",
"Fixed ./images/plasmodium-phone-0565.xml\n",
"Fixed ./images/plasmodium-phone-0797.xml\n",
"Fixed ./images/plasmodium-phone-0650.xml\n",
"Fixed ./images/plasmodium-phone-0276.xml\n",
"Fixed ./images/plasmodium-phone-0056.xml\n",
"Fixed ./images/plasmodium-phone-0543.xml\n",
"Fixed ./images/plasmodium-phone-0445.xml\n",
"Fixed ./images/plasmodium-phone-0422.xml\n",
"Fixed ./images/plasmodium-phone-0813.xml\n",
"Fixed ./images/plasmodium-phone-0137.xml\n",
"Fixed ./images/plasmodium-phone-0360.xml\n",
"Fixed ./images/plasmodium-phone-0292.xml\n",
"Fixed ./images/plasmodium-phone-0524.xml\n",
"Fixed ./images/plasmodium-phone-0479.xml\n",
"Fixed ./images/plasmodium-phone-0523.xml\n",
"Fixed ./images/plasmodium-phone-0776.xml\n",
"Fixed ./images/plasmodium-phone-0321.xml\n",
"Fixed ./images/plasmodium-phone-0757.xml\n",
"Fixed ./images/plasmodium-phone-0807.xml\n",
"Fixed ./images/plasmodium-phone-0495.xml\n",
"Fixed ./images/plasmodium-phone-0893.xml\n",
"Fixed ./images/plasmodium-phone-1109.xml\n",
"Fixed ./images/plasmodium-phone-0040.xml\n",
"Fixed ./images/plasmodium-phone-0905.xml\n",
"Fixed ./images/plasmodium-phone-0676.xml\n",
"Fixed ./images/plasmodium-phone-0393.xml\n",
"Fixed ./images/plasmodium-phone-0459.xml\n",
"Fixed ./images/plasmodium-phone-1142.xml\n",
"Fixed ./images/plasmodium-phone-0302.xml\n",
"Fixed ./images/plasmodium-phone-0964.xml\n",
"Fixed ./images/plasmodium-phone-0794.xml\n",
"Fixed ./images/plasmodium-phone-0804.xml\n",
"Fixed ./images/plasmodium-phone-0535.xml\n",
"Fixed ./images/plasmodium-phone-0950.xml\n",
"Fixed ./images/plasmodium-phone-0467.xml\n",
"Fixed ./images/plasmodium-phone-1065.xml\n",
"Fixed ./images/plasmodium-phone-0346.xml\n",
"Fixed ./images/plasmodium-phone-0705.xml\n",
"Fixed ./images/plasmodium-phone-0702.xml\n",
"Fixed ./images/plasmodium-phone-0749.xml\n",
"Fixed ./images/plasmodium-phone-1130.xml\n",
"Fixed ./images/plasmodium-phone-0845.xml\n",
"Fixed ./images/plasmodium-phone-0103.xml\n",
"Fixed ./images/plasmodium-phone-0352.xml\n",
"Fixed ./images/plasmodium-phone-1029.xml\n",
"Fixed ./images/plasmodium-phone-0446.xml\n",
"Fixed ./images/plasmodium-phone-0929.xml\n",
"Fixed ./images/plasmodium-phone-0051.xml\n",
"Fixed ./images/plasmodium-phone-0956.xml\n",
"Fixed ./images/plasmodium-phone-1154.xml\n",
"Fixed ./images/plasmodium-phone-0053.xml\n",
"Fixed ./images/plasmodium-phone-0539.xml\n",
"Fixed ./images/plasmodium-phone-0296.xml\n",
"Fixed ./images/plasmodium-phone-0508.xml\n",
"Fixed ./images/plasmodium-phone-0100.xml\n",
"Fixed ./images/plasmodium-phone-0916.xml\n",
"Fixed ./images/plasmodium-phone-0636.xml\n",
"Fixed ./images/plasmodium-phone-0261.xml\n",
"Fixed ./images/plasmodium-phone-0992.xml\n",
"Fixed ./images/plasmodium-phone-0262.xml\n",
"Fixed ./images/plasmodium-phone-0489.xml\n",
"Fixed ./images/plasmodium-phone-0738.xml\n",
"Fixed ./images/plasmodium-phone-0259.xml\n",
"Fixed ./images/plasmodium-phone-0514.xml\n",
"Fixed ./images/plasmodium-phone-0649.xml\n",
"Fixed ./images/plasmodium-phone-1060.xml\n",
"Fixed ./images/plasmodium-phone-0994.xml\n",
"Fixed ./images/plasmodium-phone-0090.xml\n",
"Fixed ./images/plasmodium-phone-0295.xml\n",
"Fixed ./images/plasmodium-phone-0654.xml\n",
"Fixed ./images/plasmodium-phone-0260.xml\n",
"Fixed ./images/plasmodium-phone-0193.xml\n",
"Fixed ./images/plasmodium-phone-0729.xml\n",
"Fixed ./images/plasmodium-phone-0750.xml\n",
"Fixed ./images/plasmodium-phone-0285.xml\n",
"Fixed ./images/plasmodium-phone-0898.xml\n",
"Fixed ./images/plasmodium-phone-0178.xml\n",
"Fixed ./images/plasmodium-phone-0310.xml\n",
"Fixed ./images/plasmodium-phone-0937.xml\n",
"Fixed ./images/plasmodium-phone-0339.xml\n",
"Fixed ./images/plasmodium-phone-0783.xml\n",
"Fixed ./images/plasmodium-phone-0146.xml\n",
"Fixed ./images/plasmodium-phone-0943.xml\n",
"Fixed ./images/plasmodium-phone-0505.xml\n",
"Fixed ./images/plasmodium-phone-0148.xml\n",
"Fixed ./images/plasmodium-phone-0384.xml\n",
"Fixed ./images/plasmodium-phone-0595.xml\n",
"Fixed ./images/plasmodium-phone-0894.xml\n",
"Fixed ./images/plasmodium-phone-1174.xml\n",
"Fixed ./images/plasmodium-phone-0230.xml\n",
"Fixed ./images/plasmodium-phone-0089.xml\n",
"Fixed ./images/plasmodium-phone-0109.xml\n",
"Fixed ./images/plasmodium-phone-0637.xml\n",
"Fixed ./images/plasmodium-phone-0406.xml\n",
"Fixed ./images/plasmodium-phone-1071.xml\n",
"Fixed ./images/plasmodium-phone-0269.xml\n",
"Fixed ./images/plasmodium-phone-0093.xml\n",
"Fixed ./images/plasmodium-phone-1083.xml\n",
"Fixed ./images/plasmodium-phone-1063.xml\n",
"Fixed ./images/plasmodium-phone-0672.xml\n",
"Fixed ./images/plasmodium-phone-0486.xml\n",
"Fixed ./images/plasmodium-phone-0204.xml\n",
