Chroma_Example_1.ipynb

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          "text": [
            "Requirement already satisfied: chromadb in /usr/local/lib/python3.10/dist-packages (0.4.21)\n",
            "Collecting datasets\n",
            "  Downloading datasets-2.15.0-py3-none-any.whl (521 kB)\n",
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            "Requirement already satisfied: tokenizers>=0.13.2 in /usr/local/lib/python3.10/dist-packages (from chromadb) (0.15.0)\n",
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            "Requirement already satisfied: tqdm>=4.65.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (4.66.1)\n",
            "Requirement already satisfied: overrides>=7.3.1 in /usr/local/lib/python3.10/dist-packages (from chromadb) (7.4.0)\n",
            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.10/dist-packages (from chromadb) (6.1.1)\n",
            "Requirement already satisfied: grpcio>=1.58.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (1.60.0)\n",
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            "Requirement already satisfied: kubernetes>=28.1.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (28.1.0)\n",
            "Requirement already satisfied: tenacity>=8.2.3 in /usr/local/lib/python3.10/dist-packages (from chromadb) (8.2.3)\n",
            "Requirement already satisfied: PyYAML>=6.0.0 in /usr/local/lib/python3.10/dist-packages (from chromadb) (6.0.1)\n",
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            "Requirement already satisfied: pyarrow>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (10.0.1)\n",
            "Collecting pyarrow-hotfix (from datasets)\n",
            "  Downloading pyarrow_hotfix-0.6-py3-none-any.whl (7.9 kB)\n",
            "Collecting dill<0.3.8,>=0.3.0 (from datasets)\n",
            "  Downloading dill-0.3.7-py3-none-any.whl (115 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (1.5.3)\n",
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            "Collecting multiprocess (from datasets)\n",
            "  Downloading multiprocess-0.70.15-py310-none-any.whl (134 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: fsspec[http]<=2023.10.0,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (2023.6.0)\n",
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            "Installing collected packages: pyarrow-hotfix, dill, multiprocess, datasets\n",
            "Successfully installed datasets-2.15.0 dill-0.3.7 multiprocess-0.70.15 pyarrow-hotfix-0.6\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 241,
          "referenced_widgets": [
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            "f1e3fe0bd1ed40379fb39aa96d60856b",
            "9c7a888ba05c4974a4d146392259706e",
            "6c27c8b9b7d24f659b2bdb914b0b7b7e",
            "f7053acb145f4e7ea4e6b104cfc49a4c",
            "78326d9751a845c79a62a8a5932a8f27"
          ]
        },
        "id": "sn0bTu9tRE3M",
        "outputId": "2fefb062-e963-4a39-99a7-e4d402320c5b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/5.35k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b9c1bc22d4cf4ece8d391bf2da6fb73b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading metadata:   0%|          | 0.00/2.41k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3eb862b6c158455dbf7dc0b3dcdada8c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/10.5k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "8b2c7d6d9e6a4daabf81b8a63b24f426"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/55.3M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6a12d05faff248a08860cc59c66f2db6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split:   0%|          | 0/182822 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "52ea9523c1894965a5478b0c995a4238"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test split:   0%|          | 0/6150 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "217a23f4936941c18547b13d8131c2d8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating validation split:   0%|          | 0/4183 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5871ff0afdab47ae87edaedaa0ad2445"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "dataset = load_dataset(\"medmcqa\", split=\"train\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ymmgHl40XLNT",