"Fixed ./images/plasmodium-phone-0401.xml\n",
"Fixed ./images/plasmodium-phone-0919.xml\n",
"Fixed ./images/plasmodium-phone-0252.xml\n",
"Fixed ./images/plasmodium-phone-1036.xml\n",
"Fixed ./images/plasmodium-phone-0369.xml\n",
"Fixed ./images/plasmodium-phone-1164.xml\n",
"Fixed ./images/plasmodium-phone-0437.xml\n",
"Fixed ./images/plasmodium-phone-0607.xml\n",
"Fixed ./images/plasmodium-phone-0548.xml\n",
"Fixed ./images/plasmodium-phone-0126.xml\n",
"Fixed ./images/plasmodium-phone-0604.xml\n",
"Fixed ./images/plasmodium-phone-0466.xml\n",
"Fixed ./images/plasmodium-phone-0711.xml\n",
"Fixed ./images/plasmodium-phone-0759.xml\n",
"Fixed ./images/plasmodium-phone-1092.xml\n",
"Fixed ./images/plasmodium-phone-0191.xml\n",
"Fixed ./images/plasmodium-phone-0382.xml\n",
"Fixed ./images/plasmodium-phone-0989.xml\n",
"Fixed ./images/plasmodium-phone-0734.xml\n",
"Fixed ./images/plasmodium-phone-0427.xml\n",
"Fixed ./images/plasmodium-phone-0802.xml\n",
"Fixed ./images/plasmodium-phone-0402.xml\n",
"Fixed ./images/plasmodium-phone-0511.xml\n",
"Fixed ./images/plasmodium-phone-0819.xml\n",
"Fixed ./images/plasmodium-phone-0299.xml\n",
"Fixed ./images/plasmodium-phone-1024.xml\n",
"Fixed ./images/plasmodium-phone-0287.xml\n",
"Fixed ./images/plasmodium-phone-1097.xml\n",
"Fixed ./images/plasmodium-phone-0063.xml\n",
"Fixed ./images/plasmodium-phone-0575.xml\n",
"Fixed ./images/plasmodium-phone-0398.xml\n",
"Fixed ./images/plasmodium-phone-0918.xml\n",
"Fixed ./images/plasmodium-phone-0293.xml\n",
"Fixed ./images/plasmodium-phone-1078.xml\n",
"Fixed ./images/plasmodium-phone-0934.xml\n",
"Fixed ./images/plasmodium-phone-0095.xml\n",
"Fixed ./images/plasmodium-phone-0297.xml\n",
"Fixed ./images/plasmodium-phone-1124.xml\n",
"Fixed ./images/plasmodium-phone-0014.xml\n",
"Fixed ./images/plasmodium-phone-0018.xml\n",
"Fixed ./images/plasmodium-phone-0308.xml\n",
"Fixed ./images/plasmodium-phone-1032.xml\n",
"Fixed ./images/plasmodium-phone-0628.xml\n",
"Fixed ./images/plasmodium-phone-0627.xml\n",
"Fixed ./images/plasmodium-phone-0332.xml\n",
"Fixed ./images/plasmodium-phone-0697.xml\n",
"Fixed ./images/plasmodium-phone-0263.xml\n",
"Fixed ./images/plasmodium-phone-0899.xml\n",
"Fixed ./images/plasmodium-phone-1143.xml\n",
"Fixed ./images/plasmodium-phone-1119.xml\n",
"Fixed ./images/plasmodium-phone-0588.xml\n",
"Fixed ./images/plasmodium-phone-0866.xml\n",
"Fixed ./images/plasmodium-phone-0187.xml\n",
"Fixed ./images/plasmodium-phone-0657.xml\n",
"Fixed ./images/plasmodium-phone-0908.xml\n",
"Fixed ./images/plasmodium-phone-0067.xml\n",
"Fixed ./images/plasmodium-phone-0615.xml\n",
"Fixed ./images/plasmodium-phone-0882.xml\n",
"Fixed ./images/plasmodium-phone-0396.xml\n",
"Fixed ./images/plasmodium-phone-0120.xml\n",
"Fixed ./images/plasmodium-phone-1077.xml\n",
"Fixed ./images/plasmodium-phone-0458.xml\n",
"Fixed ./images/plasmodium-phone-0219.xml\n",
"Fixed ./images/plasmodium-phone-0518.xml\n",
"Fixed ./images/plasmodium-phone-0030.xml\n",
"Fixed ./images/plasmodium-phone-0277.xml\n",
"Fixed ./images/plasmodium-phone-0769.xml\n",
"Fixed ./images/plasmodium-phone-0371.xml\n",
"Fixed ./images/plasmodium-phone-0490.xml\n",
"Fixed ./images/plasmodium-phone-1059.xml\n",
"Fixed ./images/plasmodium-phone-0618.xml\n",
"Fixed ./images/plasmodium-phone-0886.xml\n",
"Fixed ./images/plasmodium-phone-0326.xml\n",
"Fixed ./images/plasmodium-phone-0963.xml\n",
"Fixed ./images/plasmodium-phone-0925.xml\n",
"Fixed ./images/plasmodium-phone-1076.xml\n",
"Fixed ./images/plasmodium-phone-0553.xml\n",
"Fixed ./images/plasmodium-phone-0144.xml\n",
"Fixed ./images/plasmodium-phone-0226.xml\n",
"Fixed ./images/plasmodium-phone-0216.xml\n",
"Fixed ./images/plasmodium-phone-0662.xml\n",
"Fixed ./images/plasmodium-phone-1173.xml\n",
"Fixed ./images/plasmodium-phone-0025.xml\n",
"Fixed ./images/plasmodium-phone-0793.xml\n",
"Fixed ./images/plasmodium-phone-0664.xml\n",
"Fixed ./images/plasmodium-phone-0907.xml\n",
"Fixed ./images/plasmodium-phone-0556.xml\n",
"Fixed ./images/plasmodium-phone-1122.xml\n",
"Fixed ./images/plasmodium-phone-0667.xml\n",
"Fixed ./images/plasmodium-phone-1073.xml\n",
"Fixed ./images/plasmodium-phone-0186.xml\n",
"Fixed ./images/plasmodium-phone-0022.xml\n",
"Fixed ./images/plasmodium-phone-0116.xml\n",
"Fixed ./images/plasmodium-phone-0741.xml\n",
"Fixed ./images/plasmodium-phone-1062.xml\n",
"Fixed ./images/plasmodium-phone-0189.xml\n",
"Fixed ./images/plasmodium-phone-0057.xml\n",
"Fixed ./images/plasmodium-phone-1136.xml\n",
"Fixed ./images/plasmodium-phone-0733.xml\n",
"Fixed ./images/plasmodium-phone-0233.xml\n",
"Fixed ./images/plasmodium-phone-0569.xml\n",
"Fixed ./images/plasmodium-phone-1085.xml\n",
"Fixed ./images/plasmodium-phone-0036.xml\n",
"Fixed ./images/plasmodium-phone-0962.xml\n",
"Fixed ./images/plasmodium-phone-0541.xml\n",
"Fixed ./images/plasmodium-phone-1139.xml\n",
"Fixed ./images/plasmodium-phone-0791.xml\n",
"Fixed ./images/plasmodium-phone-0856.xml\n",
"Fixed ./images/plasmodium-phone-1018.xml\n",
"Fixed ./images/plasmodium-phone-0462.xml\n",
"Fixed ./images/plasmodium-phone-0174.xml\n",
"Fixed ./images/plasmodium-phone-0968.xml\n",
"Fixed ./images/plasmodium-phone-0525.xml\n",
"Fixed ./images/plasmodium-phone-0510.xml\n",
"Fixed ./images/plasmodium-phone-0265.xml\n",
"Fixed ./images/plasmodium-phone-0179.xml\n",
"Fixed ./images/plasmodium-phone-0069.xml\n",
"Fixed ./images/plasmodium-phone-0210.xml\n",
"Fixed ./images/plasmodium-phone-0873.xml\n",
"Fixed ./images/plasmodium-phone-0620.xml\n",
"Fixed ./images/plasmodium-phone-0572.xml\n",
"Fixed ./images/plasmodium-phone-0221.xml\n",
"Fixed ./images/plasmodium-phone-0758.xml\n",
"Fixed ./images/plasmodium-phone-0901.xml\n",
"Fixed ./images/plasmodium-phone-0617.xml\n",
"Fixed ./images/plasmodium-phone-1080.xml\n",
"Fixed ./images/plasmodium-phone-0453.xml\n",
"Fixed ./images/plasmodium-phone-1128.xml\n",
"Fixed ./images/plasmodium-phone-0633.xml\n",
"Fixed ./images/plasmodium-phone-0876.xml\n",
"Fixed ./images/plasmodium-phone-0215.xml\n",
"Fixed ./images/plasmodium-phone-1052.xml\n",
"Fixed ./images/plasmodium-phone-0659.xml\n",
"Fixed ./images/plasmodium-phone-1138.xml\n",
"Fixed ./images/plasmodium-phone-0764.xml\n",
"Fixed ./images/plasmodium-phone-0066.xml\n",
"Fixed ./images/plasmodium-phone-0826.xml\n",
"Fixed ./images/plasmodium-phone-0735.xml\n",
"Fixed ./images/plasmodium-phone-0868.xml\n",
"Fixed ./images/plasmodium-phone-0197.xml\n",
"Fixed ./images/plasmodium-phone-0184.xml\n",
"Fixed ./images/plasmodium-phone-0688.xml\n",
"Fixed ./images/plasmodium-phone-0236.xml\n",
"Fixed ./images/plasmodium-phone-0440.xml\n",
"Fixed ./images/plasmodium-phone-0829.xml\n",
"Fixed ./images/plasmodium-phone-0720.xml\n",
"Fixed ./images/plasmodium-phone-0483.xml\n",
"Fixed ./images/plasmodium-phone-0830.xml\n",
"Fixed ./images/plasmodium-phone-1021.xml\n",
"Fixed ./images/plasmodium-phone-0071.xml\n",
"Fixed ./images/plasmodium-phone-0570.xml\n",
"Fixed ./images/plasmodium-phone-0132.xml\n",
"Fixed ./images/plasmodium-phone-0772.xml\n",
"Fixed ./images/plasmodium-phone-0404.xml\n",
"Fixed ./images/plasmodium-phone-0158.xml\n",
"Fixed ./images/plasmodium-phone-0986.xml\n",
"Fixed ./images/plasmodium-phone-0832.xml\n",
"Fixed ./images/plasmodium-phone-0703.xml\n",
"Fixed ./images/plasmodium-phone-0394.xml\n",
"Fixed ./images/plasmodium-phone-0029.xml\n",
"Fixed ./images/plasmodium-phone-1026.xml\n",
"Fixed ./images/plasmodium-phone-0946.xml\n",
"Fixed ./images/plasmodium-phone-0410.xml\n",
"Fixed ./images/plasmodium-phone-0481.xml\n",
"Fixed ./images/plasmodium-phone-0583.xml\n",
"Fixed ./images/plasmodium-phone-0415.xml\n",
"Fixed ./images/plasmodium-phone-0012.xml\n",
"Fixed ./images/plasmodium-phone-0064.xml\n",
"Fixed ./images/plasmodium-phone-0474.xml\n",
"Fixed ./images/plasmodium-phone-0228.xml\n",
"Fixed ./images/plasmodium-phone-0247.xml\n",
"Fixed ./images/plasmodium-phone-0167.xml\n",
"Fixed ./images/plasmodium-phone-0190.xml\n",
"Fixed ./images/plasmodium-phone-0694.xml\n",
"Fixed ./images/plasmodium-phone-0323.xml\n",
"Fixed ./images/plasmodium-phone-0706.xml\n",
"Fixed ./images/plasmodium-phone-0955.xml\n",
"Fixed ./images/plasmodium-phone-0084.xml\n",
"Fixed ./images/plasmodium-phone-0027.xml\n",
"Fixed ./images/plasmodium-phone-0903.xml\n",
"Fixed ./images/plasmodium-phone-0599.xml\n",
"Fixed ./images/plasmodium-phone-0587.xml\n",
"Fixed ./images/plasmodium-phone-0801.xml\n",
"Fixed ./images/plasmodium-phone-0513.xml\n",
"Fixed ./images/plasmodium-phone-0428.xml\n",
"Fixed ./images/plasmodium-phone-0939.xml\n",
"Fixed ./images/plasmodium-phone-0206.xml\n",
"Fixed ./images/plasmodium-phone-1005.xml\n",
"Fixed ./images/plasmodium-phone-1166.xml\n",
"Fixed ./images/plasmodium-phone-0666.xml\n",
"Fixed ./images/plasmodium-phone-0163.xml\n",
"Fixed ./images/plasmodium-phone-0284.xml\n",
"Fixed ./images/plasmodium-phone-0546.xml\n",
"Fixed ./images/plasmodium-phone-0917.xml\n",
"Fixed ./images/plasmodium-phone-0492.xml\n",
"Fixed ./images/plasmodium-phone-0055.xml\n",
"Fixed ./images/plasmodium-phone-0045.xml\n",
"Fixed ./images/plasmodium-phone-0122.xml\n",
"Fixed ./images/plasmodium-phone-0482.xml\n",
"Fixed ./images/plasmodium-phone-0577.xml\n",
"Fixed ./images/plasmodium-phone-0915.xml\n",
"Fixed ./images/plasmodium-phone-0032.xml\n",
"Fixed ./images/plasmodium-phone-1025.xml\n",
"Fixed ./images/plasmodium-phone-0980.xml\n",
"Fixed ./images/plasmodium-phone-0127.xml\n",