        "outputId": "720d219a-1dad-4430-82d0-b41f9d10e14e"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'id': 'e9ad821a-c438-4965-9f77-760819dfa155',\n",
              " 'question': 'Chronic urethral obstruction due to benign prismatic hyperplasia can lead to the following change in kidney parenchyma',\n",
              " 'opa': 'Hyperplasia',\n",
              " 'opb': 'Hyperophy',\n",
              " 'opc': 'Atrophy',\n",
              " 'opd': 'Dyplasia',\n",
              " 'cop': 2,\n",
              " 'choice_type': 'single',\n",
              " 'exp': 'Chronic urethral obstruction because of urinary calculi, prostatic hyperophy, tumors, normal pregnancy, tumors, uterine prolapse or functional disorders cause hydronephrosis which by definition is used to describe dilatation of renal pelvis and calculus associated with progressive atrophy of the kidney due to obstruction to the outflow of urine Refer Robbins 7yh/9,1012,9/e. P950',\n",
              " 'subject_name': 'Anatomy',\n",
              " 'topic_name': 'Urinary tract'}"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "df = pd.DataFrame(dataset)\n"
      ],
      "metadata": {
        "id": "wKGlpjDrYFz3"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna().sum()\n",
        "# Columns exp and topic_name contain missing values, we will drop rows with missing values in both columns\n",
        "df = df.dropna(subset=[\"exp\"])\n",
        "df.isna().sum()\n",
        "df = df.dropna(subset=[\"topic_name\"])\n",
        "df.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PTphjmAraEQc",
        "outputId": "a76cf14f-debf-4945-9a8f-48f0e811cee9"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id              0\n",
              "question        0\n",
              "opa             0\n",
              "opb             0\n",
              "opc             0\n",
              "opd             0\n",
              "cop             0\n",
              "choice_type     0\n",
              "exp             0\n",
              "subject_name    0\n",
              "topic_name      0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "Kqnx30xuaEC0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#converting the pre-processed dataframe back to dataset\n",
        "dataset = dataset.from_pandas(df)"
      ],
      "metadata": {
        "id": "biay4VxlbnWr"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Now import chromadb, instantiate a chroma client and create a collection using the function create_collection, give it a name.\n",
        "# you can specify the embedding function to be used as a parameter in the create_collection(), if you don't, a default technique is used.\n",
        "import chromadb\n",
        "client = chromadb.Client()\n",
        "collection = client.create_collection(\"MedicalQA\")"
      ],
      "metadata": {
        "id": "V88VEnM8bqiq"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Now we will store the expert explanation field of first 10 questions from dataset into collection.\n",
        "collection.add(\n",
        "    ids=[str(i) for i in range(0, 10)],  # every entry in collection requires an ID, ID is a string\n",
        "    documents=dataset[\"exp\"][:10],# explanation field text, for first 10 questions only\n",
        "    metadatas=[{\"type\": \"exp\"} for _ in range(0, 10)],) #metadata, additional information about the documents"
      ],
      "metadata": {
        "id": "2QljzCnmbsr5"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "collection.peek() # peek() returns a list of the first 10 items in the collection"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VB5Gz5cLbvWp",
        "outputId": "efc01ef0-5e5c-4be5-f494-b4e717c4eb46"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'ids': ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'],\n",
              " 'embeddings': [[0.017796462401747704,\n",
              "   0.02271975763142109,\n",
              "   0.07299382239580154,\n",
              "   -0.025254027917981148,\n",
              "   -0.05387657508254051,\n",
              "   -0.059407368302345276,\n",
              "   -0.026349546387791634,\n",
              "   0.07464781403541565,\n",
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              " 'metadatas': [{'type': 'exp'},\n",
              "  {'type': 'exp'},\n",
              "  {'type': 'exp'},\n",