"Fixed ./images/plasmodium-phone-0805.xml\n",
"Fixed ./images/plasmodium-phone-0283.xml\n",
"Fixed ./images/plasmodium-phone-0550.xml\n",
"Fixed ./images/plasmodium-phone-0730.xml\n",
"Fixed ./images/plasmodium-phone-1035.xml\n",
"Fixed ./images/plasmodium-phone-0810.xml\n",
"Fixed ./images/plasmodium-phone-0823.xml\n",
"Fixed ./images/plasmodium-phone-0999.xml\n",
"Fixed ./images/plasmodium-phone-0377.xml\n",
"Fixed ./images/plasmodium-phone-0128.xml\n",
"Fixed ./images/plasmodium-phone-0444.xml\n",
"Fixed ./images/plasmodium-phone-0949.xml\n",
"Fixed ./images/plasmodium-phone-0255.xml\n",
"Fixed ./images/plasmodium-phone-0464.xml\n",
"Fixed ./images/plasmodium-phone-0365.xml\n",
"Fixed ./images/plasmodium-phone-0005.xml\n",
"Fixed ./images/plasmodium-phone-0552.xml\n",
"Fixed ./images/plasmodium-phone-1169.xml\n",
"Fixed ./images/plasmodium-phone-0935.xml\n",
"Fixed ./images/plasmodium-phone-0156.xml\n",
"Fixed ./images/plasmodium-phone-1153.xml\n",
"Fixed ./images/plasmodium-phone-0850.xml\n",
"Fixed ./images/plasmodium-phone-0361.xml\n",
"Fixed ./images/plasmodium-phone-1145.xml\n",
"Fixed ./images/plasmodium-phone-0070.xml\n",
"Fixed ./images/plasmodium-phone-0506.xml\n",
"Fixed ./images/plasmodium-phone-0002.xml\n",
"Fixed ./images/plasmodium-phone-0274.xml\n",
"Fixed ./images/plasmodium-phone-0651.xml\n",
"Fixed ./images/plasmodium-phone-1009.xml\n",
"Fixed ./images/plasmodium-phone-0325.xml\n",
"Fixed ./images/plasmodium-phone-0099.xml\n",
"Fixed ./images/plasmodium-phone-0362.xml\n",
"Fixed ./images/plasmodium-phone-0499.xml\n",
"Fixed ./images/plasmodium-phone-0318.xml\n",
"Fixed ./images/plasmodium-phone-0092.xml\n",
"Fixed ./images/plasmodium-phone-1047.xml\n",
"Fixed ./images/plasmodium-phone-0551.xml\n",
"Fixed ./images/plasmodium-phone-1004.xml\n",
"Fixed ./images/plasmodium-phone-0687.xml\n",
"Fixed ./images/plasmodium-phone-0571.xml\n",
"Fixed ./images/plasmodium-phone-0938.xml\n",
"Fixed ./images/plasmodium-phone-1089.xml\n",
"Fixed ./images/plasmodium-phone-0101.xml\n",
"Fixed ./images/plasmodium-phone-0675.xml\n",
"Fixed ./images/plasmodium-phone-0512.xml\n",
"Fixed ./images/plasmodium-phone-0153.xml\n",
"Fixed ./images/plasmodium-phone-0301.xml\n",
"Fixed ./images/plasmodium-phone-0246.xml\n",
"Fixed ./images/plasmodium-phone-0526.xml\n",
"Fixed ./images/plasmodium-phone-0143.xml\n",
"Fixed ./images/plasmodium-phone-0010.xml\n",
"Fixed ./images/plasmodium-phone-0913.xml\n",
"Fixed ./images/plasmodium-phone-0162.xml\n",
"Fixed ./images/plasmodium-phone-0806.xml\n",
"Fixed ./images/plasmodium-phone-1087.xml\n",
"Fixed ./images/plasmodium-phone-0049.xml\n",
"Fixed ./images/plasmodium-phone-1146.xml\n",
"Fixed ./images/plasmodium-phone-0052.xml\n",
"Fixed ./images/plasmodium-phone-0998.xml\n",
"Fixed ./images/plasmodium-phone-0632.xml\n",
"Fixed ./images/plasmodium-phone-0641.xml\n",
"Fixed ./images/plasmodium-phone-0136.xml\n",
"Fixed ./images/plasmodium-phone-0605.xml\n",
"Fixed ./images/plasmodium-phone-1055.xml\n",
"Fixed ./images/plasmodium-phone-0692.xml\n",
"Fixed ./images/plasmodium-phone-1125.xml\n",
"Fixed ./images/plasmodium-phone-0869.xml\n",
"Fixed ./images/plasmodium-phone-0865.xml\n",
"Fixed ./images/plasmodium-phone-1112.xml\n",
"Fixed ./images/plasmodium-phone-1010.xml\n",
"Fixed ./images/plasmodium-phone-1066.xml\n",
"Fixed ./images/plasmodium-phone-1088.xml\n",
"Fixed ./images/plasmodium-phone-0139.xml\n",
"Fixed ./images/plasmodium-phone-0529.xml\n",
"Fixed ./images/plasmodium-phone-0647.xml\n",
"Fixed ./images/plasmodium-phone-1027.xml\n",
"Fixed ./images/plasmodium-phone-0996.xml\n",
"Fixed ./images/plasmodium-phone-1117.xml\n",
"Fixed ./images/plasmodium-phone-0871.xml\n",
"Fixed ./images/plasmodium-phone-0241.xml\n",
"Fixed ./images/plasmodium-phone-0559.xml\n",
"Fixed ./images/plasmodium-phone-1064.xml\n",
"Fixed ./images/plasmodium-phone-0877.xml\n",
"Fixed ./images/plasmodium-phone-0642.xml\n",
"Fixed ./images/plasmodium-phone-1134.xml\n",
"Fixed ./images/plasmodium-phone-0476.xml\n",
"Fixed ./images/plasmodium-phone-0412.xml\n",
"Fixed ./images/plasmodium-phone-0501.xml\n",
"Fixed ./images/plasmodium-phone-0765.xml\n",
"Fixed ./images/plasmodium-phone-0220.xml\n",
"Fixed ./images/plasmodium-phone-0984.xml\n",
"Fixed ./images/plasmodium-phone-0138.xml\n",
"Fixed ./images/plasmodium-phone-1015.xml\n",
"Fixed ./images/plasmodium-phone-0586.xml\n",
"Fixed ./images/plasmodium-phone-1137.xml\n",
"Fixed ./images/plasmodium-phone-0701.xml\n",
"Fixed ./images/plasmodium-phone-0500.xml\n",
"Fixed ./images/plasmodium-phone-0555.xml\n",
"Fixed ./images/plasmodium-phone-0254.xml\n",
"Fixed ./images/plasmodium-phone-1165.xml\n",
"Fixed ./images/plasmodium-phone-0123.xml\n",
"Fixed ./images/plasmodium-phone-0640.xml\n",
"Fixed ./images/plasmodium-phone-0280.xml\n",
"Fixed ./images/plasmodium-phone-0373.xml\n",
"Fixed ./images/plasmodium-phone-0761.xml\n",
"Fixed ./images/plasmodium-phone-0700.xml\n",
"Fixed ./images/plasmodium-phone-0973.xml\n",
"Fixed ./images/plasmodium-phone-0054.xml\n",
"Fixed ./images/plasmodium-phone-0195.xml\n",
"Fixed ./images/plasmodium-phone-0380.xml\n",
"Fixed ./images/plasmodium-phone-0953.xml\n",
"Fixed ./images/plasmodium-phone-0214.xml\n",
"Fixed ./images/plasmodium-phone-1007.xml\n",
"Fixed ./images/plasmodium-phone-0364.xml\n",
"Fixed ./images/plasmodium-phone-0062.xml\n",
"Fixed ./images/plasmodium-phone-0314.xml\n",
"Fixed ./images/plasmodium-phone-0249.xml\n",
"Fixed ./images/plasmodium-phone-0831.xml\n",
"Fixed ./images/plasmodium-phone-0423.xml\n",
"Fixed ./images/plasmodium-phone-0017.xml\n",
"Fixed ./images/plasmodium-phone-0353.xml\n",
"Fixed ./images/plasmodium-phone-0731.xml\n",
"Fixed ./images/plasmodium-phone-0213.xml\n",
"Fixed ./images/plasmodium-phone-0273.xml\n",
"Fixed ./images/plasmodium-phone-0872.xml\n",
"Fixed ./images/plasmodium-phone-0194.xml\n",
"Fixed ./images/plasmodium-phone-0707.xml\n",
"Fixed ./images/plasmodium-phone-0183.xml\n",
"Fixed ./images/plasmodium-phone-0225.xml\n",
"Fixed ./images/plasmodium-phone-0291.xml\n",
"Fixed ./images/plasmodium-phone-0542.xml\n",
"Fixed ./images/plasmodium-phone-0271.xml\n",
"Fixed ./images/plasmodium-phone-0580.xml\n",
"Fixed ./images/plasmodium-phone-0629.xml\n",
"Fixed ./images/plasmodium-phone-0087.xml\n",
"Fixed ./images/plasmodium-phone-0240.xml\n",
"Fixed ./images/plasmodium-phone-0388.xml\n",
"Fixed ./images/plasmodium-phone-0192.xml\n",
"Fixed ./images/plasmodium-phone-1132.xml\n",
"Fixed ./images/plasmodium-phone-0229.xml\n",
"Fixed ./images/plasmodium-phone-0704.xml\n",
"Fixed ./images/plasmodium-phone-0155.xml\n",
"Fixed ./images/plasmodium-phone-0756.xml\n",
"Fixed ./images/plasmodium-phone-0803.xml\n",
"Fixed ./images/plasmodium-phone-0677.xml\n",
"Fixed ./images/plasmodium-phone-0356.xml\n",
"Fixed ./images/plasmodium-phone-1091.xml\n",
"Fixed ./images/plasmodium-phone-0566.xml\n",
"Fixed ./images/plasmodium-phone-1019.xml\n",
"Fixed ./images/plasmodium-phone-0289.xml\n",
"Fixed ./images/plasmodium-phone-0305.xml\n",
"Fixed ./images/plasmodium-phone-0557.xml\n",
"Fixed ./images/plasmodium-phone-1046.xml\n",
"Fixed ./images/plasmodium-phone-0173.xml\n",
"Fixed ./images/plasmodium-phone-1082.xml\n",
"Fixed ./images/plasmodium-phone-0991.xml\n",
"Fixed ./images/plasmodium-phone-0519.xml\n",
"Fixed ./images/plasmodium-phone-0484.xml\n",
"Fixed ./images/plasmodium-phone-0957.xml\n",
"Fixed ./images/plasmodium-phone-1162.xml\n",
"Fixed ./images/plasmodium-phone-0740.xml\n",
"Fixed ./images/plasmodium-phone-0478.xml\n",
"Fixed ./images/plasmodium-phone-0129.xml\n",
"Fixed ./images/plasmodium-phone-0336.xml\n",
"Fixed ./images/plasmodium-phone-0737.xml\n",
"Fixed ./images/plasmodium-phone-0941.xml\n",
"Fixed ./images/plasmodium-phone-0348.xml\n",
"Fixed ./images/plasmodium-phone-0902.xml\n",
"Fixed ./images/plasmodium-phone-0762.xml\n",
"Fixed ./images/plasmodium-phone-0897.xml\n",
"Fixed ./images/plasmodium-phone-0031.xml\n",
"Fixed ./images/plasmodium-phone-0487.xml\n",
"Fixed ./images/plasmodium-phone-0693.xml\n",
"Fixed ./images/plasmodium-phone-0679.xml\n",
"Fixed ./images/plasmodium-phone-0020.xml\n",
"Fixed ./images/plasmodium-phone-0411.xml\n",
"Fixed ./images/plasmodium-phone-0111.xml\n",
"Fixed ./images/plasmodium-phone-1098.xml\n",
"Fixed ./images/plasmodium-phone-0431.xml\n",
"Fixed ./images/plasmodium-phone-1053.xml\n",
"Fixed ./images/plasmodium-phone-0355.xml\n",
"Fixed ./images/plasmodium-phone-0613.xml\n",
"Fixed ./images/plasmodium-phone-0635.xml\n",
"Fixed ./images/plasmodium-phone-0521.xml\n",
"Fixed ./images/plasmodium-phone-0413.xml\n",
"Fixed ./images/plasmodium-phone-0124.xml\n",
"Fixed ./images/plasmodium-phone-0584.xml\n",
"Fixed ./images/plasmodium-phone-0046.xml\n",
"Fixed ./images/plasmodium-phone-1149.xml\n",
"Fixed ./images/plasmodium-phone-0818.xml\n",
"Fixed ./images/plasmodium-phone-0117.xml\n",
"Fixed ./images/plasmodium-phone-0061.xml\n",
"Fixed ./images/plasmodium-phone-0862.xml\n",
"Fixed ./images/plasmodium-phone-1067.xml\n",
"Fixed ./images/plasmodium-phone-0931.xml\n",
"Fixed ./images/plasmodium-phone-0859.xml\n",
"Fixed ./images/plasmodium-phone-0777.xml\n",
"Fixed ./images/plasmodium-phone-0728.xml\n",
"Fixed ./images/plasmodium-phone-0239.xml\n",
"Fixed ./images/plasmodium-phone-0405.xml\n",
"Fixed ./images/plasmodium-phone-1079.xml\n",
"Fixed ./images/plasmodium-phone-0860.xml\n",
"Fixed ./images/plasmodium-phone-1074.xml\n",
"Fixed ./images/plasmodium-phone-0961.xml\n",