              "  {'type': 'exp'},\n",
              "  {'type': 'exp'},\n",
              "  {'type': 'exp'},\n",
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              "  {'type': 'exp'},\n",
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              " 'documents': ['Chronic urethral obstruction because of urinary calculi, prostatic hyperophy, tumors, normal pregnancy, tumors, uterine prolapse or functional disorders cause hydronephrosis which by definition is used to describe dilatation of renal pelvis and calculus associated with progressive atrophy of the kidney due to obstruction to the outflow of urine Refer Robbins 7yh/9,1012,9/e. P950',\n",
              "  \"Ans. (c) Vitamin B12 Ref: Harrison's 19th ed. P 640* Vitamin B12 (Cobalamin) is synthesized solely by microorganisms.* In humans, the only source for humans is food of animal origin, e.g., meat, fish, and dairy products.* Vegetables, fruits, and other foods of nonanimal origin doesn't contain Vitamin B12 .* Daily requirements of vitamin Bp is about 1-3 pg. Body stores are of the order of 2-3 mg, sufficient for 3-4 years if supplies are completely cut off.\",\n",
              "  \"Ans. is 'd' i.e., Roux en Y Duodenal Bypass Bariatric surgical procedures include:a. Vertical banded gastroplastyb. Adjustable gastric bandingc. Roux-en Y gastric bypass (Not - Roux-en Y Duodenal Bypass)d. Biliopancreatic diversione. Duodenal switcho The surgical treatment of morbid obesity is known as bariatric surgery.o Morbid obesity is defined as body mass index of 35 kg/m2 or more with obesity related comorbidity, or BMI of 40 kg/m2 or greater without comorbidity.o Bariatric operations produce weight loss as a result of 2 factors. One is restriction of oralintake. The other is malabsorbtion of ingested food.o Gastric restrictive procedures include Vertical banded gastroplasty & Adjustable gastric bandingo Malabsorbtive procedures include Biliopancreatic diversion, and Duodenal switcho Roux-en Y gastric bypass has features of both restriction and malabsorptionBariatric Operations: Mechanism of ActionRestrictiveVertical banded gastroplastyLaparoscopic adjustable gastric bandingLargely Restrictive/Mildly MalabsorptiveRoux-en-Y gastric bypassLargely Malabsorptive/Mildly RestrictiveBiliopancreatic diversionDuodenal switch\",\n",
              "  \"PILONIDAL SINUS/DISEASE (Jeep Bottom; Driver's Bottom) Pilus--hair; Nidus--nest It is epithelium lined tract, situated sho distance behind the anus, containing hairs and unhealthy diseased granula- tion tissue. It is due to penetration of hairs through the skin into subcutaneous tissue. It forms granuloma/unhealthy granulation tissue in the deeper plane. It is of infective origin and occurs in sacral region between the buttocks, umbilicus, axilla. Other indications of per rectal examination are:Carcinoma rectum, Stricture rectum, Polyps, BPH and carcinoma prostate, Secondaries in the rectovesical pouch (Blumer shelf), Sphincter tone, Pelvic abscess (is felt as boggy swelling), to feel the internal opening of anal fistulas, in bimanual palpation of the bladder or pelvic tumours, in acute abdominal conditions--it reveals dilated empty rectum with tenderness.Reference : page 967 and 952 SRB's manual of surgery 5th edition\",\n",
              "  \"Nagler's reaction - when Clostridium perfringens is grown in media containing 6 % agar, 5% Fildes peptic digest of sheep blood and 20% human serum, with antitoxin spread on one half of plate, colonies in the other half without antitoxin will be surrounded by a zone of opacity. No opacity around the colonies on the half of plate with antitoxin, this is due to the specific neutralization of the alpha-toxin. This specific lecithinase effect, known as the Nagler's reaction. Reference: Textbook of Microbiology; Anathanarayan and paniker's; 10th edition; Page no: 263\",\n",
              "  'One of the most impoant pharmacokinetic changes associated with aging is decreased renal elimination of drugs. After age 40, creatinine clearance decreases an average of 8 mL/min/1.73 m2/decade; however, the age-related decrease varies substantially from person to person. Serum creatinine levels often remain within normal limits despite a decrease in GFR because older adults generally have less muscle mass and are generally less physically active than younger adults and thus produce less creatinine. Maintenance of normal serum creatinine levels can mislead clinicians who assume those levels reflect normal kidney function. Decreases in tubular function with age parallel those in glomerular function. Refer katzung 11/e p1039',\n",