"Fixed ./images/plasmodium-phone-0849.xml\n",
"Fixed ./images/plasmodium-phone-0560.xml\n",
"Fixed ./images/plasmodium-phone-0995.xml\n",
"Fixed ./images/plasmodium-phone-0585.xml\n",
"Fixed ./images/plasmodium-phone-0790.xml\n",
"Fixed ./images/plasmodium-phone-0678.xml\n",
"Fixed ./images/plasmodium-phone-0465.xml\n",
"Fixed ./images/plasmodium-phone-0942.xml\n",
"Fixed ./images/plasmodium-phone-0322.xml\n",
"Fixed ./images/plasmodium-phone-0689.xml\n",
"Fixed ./images/plasmodium-phone-0930.xml\n",
"Fixed ./images/plasmodium-phone-0652.xml\n",
"Fixed ./images/plasmodium-phone-1081.xml\n",
"Fixed ./images/plasmodium-phone-0839.xml\n",
"Fixed ./images/plasmodium-phone-0954.xml\n",
"Fixed ./images/plasmodium-phone-1176.xml\n",
"Fixed ./images/plasmodium-phone-1012.xml\n",
"Fixed ./images/plasmodium-phone-0470.xml\n",
"Fixed ./images/plasmodium-phone-0841.xml\n",
"Fixed ./images/plasmodium-phone-0987.xml\n",
"Fixed ./images/plasmodium-phone-0389.xml\n",
"Fixed ./images/plasmodium-phone-0455.xml\n",
"Fixed ./images/plasmodium-phone-0920.xml\n",
"Fixed ./images/plasmodium-phone-0812.xml\n",
"Fixed ./images/plasmodium-phone-0480.xml\n",
"Fixed ./images/plasmodium-phone-0656.xml\n",
"Fixed ./images/plasmodium-phone-1106.xml\n",
"Fixed ./images/plasmodium-phone-0579.xml\n",
"Fixed ./images/plasmodium-phone-0515.xml\n",
"Fixed ./images/plasmodium-phone-0211.xml\n",
"Fixed ./images/plasmodium-phone-0140.xml\n",
"Fixed ./images/plasmodium-phone-0294.xml\n",
"Fixed ./images/plasmodium-phone-0779.xml\n",
"Fixed ./images/plasmodium-phone-0141.xml\n",
"Fixed ./images/plasmodium-phone-0888.xml\n",
"Fixed ./images/plasmodium-phone-0817.xml\n",
"Fixed ./images/plasmodium-phone-0075.xml\n",
"Fixed ./images/plasmodium-phone-0418.xml\n",
"Fixed ./images/plasmodium-phone-0112.xml\n",
"Fixed ./images/plasmodium-phone-0752.xml\n",
"Fixed ./images/plasmodium-phone-0033.xml\n",
"Fixed ./images/plasmodium-phone-0530.xml\n",
"Fixed ./images/plasmodium-phone-0147.xml\n",
"Fixed ./images/plasmodium-phone-0639.xml\n",
"Fixed ./images/plasmodium-phone-0208.xml\n",
"Fixed ./images/plasmodium-phone-0243.xml\n",
"Fixed ./images/plasmodium-phone-1006.xml\n",
"Fixed ./images/plasmodium-phone-1043.xml\n",
"Fixed ./images/plasmodium-phone-0978.xml\n",
"Fixed ./images/plasmodium-phone-0169.xml\n",
"Fixed ./images/plasmodium-phone-0041.xml\n",
"Fixed ./images/plasmodium-phone-0710.xml\n",
"Fixed ./images/plasmodium-phone-0719.xml\n",
"Fixed ./images/plasmodium-phone-0600.xml\n",
"Fixed ./images/plasmodium-phone-0828.xml\n",
"Fixed ./images/plasmodium-phone-0564.xml\n",
"Fixed ./images/plasmodium-phone-0096.xml\n",
"Fixed ./images/plasmodium-phone-0349.xml\n",
"Fixed ./images/plasmodium-phone-0982.xml\n",
"Fixed ./images/plasmodium-phone-0419.xml\n",
"Fixed ./images/plasmodium-phone-1131.xml\n",
"Fixed ./images/plasmodium-phone-0168.xml\n",
"Fixed ./images/plasmodium-phone-0880.xml\n",
"Fixed ./images/plasmodium-phone-0202.xml\n",
"Fixed ./images/plasmodium-phone-0970.xml\n",
"Fixed ./images/plasmodium-phone-0887.xml\n",
"Fixed ./images/plasmodium-phone-0435.xml\n",
"Fixed ./images/plasmodium-phone-0472.xml\n",
"Fixed ./images/plasmodium-phone-0278.xml\n",
"Fixed ./images/plasmodium-phone-0660.xml\n",
"Fixed ./images/plasmodium-phone-0432.xml\n",
"Fixed ./images/plasmodium-phone-1017.xml\n",
"Fixed ./images/plasmodium-phone-0724.xml\n",
"Fixed ./images/plasmodium-phone-1148.xml\n",
"Fixed ./images/plasmodium-phone-1182.xml\n",
"Fixed ./images/plasmodium-phone-1095.xml\n",
"Fixed ./images/plasmodium-phone-0164.xml\n",
"Fixed ./images/plasmodium-phone-0367.xml\n",
"Fixed ./images/plasmodium-phone-0344.xml\n",
"Fixed ./images/plasmodium-phone-1180.xml\n",
"Fixed ./images/plasmodium-phone-0105.xml\n",
"Fixed ./images/plasmodium-phone-0921.xml\n",
"Fixed ./images/plasmodium-phone-0685.xml\n",
"Fixed ./images/plasmodium-phone-0857.xml\n",
"Fixed ./images/plasmodium-phone-1013.xml\n",
"Fixed ./images/plasmodium-phone-0619.xml\n",
"Fixed ./images/plasmodium-phone-0319.xml\n",
"Fixed ./images/plasmodium-phone-0387.xml\n",
"Fixed ./images/plasmodium-phone-0751.xml\n",
"Fixed ./images/plasmodium-phone-0870.xml\n",
"Fixed ./images/plasmodium-phone-0333.xml\n",
"Fixed ./images/plasmodium-phone-0060.xml\n",
"Fixed ./images/plasmodium-phone-0288.xml\n",
"Fixed ./images/plasmodium-phone-0494.xml\n",
"Fixed ./images/plasmodium-phone-1099.xml\n",
"Fixed ./images/plasmodium-phone-1160.xml\n",
"Fixed ./images/plasmodium-phone-1094.xml\n",
"Fixed ./images/plasmodium-phone-0203.xml\n",
"Fixed ./images/plasmodium-phone-0166.xml\n",
"Fixed ./images/plasmodium-phone-0081.xml\n",
"Fixed ./images/plasmodium-phone-0540.xml\n",
"Fixed ./images/plasmodium-phone-0088.xml\n",
"Fixed ./images/plasmodium-phone-0969.xml\n",
"Fixed ./images/plasmodium-phone-1084.xml\n",
"Fixed ./images/plasmodium-phone-0825.xml\n",
"Fixed ./images/plasmodium-phone-1014.xml\n",
"Fixed ./images/plasmodium-phone-0945.xml\n",
"Fixed ./images/plasmodium-phone-0699.xml\n",
"Fixed ./images/plasmodium-phone-0593.xml\n",
"Fixed ./images/plasmodium-phone-0149.xml\n",
"Fixed ./images/plasmodium-phone-0855.xml\n",
"Fixed ./images/plasmodium-phone-0563.xml\n",
"Fixed ./images/plasmodium-phone-0682.xml\n",
"Fixed ./images/plasmodium-phone-1040.xml\n",
"Fixed ./images/plasmodium-phone-1161.xml\n",
"Fixed ./images/plasmodium-phone-0426.xml\n",
"Fixed ./images/plasmodium-phone-0059.xml\n",
"Fixed ./images/plasmodium-phone-0816.xml\n",
"Fixed ./images/plasmodium-phone-0592.xml\n",
"Fixed ./images/plasmodium-phone-0626.xml\n",
"Fixed ./images/plasmodium-phone-0610.xml\n",
"Fixed ./images/plasmodium-phone-1051.xml\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "EpFSdUGALaop",
"colab_type": "code",
"outputId": "aaf8b89a-1ae8-41f6-80b2-800925ddbc55",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 224
}
},
"source": [
"!wget https://gist.githubusercontent.com/navanchauhan/5dccc536480d6d9b0f0a8da5aee821a3/raw/b9b67587e0849a27bd157595eecd242bb48f81e3/annotations.csv"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"--2019-10-29 05:27:57-- https://gist.githubusercontent.com/navanchauhan/5dccc536480d6d9b0f0a8da5aee821a3/raw/b9b67587e0849a27bd157595eecd242bb48f81e3/annotations.csv\n",
"Resolving gist.githubusercontent.com (gist.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
"Connecting to gist.githubusercontent.com (gist.githubusercontent.com)|151.101.0.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 843558 (824K) [text/plain]\n",
"Saving to: ‘annotations.csv’\n",
"\n",
"\rannotations.csv 0%[ ] 0 --.-KB/s \rannotations.csv 100%[===================>] 823.79K --.-KB/s in 0.04s \n",
"\n",
"2019-10-29 05:27:58 (19.4 MB/s) - ‘annotations.csv’ saved [843558/843558]\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "TWPJ8zVsMoEP",
"colab_type": "code",
"colab": {}
},
"source": [
"def replaceIt(filename, old, new):\n",
"\tf = open(filename,'r')\n",
"\tfiledata = f.read()\n",
"\tf.close()\n",
"\tnewdata = filedata.replace(old,new)\n",
"\tf = open(filename,'w')\n",
"\tf.write(newdata)\n",
"\tf.close()\n",
"\n",
"replaceIt(\"./annotations.csv\",\"/Users/navanchauhan/CodingAndStuff/objectD/turicreate/images\",\"./images\")\n"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "RLSloYzNMrQG",
"colab_type": "code",
"outputId": "16da9213-f39d-400e-f205-6952edb28cb5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"import turicreate as tc\n",
"import sys\n",
"import os\n",
"\n",
"tc.config.set_num_gpus(-1)\n",
"\n",
"csv_file = './annotations.csv'\n",
"csv = tc.SFrame(csv_file)\n",
"\n",
"image_path = csv['path'][0]\n",
"image_folder = str(os.path.split(image_path)[0])\n",
"\n",
"data = tc.image_analysis.load_images(image_folder, recursive=False)\n",
"data = data.join(csv)\n",
"\n",
"train, val = data.random_split(0.8)\n",
"\n",
"\n",
"model = tc.object_detector.create(train, max_iterations=6900)\n",
"\n",
"#model = tc.object_detector.create(data, max_iterations=10000)\n",
"\n",
"\n",
"model.save('plasmodium.model')\n",
"model.export_coreml('plasmodium.mlmodel')\n",
"\n",
"scores = model.evaluate(val)\n",
"print(scores)\n",
"\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<pre>Read 100 lines. Lines per second: 1559.62</pre>"
],
"text/plain": [
"Read 100 lines. Lines per second: 1559.62"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<pre>Finished parsing file /content/annotations.csv</pre>"
],
"text/plain": [
"Finished parsing file /content/annotations.csv"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<pre>Parsing completed. Parsed 100 lines in 0.066807 secs.</pre>"
],
"text/plain": [
"Parsing completed. Parsed 100 lines in 0.066807 secs."
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"------------------------------------------------------\n",
"Inferred types from first 100 line(s) of file as \n",
"column_type_hints=[str,list]\n",
"If parsing fails due to incorrect types, you can correct\n",
"the inferred type list above and pass it to read_csv in\n",
"the column_type_hints argument\n",
"------------------------------------------------------\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<pre>Finished parsing file /content/annotations.csv</pre>"
],
"text/plain": [
"Finished parsing file /content/annotations.csv"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<pre>Parsing completed. Parsed 1182 lines in 0.057579 secs.</pre>"
],
"text/plain": [
"Parsing completed. Parsed 1182 lines in 0.057579 secs."