              "  \"Lag phase: Immediately following the seeding of a culture medium, there is no appreciable number, though there may be an increase in the size of the cells. This initial period is the time required for the adaptation to the new environment, during which the necessary enzymes and metabolic intermediates are built up in adequate quantities for multiplication to proceed. The duration of the lag phase varies with the species, sizes of the inoculation, nature of the culture media and the environmental factors such as temperature REF:Ananthanarayan & Panicker's Textbook of Microbiology 8th edition pg no: 24\",\n",
              "  'Ref William hematology 6/e p1268 The term cryoglobulinemia refers to the presence in the serum of proteins that precipitate at temperatures below 37 degrees C and redissolve on rewarming. ... The elective treatment for hyperviscosity syndrome, whether associated with monoclonal, mixed, or polyclonalcryoglobulinemia, is plasma exchange.',\n",
              "  'A distribution is negatively skewed, or skewed to the left, if the scores fall toward the higher side of the scale and there are very few low scores. In positively skewed distributions, the mean is usually greater than the median, which is always greater than the mode. Ref :',\n",
              "  \"Ans. C Cardinal veinRef; hangman's essesntial medical Embroyology pg. 57# During early embryonic development (through 4th week), paired cardinal veins drain the body. Anterior cardinal veins drain the head and upper limb buds, while posterior cardinal veins drain the body. Both the anterior and posterior veins on each side unite at the common cardinal veins that flow into the sinus venosus and ultimately into the common atrium (Image).# Anterior cardinal veins are retained. An anastomosis between the two forms the left brachiocephalic vein, and anterior segments from both form the jugular system for the head and neck (Image).# Most of the posterior segment on the left disappears except for that forming the left superior intercostal vein, whereas the right posterior segment forms the superior vena cava.Extra mileDefects of SVC Development* Double inferior vena cava occurs when the left supracardinal vein persists, thereby forming an additional inferior vena cava below the level of the kidneys.* Left superior vena cava occurs when the left anterior cardinal vein persists, forming a superior vena cava on the left side. The right anterior cardinal vein abnormally regresses.* Double superior vena cava occurs when the left anterior cardinal vein persists, forming a superior vena cava on the left side. The right anterior cardinal vein also forms a superior vena cava on the right side.\"],\n",
              " 'uris': None,\n",
              " 'data': None}"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = collection.query(query_texts=dataset[\"question\"][:10], n_results=1)"
      ],
      "metadata": {
        "id": "RplbMXvNbxoB"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# looking at first 5 questions corresponding to the results returned by collection.query()\n",
        "dataset['question'][:5]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-AKu-w3Kb1IA",
        "outputId": "eca9dedd-ae9e-44f6-e7e8-7dd56c75bfd5"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Chronic urethral obstruction due to benign prismatic hyperplasia can lead to the following change in kidney parenchyma',\n",
              " 'Which vitamin is supplied from only animal source:',\n",
              " 'All of the following are surgical options for morbid obesity except -',\n",
              " 'Per rectum examination is not a useful test for diagnosis of',\n",
              " 'Naglers reaction is shown by']"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Now, we will print the first 5 questions and their explanations as returned by the query()\n",
        "for i, q in enumerate(dataset['question'][:5]):\n",
        "    print(f\"Question: {q}\")\n",
        "    print(f\"Explanation: {results['documents'][i][0]}\")\n",