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Using 'image' as feature column\n",
"Using 'annotations' as annotations column\n",
"Setting 'batch_size' to 32\n",
"Using GPU to create model (Tesla K80)\n",
"+--------------+--------------+--------------+\n",
"| Iteration | Loss | Elapsed Time |\n",
"+--------------+--------------+--------------+\n",
"| 1 | 6.014 | 4.6 |\n",
"| 5 | 6.196 | 15.2 |\n",
"| 9 | 6.042 | 25.9 |\n",
"| 13 | 5.783 | 36.6 |\n",
"| 17 | 5.580 | 47.0 |\n",
"| 21 | 5.516 | 57.5 |\n",
"| 25 | 5.428 | 68.1 |\n",
"| 29 | 5.014 | 79.2 |\n",
"| 33 | 4.798 | 90.0 |\n",
"| 37 | 4.566 | 100.6 |\n",
"| 41 | 4.292 | 111.2 |\n",
"| 45 | 3.974 | 121.8 |\n",
"| 49 | 3.824 | 132.4 |\n",
"| 53 | 3.660 | 143.0 |\n",
"| 57 | 3.511 | 153.6 |\n",
"| 61 | 3.505 | 164.6 |\n",
"| 65 | 3.500 | 174.9 |\n",
"| 69 | 3.523 | 185.5 |\n",
"| 73 | 3.407 | 196.1 |\n",
"| 77 | 3.308 | 207.0 |\n",
"| 81 | 3.291 | 217.6 |\n",
"| 85 | 3.177 | 228.6 |\n",
"| 89 | 3.210 | 239.7 |\n",
"| 93 | 3.154 | 250.1 |\n",
"| 97 | 3.094 | 260.7 |\n",
"| 101 | 3.099 | 271.2 |\n",
"| 105 | 2.984 | 281.7 |\n",
"| 109 | 3.024 | 292.3 |\n",
"| 113 | 2.933 | 303.0 |\n",
"| 117 | 2.905 | 314.1 |\n",
"| 121 | 2.948 | 324.7 |\n",
"| 125 | 2.916 | 335.3 |\n",
"| 129 | 2.881 | 346.0 |\n",
"| 133 | 2.888 | 356.8 |\n",
"| 137 | 2.883 | 367.4 |\n",
"| 141 | 2.848 | 378.1 |\n",
"| 145 | 2.866 | 388.7 |\n",
"| 149 | 2.841 | 399.0 |\n",
"| 153 | 2.864 | 409.2 |\n",
"| 157 | 2.759 | 419.8 |\n",
"| 161 | 2.801 | 430.5 |\n",
"| 165 | 2.724 | 441.2 |\n",
"| 169 | 2.693 | 451.6 |\n",
"| 173 | 2.600 | 461.9 |\n",
"| 177 | 2.560 | 472.6 |\n",
"| 181 | 2.612 | 482.7 |\n",
"| 185 | 2.524 | 493.3 |\n",
"| 189 | 2.468 | 503.6 |\n",
"| 193 | 2.488 | 514.1 |\n",
"| 197 | 2.621 | 524.8 |\n",
"| 201 | 2.652 | 535.2 |\n",
"| 205 | 2.624 | 545.9 |\n",
"| 209 | 2.612 | 556.6 |\n",
"| 213 | 2.604 | 567.4 |\n",
"| 217 | 2.551 | 578.2 |\n",
"| 221 | 2.577 | 588.8 |\n",
"| 225 | 2.537 | 599.3 |\n",
"| 229 | 2.568 | 609.7 |\n",
"| 233 | 2.588 | 620.9 |\n",
"| 237 | 2.560 | 631.3 |\n",
"| 241 | 2.613 | 642.3 |\n",
"| 245 | 2.615 | 653.1 |\n",
"| 249 | 2.469 | 663.7 |\n",
"| 253 | 2.566 | 674.5 |\n",
"| 257 | 2.516 | 685.3 |\n",
"| 261 | 2.546 | 696.2 |\n",
"| 265 | 2.671 | 706.9 |\n",
"| 269 | 2.576 | 717.4 |\n",
"| 273 | 2.554 | 728.1 |\n",
"| 277 | 2.532 | 738.6 |\n",
"| 281 | 2.503 | 749.6 |\n",
"| 285 | 2.554 | 760.1 |\n",
"| 289 | 2.467 | 771.2 |\n",
"| 293 | 2.491 | 781.9 |\n",
"| 297 | 2.387 | 792.7 |\n",
"| 301 | 2.386 | 803.3 |\n",
"| 305 | 2.383 | 813.9 |\n",
"| 309 | 2.378 | 824.5 |\n",
"| 313 | 2.527 | 835.2 |\n",
"| 317 | 2.462 | 845.8 |\n",
"| 321 | 2.428 | 857.0 |\n",
"| 325 | 2.377 | 868.0 |\n",
"| 329 | 2.403 | 879.0 |\n",
"| 333 | 2.359 | 889.8 |\n",
"| 337 | 2.400 | 900.2 |\n",
"| 341 | 2.409 | 911.2 |\n",
"| 345 | 2.414 | 921.8 |\n",
"| 349 | 2.341 | 932.8 |\n",
"| 353 | 2.339 | 943.7 |\n",
"| 357 | 2.321 | 954.5 |\n",
"| 361 | 2.404 | 965.3 |\n",
"| 365 | 2.462 | 976.0 |\n",
"| 369 | 2.539 | 987.0 |\n",
"| 373 | 2.507 | 997.9 |\n",
"| 377 | 2.414 | 1009.0 |\n",
"| 381 | 2.507 | 1019.4 |\n",
"| 385 | 2.479 | 1029.9 |\n",
"| 389 | 2.482 | 1040.3 |\n",
"| 393 | 2.392 | 1051.2 |\n",
"| 397 | 2.283 | 1062.0 |\n",
"| 401 | 2.360 | 1072.4 |\n",
"| 405 | 2.324 | 1083.6 |\n",
"| 409 | 2.224 | 1094.1 |\n",
"| 413 | 2.251 | 1105.1 |\n",
"| 417 | 2.247 | 1115.9 |\n",
"| 421 | 2.323 | 1126.3 |\n",
"| 425 | 2.328 | 1136.9 |\n",
"| 429 | 2.334 | 1147.4 |\n",
"| 433 | 2.400 | 1158.0 |\n",
"| 437 | 2.292 | 1168.9 |\n",
"| 441 | 2.356 | 1179.5 |\n",
"| 445 | 2.408 | 1190.1 |\n",
"| 449 | 2.427 | 1200.6 |\n",
"| 453 | 2.456 | 1211.2 |\n",
"| 457 | 2.422 | 1221.8 |\n",
"| 461 | 2.429 | 1232.4 |\n",
"| 465 | 2.315 | 1243.2 |\n",
"| 469 | 2.363 | 1253.7 |\n",
"| 473 | 2.437 | 1264.4 |\n",
"| 477 | 2.345 | 1274.8 |\n",
"| 481 | 2.485 | 1285.2 |\n",
"| 485 | 2.440 | 1295.7 |\n",
"| 489 | 2.421 | 1306.5 |\n",
"| 493 | 2.390 | 1317.4 |\n",
"| 497 | 2.407 | 1327.8 |\n",
"| 500 | 2.358 | 1335.5 |\n",
"+--------------+--------------+--------------+\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<p style=\"color: red;\">\n",
"The default version of TensorFlow in Colab will soon switch to TensorFlow 2.x.<br>\n",
"We recommend you <a href=\"https://www.tensorflow.org/guide/migrate\" target=\"_blank\">upgrade</a> now \n",
"or ensure your notebook will continue to use TensorFlow 1.x via the <code>%tensorflow_version 1.x</code> magic:\n",
"<a href=\"https://colab.research.google.com/notebooks/tensorflow_version.ipynb\" target=\"_blank\">more info</a>.</p>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"WARNING:root:TensorFlow version 1.15.0 detected. Last version known to be fully compatible is 1.13.1 .\n",
"WARNING:root:Keras version 2.2.5 detected. Last version known to be fully compatible of Keras is 2.2.4 .\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"Predicting 1/258\n",
"Predicting 62/258\n",
"Predicting 114/258\n",
"Predicting 166/258\n",
"Predicting 225/258\n",
"Predicting 258/258\n",
"{'average_precision_50': {'plasmodium': 0.4573649795604967}, 'mean_average_precision_50': 0.4573649795604967}\n"
],
"name": "stdout"
}
]
}
]
}
|