        "    print()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QcD7gnlTb7G6",
        "outputId": "580f0187-ba84-4589-b450-89983568633e"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Question: Chronic urethral obstruction due to benign prismatic hyperplasia can lead to the following change in kidney parenchyma\n",
            "Explanation: Chronic urethral obstruction because of urinary calculi, prostatic hyperophy, tumors, normal pregnancy, tumors, uterine prolapse or functional disorders cause hydronephrosis which by definition is used to describe dilatation of renal pelvis and calculus associated with progressive atrophy of the kidney due to obstruction to the outflow of urine Refer Robbins 7yh/9,1012,9/e. P950\n",
            "\n",
            "Question: Which vitamin is supplied from only animal source:\n",
            "Explanation: Ans. (c) Vitamin B12 Ref: Harrison's 19th ed. P 640* Vitamin B12 (Cobalamin) is synthesized solely by microorganisms.* In humans, the only source for humans is food of animal origin, e.g., meat, fish, and dairy products.* Vegetables, fruits, and other foods of nonanimal origin doesn't contain Vitamin B12 .* Daily requirements of vitamin Bp is about 1-3 pg. Body stores are of the order of 2-3 mg, sufficient for 3-4 years if supplies are completely cut off.\n",
            "\n",
            "Question: All of the following are surgical options for morbid obesity except -\n",
            "Explanation: Ans. is 'd' i.e., Roux en Y Duodenal Bypass Bariatric surgical procedures include:a. Vertical banded gastroplastyb. Adjustable gastric bandingc. Roux-en Y gastric bypass (Not - Roux-en Y Duodenal Bypass)d. Biliopancreatic diversione. Duodenal switcho The surgical treatment of morbid obesity is known as bariatric surgery.o Morbid obesity is defined as body mass index of 35 kg/m2 or more with obesity related comorbidity, or BMI of 40 kg/m2 or greater without comorbidity.o Bariatric operations produce weight loss as a result of 2 factors. One is restriction of oralintake. The other is malabsorbtion of ingested food.o Gastric restrictive procedures include Vertical banded gastroplasty & Adjustable gastric bandingo Malabsorbtive procedures include Biliopancreatic diversion, and Duodenal switcho Roux-en Y gastric bypass has features of both restriction and malabsorptionBariatric Operations: Mechanism of ActionRestrictiveVertical banded gastroplastyLaparoscopic adjustable gastric bandingLargely Restrictive/Mildly MalabsorptiveRoux-en-Y gastric bypassLargely Malabsorptive/Mildly RestrictiveBiliopancreatic diversionDuodenal switch\n",
            "\n",
            "Question: Per rectum examination is not a useful test for diagnosis of\n",
            "Explanation: PILONIDAL SINUS/DISEASE (Jeep Bottom; Driver's Bottom) Pilus--hair; Nidus--nest It is epithelium lined tract, situated sho distance behind the anus, containing hairs and unhealthy diseased granula- tion tissue. It is due to penetration of hairs through the skin into subcutaneous tissue. It forms granuloma/unhealthy granulation tissue in the deeper plane. It is of infective origin and occurs in sacral region between the buttocks, umbilicus, axilla. Other indications of per rectal examination are:Carcinoma rectum, Stricture rectum, Polyps, BPH and carcinoma prostate, Secondaries in the rectovesical pouch (Blumer shelf), Sphincter tone, Pelvic abscess (is felt as boggy swelling), to feel the internal opening of anal fistulas, in bimanual palpation of the bladder or pelvic tumours, in acute abdominal conditions--it reveals dilated empty rectum with tenderness.Reference : page 967 and 952 SRB's manual of surgery 5th edition\n",
            "\n",
            "Question: Naglers reaction is shown by\n",
            "Explanation: Nagler's reaction - when Clostridium perfringens is grown in media containing 6 % agar, 5% Fildes peptic digest of sheep blood and 20% human serum, with antitoxin spread on one half of plate, colonies in the other half without antitoxin will be surrounded by a zone of opacity. No opacity around the colonies on the half of plate with antitoxin, this is due to the specific neutralization of the alpha-toxin. This specific lecithinase effect, known as the Nagler's reaction. Reference: Textbook of Microbiology; Anathanarayan and paniker's; 10th edition; Page no: 263\n",
            "\n"
          ]
        }
      ]
    }
  ]
}